UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549

FORM 10-K

ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the fiscal year ended December 31, 20192022
OR
TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
Commission File Number: 001-36853
 

ZILLOW GROUP, INC.
(Exact name of registrant as specified in its charter)

_____________________________________________________
Washington47-1645716
(State or other jurisdiction of(I.R.S. Employer
incorporation or organization)Identification No.)
1301 Second Avenue, Floor 31,
Seattle, Washington 98101
(Address of principal executive offices) (Zip Code)
(206) 470-7000
@ZillowGroup
(Registrant’s telephone number, including area code)
 _____________________________________________________ 
Securities registered pursuant to Section 12(b) of the Act:
Title of each classTrading Symbol(s)Name of each exchange on which registered
Class A Common Stock, par value $0.0001 per shareZGThe Nasdaq Global Select Market
Class C Capital Stock, par value $0.0001 per shareZThe Nasdaq Global Select Market
Securities registered pursuant to Section 12(g) of the Act: None
Indicate by check mark if the registrant is a well-known seasoned issuer, as defined in Rule 405 of the Securities Act.    Yes      No  
Indicate by check mark if the registrant is not required to file reports pursuant to Section 13 or Section 15(d) of the Act.    Yes      No  
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days.    Yes      No  
Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files).    Yes      No  
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filer

Accelerated filer
Non-accelerated filer
  
Smaller reporting company
Emerging growth company
If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act.  
Indicate by check mark whether the registrant has filed a report on and attestation to its management’s assessment of the effectiveness of its internal control over financial reporting under Section 404(b) of the Sarbanes-Oxley Act (15 U.S.C. 7262(b)) by the registered public accounting firm that prepared or issued its audit report.  
If securities are registered pursuant to Section 12(b) of the Act, indicate by check mark whether the financial statements of the registrant included in the filing reflect the correction of an error to previously issued financial statements.
Indicate by check mark whether any of those error corrections are restatements that required a recovery analysis of incentive-based compensation received by any of the registrant’s executive officers during the relevant recovery period pursuant to §240.10D-1(b).
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act).    Yes      No  
As of June 30, 2019,2022, the last business day of the Registrant’s most recently completed second fiscal quarter, the aggregate market value of the Registrant’s Class A common stock and Class C capital stock held by non-affiliates based upon the closing price of such shares on The Nasdaq Global Select Market on such date was $8,254,728,878.$6,875,716,337.
As of February 12, 2020, 58,747,2569, 2023, 57,494,698 shares of Class A common stock, 6,217,447 shares of Class B common stock, and 144,308,568170,631,589 shares of Class C capital stock were outstanding.

DOCUMENTS INCORPORATED BY REFERENCE
The information required by Part III of this Report, to the extent not set forth herein, is incorporated in this Report by reference to the Registrant’s definitive proxy statement relating to the 20202023 annual meeting of shareholders. The definitive proxy statement will be filed with the Securities and Exchange Commission within 120 days after the end of the 20192022 fiscal year.




Table of ofContents
ZILLOW GROUP, INC.
Annual Report on Form 10-K
for the Fiscal Year Ended December 31, 20192022
TABLE OF CONTENTS
Page
PART I
Item 1.
Item 1A.
Item 1B.
Item 2.
Item 3.
Item 4.
PART II
Item 5.
Item 6.
Item 7.
Item 7A.
Item 8.
Item 9.
Item 9A.
Item 9B.
Item 9C.
PART III
Item 10.
Item 11.
Item 12.
Item 13.
Item 14.
PART IV
Item 15.
Item 16.
 
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As used in this Annual Report on Form 10-K, the terms “Zillow Group,” “the Company,” “we,” “us” and “our” refer to Zillow Group, Inc., unless the context indicates otherwise.
NOTE REGARDING FORWARD-LOOKING STATEMENTS
This Annual Report on Form 10-K, including the sections entitledtitled “Management’s Discussion and Analysis of Financial Condition and Results of Operations,” “Risk Factors” and “Business,” contains forward-looking statements based on our management’s beliefs and assumptions and on information currently available to our management. Forward-looking statements include all statements that are not historical facts and generally may be identified by terms such as “believe,” “may,” “will,” “estimate,” “continue,” “anticipate,” “intend,” “could,” “would,” “project,” “plan,” “expect” or the negative or plural of these words or similar expressions.
These forward-looking statements are subject to a number of risks, uncertainties and assumptions, including those risks, uncertainties and assumptions described in Part I, Item 1A (Risk Factors) of this report, including, but not limited to risks related to:

the current and future health and stability of the economy, financial conditions and residential housing market, including any extended downturn or slowdown;
changes in general economic and financial conditions (including federal monetary policy, interest rates, inflation, home price fluctuations, housing inventory, labor shortages and supply chain issues) that may reduce demand for our products and services, lower our profitability or reduce our access to financing;
investment of resources to pursue strategies and develop new products and services that may not prove effective or that are not attractive to customers and real estate partners or that do not allow us to compete successfully;
ability to comply with multiple listing service rules and requirements to access and use listing data, and to maintain or establish relationships with listings and data providers;
ability to obtain or maintain licenses and permits to support our current and future businesses;
ability to operate and grow our mortgage origination business, including the ability to obtain sufficient financing and resell originated mortgages on the secondary market;
the duration and impact of natural disasters and other catastrophic events (including public health crises) on our ability to operate, on demand for our products or services, or on general economic conditions;
acquisitions, strategic partnerships, joint ventures, capital-raising activities or other corporate transactions or commitments by us or our competitors;
ability to manage advertising inventory and pricing;
effectivity of our technology and information security systems, or those of third parties on which we rely;
actual or anticipated fluctuations in our financial condition and results of operations;
changes in projected operational and financial results;
addition or lossability to protect the information and privacy of significant customers;our customers and other third parties;
actual or anticipated changes in our growth rate relativeability to that of our competitors;attract and retain qualified employees and key personnel;
acquisitions, strategic partnerships, joint ventures, capital-raising activities, or other corporate transactions or commitments by us orability to protect our competitors;
actual or anticipated changes in technology, products, markets or services by us or our competitors;brand and intellectual property;
changes in laws or regulations applicable togovernment regulation affecting our business, employees, products or services;
ability to obtain or maintain licensesbusiness; and permits to support our current and future businesses;
actual or anticipated changes to our products and services;
the current andimpact of pending or future health and stability of the residential housing market;
ability to maintainlitigation or establish relationships with listings and data providers;
fluctuations in the valuation of companies perceived by investors to be comparable to us; and
issuance of new or updated research or reports by securities analysts.regulatory actions.
Moreover, we operate in a very competitive and rapidly changing environment. New risks emerge from time to time. It is not possible for our management to predict all risks, nor can we assess the effect of all factors on our business or the extent to which any factor, or combination of factors, may cause actual results to differ materially from those contained in any forward-looking statements we may make. In light of these risks, uncertainties and assumptions, the forward-looking events and circumstances discussed in this report may not occur and actual results could differ materially and adversely from those anticipated or implied in the forward-looking statements.
You should not rely on forward-looking statements as predictions of future events. Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee that the future results, levels of activity, performance or events and circumstances reflected in the forward-looking statements will be achieved or occur. Moreover, except as required by law, neither we nor any other person assumes responsibility for the accuracy and completeness of the forward-looking statements, and we undertake no obligation to update publicly any forward-looking statements for any reason after the date of this report to conform these statements to actual results or to changes in our expectations.
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In addition, statements such as “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based on information available to us as of the date of this Annual Report on Form 10-K. While we believe that such information provides a reasonable basis for these statements, that information may be limited or incomplete. Our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all relevant information. These statements are inherently uncertain, and investors are cautioned not to unduly rely on these statements.
NOTE REGARDING INDUSTRY AND MARKET DATA
This Annual Report on Form 10-K contains market and industry data that are based on our own internal estimates and research, as well as independent industry publications, trade or business organizations and other published statistical information from third parties. Third-party information generally states that the information contained therein has been obtained from sources believed to be reliable. While we are not aware of any misstatements regarding this third-party information, we have not independently verified any of the data from third-party sources nor have we validated the underlying economic assumptions relied on therein. The content of, or accessibility through, these market and industry data sources, except to the extent specifically set forth in this Annual Report on Form 10-K, does not constitute a portion of this report and are not incorporated herein, and any sources are an inactive textual reference only.
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PART I
Item 1. Business.
Overview
Our mission isWe are reimagining real estate to give people the powermake it easier to unlock life’s next chapter. Since our founding in 2004, we have been focused on making it easier for our customers to buy, sell, rent and finance residentialAs the most visited real estate website in the United States. OurStates, Zillow and its affiliates and partners offer customers begin their journeyan on-demand experience for selling, buying, renting or financing with us by visiting onetransparency and ease. Hundreds of our real estate mobile applications or websites. Traffic to our services reached more than 200 million unique users in July 2019, with more than eight billion visits tomillions of people visit our mobile applications and websites in 2019, most notablyevery month to Zillow, Trulia and StreetEasy.begin their journey.
At the core of Zillow is our inimitable, living database of more than 110approximately 140 million U.S. homes and our differentiated content, most notably the Zestimate, our patented proprietary automated valuation model through which we provide real-time home value estimates. With the launch of the Zestimate in 2006, we introduced important transparency to residential real estate in order to empower consumers to make better decisions. In 2019, we released a new, more accurateDuring 2022, our Zestimate which hashad a median absolute percent error rate of 1.9%2.7% for homes listed for sale and 7.7%7.6% for off-market homes. OurWe believe our data and content has helped the Zillow brand become synonymous with residential real estate. Today, more people now search for “Zillow” than “real estate,” according to a 2019 Google Trends report, and Zillow is the most trusted brand in the industry.
We are in the midstOur vision of a significant, multi-year business model expansion, building on the strong foundation of our established“housing super app” is to help customers across all their real estate marketplacesneeds serving as one ecosystem of connected solutions for all the tasks and advertising-based revenue modelservices related to move into facilitating real estate transactions and offering related adjacent services. Through our mobile applications and websites, wemoving. We are focused on helping customers transactincreasing customer transactions and move directly through our growing portfolio of Zillow-branded and affiliated transaction-related servicesrevenue per customer transaction, which measures revenue attributable to each unique home purchase or sale transaction in which the homebuyer or seller uses Zillow Home Loans, Zillow Closing Services and/or through referrals to trusted Zillowinvolves a Premier Agent with whom the buyer or Premier Broker partners.
This strategic expansion has dramatically increased our total addressable market from $19 billionseller connected through Zillow Group. We estimate Zillow participated in real-estate related advertising according toapproximately 360,000 customer transactions with both buyers and sellers in 2021, which is the first time we reported this metric. We anticipate providing this metric for 2022 in a 2019 Borrell Associates report to $1.9 trillion in annual U.S. real estate transactions, which represents the estimated transaction value of existing and new homes sold in 2019, according to the US Census Bureau and National Association of REALTORS®.
Our expansion into transaction-related services alsofuture quarter. We believe focusing on these growth metrics allows us to build closer relationships with our customers to help them find and move into the places they call home, throughout their lives, which is at the core of our mission. We also believe that the path to improving our growth metrics and “housing super app” vision involves product initiatives within five key growth pillars:
We have organizedTouring – Make it easier for high-intent customers to take in-person tours and connect with our partner agents
Financing – Prepare customers to be transaction-ready with financing early in their home buying journey
Expanding seller services – Continue to innovate on novel solutions to help sellers and seller agents
Enhancing our partner network – Work with the best agents in real estate
Integrating our services – Bring our engagement, products and services together to drive more transactions and more revenue per customer transaction
Prior to January 1, 2023, our business was organized into three segments, Homes,the Internet, Media & Technology (“IMT”) segment, the Mortgages segment and Mortgages.the Homes segment. These segments reflect the way we evaluateevaluated business performance and managemanaged our operations. The Homes segment includes the financial results from our purchase and sale of homes directly. The IMT segment includes the financial results for the Premier Agent Rentals and rentals marketplaces (including StreetEasy rentals product offerings) as well as Other IMT, which includes our new construction marketplaces, dotloop,marketplace and display, as well as revenue from the sale of various other marketingadvertising and business products and services totechnology solutions for real estate professionals.professionals, including display, StreetEasy for-sale product offerings and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans. The Mortgages segment primarily includes financial results for mortgage originations through Zillow Home Loans and advertising sold to mortgage lenders and other mortgage professionals, mortgage originations throughprofessionals. The Homes segment includes the financial results from title and escrow services performed by Zillow Home LoansClosing Services and certain indirect costs of the sale of mortgagesHomes segment which do not qualify as discontinued operations. Beginning in 2023, our chief operating decision maker began to manage our business, make operating decisions, and evaluate operating performance on the secondary market,basis of the company as wella whole. Accordingly, this change resulted in revisions to the nature and substance of information regularly provided to and used by the chief operating decision maker. This serves to align our reported results with our ongoing growth strategy and our intent to provide integrated customer solutions for all tasks and services related to facilitating real estate transactions. As a result, beginning in the first quarter of 2023, we plan to report our financial results as Mortech mortgage software solutions. Refera single reportable segment.
In the fourth quarter of 2021, the Board of Directors of Zillow Group made the determination to wind down Zillow Offers, our iBuying business which purchased and sold homes directly in markets across the United States. The wind down was completed in the third quarter of 2022 and resulted in approximately a 25% reduction of Zillow Group’s workforce. The
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financial results of Zillow Offers have been presented in the accompanying consolidated financial statements as discontinued operations. For additional information, see Part II, Item 8 in Note 24 of3 in our Notes to the Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for revenue by segment.10-K.
Customer Offerings
To deliver on our mission, our long-term vision iswe strive to deliverprovide a seamless, integrated transaction experience for movers through Zillow, our affiliated brands, or our network of trusted partners, to ultimately save our customers substantial time, money and hassle.affiliated brands. We do this through a range of services designed to help our customers in whatever stage(s)stage of the home buying journey they may be in. This typically includes the need for multiple services simultaneously. According to the Zillow Group Consumer Housing Trends Report in 2019, nearly two-thirdsApproximately 71%1 of sellers are also buying at the same time, and nearly half of those lookingamong renters with plans to move within the next year, 45%2 plan to buy also consider renting.their next home.
Our services are primarily designed for the following:

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For Buyers, Sellers and Partners - We launched Zillow Offers in April 2018 to provide homeowners the ability to receive cash offers from Zillow Offers to purchase their home, giving sellers peace of mind, control and convenience in one of the most stressful transactions of their lives. We have the potential to connect sellers who do not qualify for or accept an offer from Zillow with a trusted local Premier Agent partner. When we buy a home from a seller, we perform light, make-ready repairs to list the home on the open market as soon as possible. As of December 31, 2019, Zillow Offers was available in 22 markets and accounted for nearly $1.4 billion of revenue for the year, up from $52.4 million in revenue for the year ended December 31, 2018. This reflects less than 0.1% of the estimated annual U.S. real estate transaction value. For the year ended December 31, 2019, we purchased 6,511 homes from sellers.

For Buyers - When a buyer is ready to meet withbegin their home buying journey, we offer a local real estate professional aftervariety of options depending on where they choose to start. After searching for a home on our mobile applications and websites, we typically connect themcustomers can choose to meet with a local real estate professional by connecting with a Premier Agent partner.partner, schedule an in-person home tour or obtain financing through Zillow Home Loans. For customers who are focused on buying new construction homes, we connect them with our home builder partners. And, since May 2018,Once buyers find their home, buyersthey can choose to work with our Premier Agent partners and affiliated integrated services, including financing through Zillow Home Loans and title and escrow services through Zillow Closing Services, to facilitate a seamless transaction experience. For sellers, we are focused on providing multiple offerings for customers to find ways to sell their homes. For instance, we launched an exclusive multi-year partnership with Opendoor to provide our customers with the option to get a cash offer on their home. We have also been ableannounced the launch of ShowingTime+, a new brand to purchase homes that are listedintegrate and simplify Zillow’s technology offerings for resale through Zillow Offers. For the year ended December 31, 2019, home buyers purchased 4,313 homes through Zillow Offers.

agents, brokers and multiple listing services (“MLSs”).
For Renters - Nearly twice as many leases are executed each year (10.6 million, according– Over 67% more households move to the 2018 American Community Survey conducted by the US Census Bureau)a new rental than homes are sold (5.3 million, according to the 2019 US Census Bureau and National Association of REALTORS®) in the United States,U.S. (over 9.5 million leases executed3 versus 5.7 million homes sold4, comprised of 5.1 million existing homes sold4 and we0.6 million new homes sold4). Our rentals marketplace assists our partners with listings, advertising, and leasing services in the U.S. market of nearly 47 million rental units.5 We connect prospective renters with our property management and landlord partners in the Zillow Rental Network, which provides renterslandlords access to the largest collection ofmost visited online rental properties in the United States, according to a 2019 Comscore Media Metrix® report.network6. We also provide renters with the ability to easily submit applications, sign leases and make rental payments through our platform.

For Borrowers - According to the 2018 Zillow Group Consumer Housing Trends Report, approximately 77%– Approximately 87% of homes purchased in the United StatesU.S. are financed with mortgage debt.debt7. We provide our customers with multiple ways to pursue mortgage financing for their transaction. Zillow Home Loans, which we rebranded in 2019 following the October 2018 acquisition of Mortgage Lenders of America, originates mortgage loans and then sells the loans on the secondary market and is available in 44 states. We provide customers with the option to finance directly with Zillow Home Loans or to connect with our mortgage partners through our mortgage marketplace for both purchase and refinance opportunities. Zillow Home Loans, which is currently available in 48 states and jurisdictions, originates mortgage loans and then sells the loans on the secondary market.
Competitive Advantages
We believe we have the following competitive advantages:

Large and trusted brand. The Zillow Group portfolio attracted more than 200an annual monthly high of 245 million unique users in July 2019August 2022 and more than eightapproximately 10.5 billion visits in 2019. Our master brand2022, primarily to Zillow, Trulia and StreetEasy. Today, more people search for “Zillow” is searched more often than “real estate,” according to a 20198 and Zillow is the most visited9 and trusted10 brand in the online real estate industry.
1 Source: Zillow Group’s 2022 Consumer Housing Trends Report
2 Source: Zillow Group’s 2022 Consumer Housing Trends Report
3 Source: 2021 American Community Survey
4 December 2022 Economic Data published by the National Association of REALTORS®
5 Source: 2022 U.S. Census’ Current Population Survey
6 Source: 2022 Comscore Media Metrix® report
7 Source: National Association of REALTORS® “2022 Home Buyers and Sellers Generational Trends Report”
8 Source: 2022 Google Trends report and has become the most trusted brand in the industry. Our large and engaged audience and brand trust keeps our customer acquisition costs low.
9 Source: 2022 Comscore Media Metrix® report
10 Source: 2022 Life Story® research
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Inimitable livingLiving database of homes and superior data science and technology advantages. Our living database of more than 110approximately 140 million U.S. homes is the result of more than 14 years of substantial investment, sophisticated economic and statistical analysis and complex data aggregation of multiple sources of property, transaction and listing data, including user updates to more than 3241 million property records. This data is the foundation of our proprietary Zestimate, Rent Zestimate, Zestimate Forecast and Zillow Home Value Index. In 2019, we released a new, more accurate Zestimate, incorporating key learnings from the two-year, global Zillow Prize competition. The new Zestimate has a median absolute percent error of 1.9% for homes listed for sale and 7.7% for off-market homes. These data and models also undergird our pricing algorithms for Zillow Offers, although substantially more home-specific information is incorporated to further refine the valuation for this application.

Superior industry partnerships. Zillow Group partners with thousands of the most productive names in real estate, maintaining strong partnerships with leading real estate agents, brokers, mortgage professionals, property managers, landlords, home builders, as well as regional multiple listing servicesMLSs and more. As we move down funnel into transaction-related services, we workZillow is a licensed brokerage entity, which serves to enhance our partnership with MLSs. We partner with high-performing and service-focused industry partners who share our interests in providing the best-possible services to our shared customers.

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Table Continually enhancing our partner network enables us to implement scalable testing of Contentsproducts and features, send more customers to our best-performing partners and offer our shared customers an improved mortgage product experience.
Experienced, Proven Management Team.proven management team. We have a highly experienced management team who have successfully built Zillow and other brands into category leaders. In the past two years, we have addedWe continue to add and develop executive talent with deep experience in building transaction-focused real estate, mortgage and e-commerce businesses as well as sophisticated capital market financing.businesses. The skills and experiences of our management team provide strategic insights and abilities to deliver a seamless real estate transaction experience for our customers.

Strong Cultureculture of Innovationinnovation and Inclusion.inclusion. Zillow Group has built an award-winningculture of collaboration and innovation that is committed to employee equity and creating an environment where employees feel valued, supported and that they belong. Recent workplace awards includeWe have been recognized for our commitment to these efforts, being named on the Human Rights Campaigns’ Corporate“Corporate Equality Index 2022” with a perfect score of 100 and Best“Best Place to Work for LGBTQ Equality and Bloomberg's 2020 Gender Equality Index as well as Fortune’s Best Places to Work 2019 and FortuneLGBTQ+ Equality”11. Additionally, in 2022, Zillow Group was named one of the Best Workplaces for Technology,Real Estate, for Millennials, Womenfor Parents and Parents.for Women

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. Zillow Group was also named one of the Fortune 100 Best Companies to Work For® 2022 and was included on Bloomberg’s “2022 Gender Equality Index” and PEOPLE®’s 2022 “Companies That Care” list.
Strong Financial Position.financial position. Our cash position, operating cash flow and now less capital-intensive operations as a result of the wind down of Zillow has a strong balance sheetOffers, give us the flexibility to continue to invest in our growth strategy despite recent economic uncertainty and a large and growing IMT business that generates substantial cash flow to help finance the expansionvolatile interest rate environment. We are mindful of our new businesses. We also have accesscosts, while prioritizing our investments to multiple sourcesdrive our growth pillars and pursue the large opportunities we see ahead of capital to fund our investments.us.
Total Addressable Market
We participate in large addressable markets of buying, selling, renting and financing housingresidential real estate in the U.S. As we move into transaction-related services, ourOur Total Addressable Market (“TAM”) has expandedincludes Zillow’s estimate of total industry transaction fees derived from $19 billion in U.S.residential real estate related advertising according to a 2019 Borrell Association report to $1.9 trillion of annual home sales (according to the 2019 US Census Bureau and National Association of REALTORS®) in the largest asset class in the country in which we participate directly through buying and selling homes through Zillow Offers as well as through Zillow-referred transactions, facilitated by our Premier Agent partners.transactions. In addition, Zillow is in the early stages of offering essentialwe provide important adjacent services, for Zillow Offers transactions, including mortgages through Zillow Home Loans and title and escrow closing services through Zillow Closing Services in select markets. According to a 2019 Macquarie Research report, U.S. mortgage origination represents a $44 billion annual opportunity while title and escrow represents another $35 billion annual opportunity according to IBISWorld in 2019.
With nearly half of all people looking to buyServices. Our TAM also considering renting, as reported in the fourth annual Zillow Group Report on Consumer Housing Trends,includes our strategically complementary rentals marketplace also participates in a nearly $45 billion annualwhich includes rentals advertising and property management servicessoftware spend. The amounts listed below represent the estimated total industry (accordingsize associated with these opportunities for the year ended December 31, 2022 (in billions):
11 Source: Human Rights Campaign Foundation
12 Source: Great Place to IBISWorld in 2019) by assisting our partners with listings, advertising, and leasing services in a market of 43 million rental units in the U.S. according to the 2019 US Census’ Current Population Survey.Work®
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Residential real estate industry transaction fees13$96 
U.S. mortgage origination revenue 1476 
Title and escrow services transaction fees 15
20 
Rentals advertising spend1611 
Property management software revenue17
TAM$210 
We also may explore additional adjacent opportunities in the future, including but not limited to, home insurance ($99 billion TAM according to a 2019 National Association of Insurance Commissioners Market Share Report), home warranties ($2.5 billion TAM according to IBISWorldfuture. The amounts listed in 2019), home renovation services ($354 billion TAM according to a 2019 housing study conducted by Harvard University) and moving services (nearly $18 billion TAM according to IBISWorld in 2019).the table below represent the estimated total industry size associated with these additional opportunities (in billions):
Home insurance18$121 
Home renovation services19657 
Moving services2019 
Home appraisal services2110 
Seasonality
Portions of our business may beare affected by seasonal fluctuations in the residential real estate market, advertising spending, and other factors. Traffic to our mobile applications and websites hasand resulting customer actions, such as real estate transactions, have historically peaked during the spring and summer months, consistent with peak residential real estate activity. For further discussion on seasonality, see our Quarterly Results of Operations in Part II, Item 7 of this Annual Report on Form 10-K.
13 Source: December 2022 Economic Data published by the National Association of REALTORS®; estimate derived from annual existing home sales data and average industry commission rates
14 Sources: 2022 Mortgage Bankers Association Reports; estimate derived from annual purchase and refinance mortgage origination volumes and average industry origination fees
15 Sources: American Land and Title press release dated May 6, 2022 and December 2022 Economic Data published by the National Association of REALTORS®; estimate derived from annual existing home sales and average industry title and escrow fee rates
16 Sources: November 2022 housing statistics published by the U.S. Census Bureau and Zillow Group internal data and estimates; estimate derived from annual rental unit inventory, average industry turnover rates and average industry advertising costs
17 Source: April 2022 report published by Fortune Business Insights which estimates North America’s annual property management market opportunity
18 Source: August 2021 report published by IBISWorld which estimates the annual homeowners’ insurance market opportunity
19 Source: 2022 Economy of Everything Home report published by Angi Inc. which estimates the annual home services market opportunity, inclusive of home improvements, home maintenance and home emergency repairs
20 Source: June 2022 report published by IBISWorld which estimates the annual moving services market opportunity
21 Source: October 2022 report published by IBIS World which estimates the annual real estate appraisal services market opportunity
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Competition
Our business depends on our ability to successfully attract, retain and provide customers with products and services that make real estate transactions faster, easier and less stressful.
The residential real estate landscape is highly fragmented and competitive from the beginning of the search process through the closing of a transaction, typically with single point service providers withand new entrants joining at a rapid pace. According to the 2019 US Census Bureau and National Association of REALTORS®, sixApproximately 5.7 million existing and new homes were sold in the United States,U.S. in 202222, with over 86 thousand202,000 real estate brokerages23 and over 45 thousand68,000 mortgage lenders (according to the 2019 Nationwide Mortgage Licensing System Industry Report)24 providing their services across the 645more than 500 different Multiple Listing ServicesMLSs that span the country (according to the Real Estate Standards Organization in 2019)25. To date, Zillow OffersHome Loans currently makes up less than 0.1% of the housing transactions in the United States and Zillow Home Loans makes up less than 0.1%0.05% of the mortgages originated in the United States.U.S.
We compete for customers with companies that provide technology, products and services for real estate focused customers. Factors that may influence customer decisions include the quality of the experience, value and utility of the services offered, the breadth, depth and accuracy of information available, and brand awareness and reputation. For example, our Zillow OffersPremier Agent business competes for customers based on price, conveniencevisibility, perceived and levelactual value and quality of service provided with companies and individuals whose primary service is buying and selling homes.service. For customers shopping for a mortgage, Zillow Home Loans competes with other mortgage originators based on a combination of interest rates, origination fees, product selection, brand awareness and trust and the level of service we provide.
In addition, our business depends on our ability to attract and retain leading industry partners to advertise and provide services to our customer base. We compete for real estate partners based on the perceived transaction readiness of customers, return on investment, price and product offerings and the effectiveness and relevance of our products and services. Based on these and other factors, real estate partners could select other companies dedicated to providingwork with to provide real estate, rental, new construction and mortgage information and services to real estate professionals, local brokerage sites and major internet portals, general search engines, e-commerce and social media sites. We also compete for a share of our partners’ overall marketing budgets with traditional media as well as word-of-mouth referrals and leads from yard signs and other marketing.
Intellectual Property
We regard our intellectual property as a key differentiator that is critical to our success and rely on a combination of intellectual property laws, trade-secret protection, and contractual agreements to protect our proprietary technology and data.
Our Zestimate, which we consider to be a significant competitive advantage with respect to customer engagement, leverages patented, proprietary, automated valuation models to provide real-time home value estimates. As of December 31, 2019,2022, we have 92102 patents of varying lengths issued and 152 patent applications pending in the United StatesU.S. and internationally. These patents cover a variety of proprietary techniques relevant to our products and services, including determining a current value for real estate property and the collection, storage and display of home attribute values.values and creating interactive floor plans.
In addition, awareness and loyalty to our brand enables us to effectively attract and retain our customers. To support our brand, we have registered, or applied for the registration of, trademarks, service marks and copyrights in the United StatesU.S. and several other jurisdictions, including “Zillow,” “Zestimate,” and the Z in a house logo. We are also the registered holder of a variety of domestic and international domain names. We have licensed in the past, and expect that we may license in the future, certain of our proprietary rights to third parties.
To further protect our proprietary rights, we enter into confidentiality and proprietary rights agreements with our employees, consultants, contractors and business partners. Our employees and contractors are also subject to invention assignment provisions. We control the use of our proprietary technology, data and intellectual property through provisions in both our general and product-specific terms of use and other restrictions on our mobile applications and websites.
Government Regulation
We operate in an increasingly complex legal and regulatory environment. Our business and the products and services that we offer are affected by a continually expanding and evolving range of local, state, federal, and international laws and regulations. For additional information on government regulation refer to Part I, Item 1A (Risk Factors) of this Annual Report on Form 10-K.
Employees22 Source: December 2022 Economic Data published by the National Association of REALTORS®
23 Source: National Association of REALTORS®
24 Source: 2022 Nationwide Mortgage Licensing System Industry Report
25 Source: Real Estate Standards Organization in 2022
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Human Capital Resources
At Zillow, we believe that our long-term success is dependent upon attracting, developing and retaining talented employees, and maintaining a culture that allows each employee to do their best work. We value integrity, accountability, collaboration, creativity, respect and transparency as central to our core values.
As of December 31, 2019,2022, we had 5,249 full-time5,724 employees. Our internal data shows that 52% of our workforce self-identified as men and 48% self-identified as women, with women representing 40% of our leadership team (defined as director level and above). The ethnicity of our workforce was 59% White, 20% Asian, 8% LatinX, 8% Black and 5% for all other races. For leadership, the breakdown was 73% White, 16% Asian, 5% Black, 4% LatinX and 2% for all other races. The diversity of our workforce and leadership team continues to be an area of focus.
In connection with the wind down of Zillow Offers operations and other cost reduction measures, we reduced our workforce by approximately 25% in 2022, primarily during the first half of the year.
Zillow as a Flexible Workforce    
Our focus on employees throughout 2022 has been critically important in light of the unique challenges brought on by evolving working norms and employee preferences. We are redefining the employee experience and the future of flexible work, beginning with our announcement of a permanent move to a flexible workforce in late 2020. In addition, we updated our compensation philosophy to view our roles competitively nationally and not just locally, in support of our flexible work philosophy of employees being able to work from anywhere in the United States and Canada. Our base pay compensation frameworks prioritize performance over geographic location when making pay decisions. As we have transitioned to a flexible workforce, we are also using this opportunity to diversify our workforce, as we are no longer bound by the geographic limits of our physical workspaces.
We expect that our offices will continue to be a place for teams to come together to enable productivity and collaboration, though on a far less frequent basis. Since our permanent move to a flexible workforce, we have redesigned our physical workspaces to provide more space for collaboration and engagement, especially to support team gatherings.
We continue to evolve our flexible work model to more effectively use our time together, provide more opportunities to work asynchronously, and allow all employees to thrive regardless of location. By implementing company-wide core collaboration hours and flexible working hours to enable employees to build their work life around their home life, we are resetting the expectation of availability and providing greater flexibility in how we work. In 2023, our focus will be on balancing flexible work with impactful in-person connections, where cross-functional teams and organizations come together periodically to build connections, trust and collaborate in person.
Equity and Belonging
We are committed to creating a workplace where diversity of gender, gender identity, age, race, ethnicity, sexual orientation, national origin, disability, military status and religion are represented, embraced and respected. Our dedicated Equity and Belonging team empowers Zillow Group employees to build a strong community, amplify underrepresented voices, and foster a company culture where everyone can learn, grow and thrive. We maintain equity and belonging programs that include unconscious bias training, nine employee-led affinity networks for community members and allies, and support diversity in our recruitment practices.
Pay Equity
Zillow Group is committed to ensuring all employees in similar roles with similar qualifications are paid equitably regardless of their identity. In support of this commitment, we complete a comprehensive annual evaluation with the commitment to disclose results publicly on our corporate website. Based on our assessment of compensation in 2022, we have found that women and men with similar skills are paid within approximately 1% of each other when we control for job title and function. At Zillow Group, in 2022, White women, Black men and LatinX women and men had controlled pay of $0.99 and Black women had controlled pay at $0.98. Asian women and men at Zillow Group had pay equity of $1.01.

While intersectionality of gender and ethnicity in our pay equity data is something we began assessing in 2020 and progress has been shown, we cannot ignore the disparities and recognize our work must continue. We will continue our commitment and comprehensive reviews of pay equity and will look to expand our data collection and analysis to include LGBTQ+ data in the future. We were included in the 2022 Bloomberg Gender Equality Index, which measures equality across internal company statistics, employee policies and practices and external community support and engagement.
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Career and Leadership Development
At Zillow Group, we believe each of our employees should have the tools and support they need to grow their careers through experiences, resources and connections. We have a dedicated Talent Success team, which creates educational resources and conducts training on a wide range of topics including job-specific onboarding, effective communication, collaboration, as well as sophisticated leadership training programs and experiences with focused learning tracks for both new managers and experienced leaders. In 2022, we offered over 900 online learning opportunities through Zillow University, our internal online training platform. Zillow Group employees have completed nearly 60,000 hours of content in 2022 on Zillow University and LinkedIn Learning.
A key piece in development is cultivating a learning culture where learning is a habit, and learning agility is at the forefront. This means creating the right learning resources for our employees for their current and future roles. We have developed a robust Learning & Development portfolio that includes a number of key career development programs that support our employees to equip them with the knowledge and experience to grow their careers. Below is a summary of certain of these programs:
Leadership Entrance Experience Program (LEEP) is a self-paced curriculum designed for individual contributors who want to explore people management and develop their leadership skills.
Career Pathways Program provides employees with access to skills, connections and experiences aimed at creating development opportunities through cross-functional roles.
Professional skills development through courses like Public Speaking, Insights Discovery® workshops, and access to virtual coaching.
Our people managers play a critical role in moving our business forward by coaching their team, developing their talent and providing strong communication to create team engagement. To help achieve this goal, we utilize our Leadership Blueprint, a leadership development guide that outlines our Leadership Philosophy, our expectations for leaders and the behaviors that are essential to create a consistent leadership experience at Zillow Group. The Blueprint provides the foundation of our leadership development programs.
To ensure an even smoother transition from Senior Director roles to Vice President, we provide new executives with additional support, including an executive coach and access to senior executive leadership roundtable discussions. Externally hired executives are also provided with extra tools and support to ensure their success. We also provide specific programming for Zillow Group women executives, which aims to build better relationships and connections and provide additional professional and leadership development. We are continuing to work to instill strong, consistent leadership that will lead us into the workplace of the future.
Talent Rewards
Talent Rewards includes the strategic oversight of compensation, benefits, and immigration/mobility programs whose purpose is to reinforce talent attraction, retention and development in support of Zillow’s culture. Throughout 2022, the labor market remained highly competitive and as a result, we have continued to refine our rewards program. We have increased transparency and consistency in our candidate offers through a redesign of our total compensation package. We conduct ongoing reviews of employee compensation to ensure that our employees are paid fairly and in alignment with market expectations. In conjunction with these ongoing compensation reviews, in August 2022, upon recommendation of the Compensation Committee, the Board of Directors approved adjustments to the exercise price of certain outstanding vested and unvested option awards for eligible employees. In addition, the Board of Directors approved a supplemental grant of restricted stock units to eligible employees, which were granted in August 2022 and began vesting quarterly over a two-year period beginning in August 2022. For additional information, see Part II, Item 8 in Note 16 in our Notes to the Consolidated Financial Statements of this Annual Report on Form 10-K.
In addition, our robust benefits are reflected in investments in physical, family, mental and financial wellness programs to meet the needs of our diverse base of employees. These benefits include workplace-location flexibility, competitive health care coverage, fully paid parental leave, a sabbatical program, wellness reimbursements, tuition support and caregiver resources. We have also updated our benefits program through enhanced offerings around mental health, LGBTQ+ provider navigation support, as well as fertility and family planning. Beginning in 2023, we have enhanced our parental leave policy, which now allows for up to 20 weeks of paid parental leave. These ongoing investments continue to reinforce Zillow’s commitment to an equitable, healthy, focused and dedicated workforce.
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Where You Can Find More Information
Zillow, Inc. was incorporated as a Washington corporation in December 2004, and we launched the initial version of our website, Zillow.com, in February 2006. We completed our initial public offering in July 2011. Zillow Group, Inc. was incorporated as a Washington corporation in July 2014 in connection with our acquisition of Trulia, Inc. Upon the closing of the acquisition in February 2015, each of Zillow, Inc. and Trulia, Inc. became wholly owned subsidiaries of Zillow Group.
Our filings with the Securities and Exchange Commission, or SEC, including our annual reports on Form 10-K, quarterly reports on Form 10-Q, current reports on Form 8-K, and amendments to those reports, are available on the “Investors” section of our website at www.zillowgroup.com, free of charge, as soon as reasonably practicable after the electronic filing of these reports with the SEC. The information contained on our website is not a part of this Annual Report on Form 10-K or any other document we file with the SEC.
Investors and others should note that Zillow Group announces material financial information to its investors using its press releases, SEC filings and public conference calls and webcasts. Zillow Group intends to also use the following channels as a means of disclosing information about Zillow Group, its services and other matters and for complying with its disclosure obligations under Regulation FD:
Zillow Group Investor Relations Webpage (http:(https://investors.zillowgroup.com)
Zillow Group Investor Relations Blog (http:(https://www.zillowgroup.com/ir-blog)news/)
Zillow Group Twitter Account (https://twitter.com/zillowgroup)
The information Zillow Group posts through these channels may be deemed material. Accordingly, investors should monitor these channels, in addition to following Zillow Group’s press releases, SEC filings and public conference calls and webcasts. This list may be updated from time to time.time and reflects current updated channels as of the date of this Annual Report on Form 10-K. The information we post through these channels is not a part of this Annual Report on Form 10-K or any other document we file with the SEC, and the inclusion of our website addresses and Twitter account are as inactive textual references only.

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Item 1A. Risk Factors.
Risk Factor Summary
Below is a summary of the principal factors that we believe make an investment in Zillow Group speculative or risky. This summary does not address all of the risks that we face. Additional discussion of the risks summarized in this risk factor summary, and other risks that we face, can be found after this summary, and should be carefully considered, together with other information in this Annual Report on Form 10-K and our other filings with the Securities and Exchange Commission (“SEC”) before making an investment decision regarding Zillow Group, including investment in our Class A common stock or Class C capital stock.
Risks Related to Our Business and Industry
Our business has and may continue to be impacted by the current and future health and stability of the economy and United States residential real estate industry, including inflationary conditions, interest rates, housing availability and affordability, labor shortages and supply chain issues.
Our business could be harmed if our real estate partners reduce or end their advertising spending with us or if we are unable to effectively manage advertising inventory or pricing.
We may not be able to establish or maintain relationships with listing and data providers, which could adversely affect traffic to our mobile applications and websites.
If we do not comply with MLS rules and requirements, our use of listings data may be restricted.
Our success depends on our ability to continue to innovate and compete successfully to attract customers and real estate partners.
Zillow Home Loans depends on United States government-sponsored entities and government agencies, operates in a highly regulated industry, and may be unable to obtain or maintain sufficient financing to fund its origination of mortgages, may not meet customers’ financing needs with its product offerings, may not be able to continue to grow its mortgage origination business, may not be able to resell originated mortgages on the secondary market, and may be impacted by interest rate and general market fluctuations.
Natural disasters and catastrophic events (including pandemics such as COVID-19) may harm our business.
If our data integrity suffers harm, our business may suffer and we may be held liable.
Pending or future litigation and other disputes or enforcement actions may harm our business.
Our success depends on attracting and retaining a highly skilled workforce.
Acquisitions, investments, strategic partnerships, capital-raising activities, or other corporate transactions or commitments by us or our competitors could harm our business.
Our fraud detection processes and information security systems may not be effective.
We are subject to multiple risks related to accepting credit and debit card payments.
If our security measures or technology systems, or those of third parties upon which we rely, are compromised or there is any significant disruption in service on our platforms or in our network, we may suffer significant losses and our business may be harmed.
We rely on third-party services to support critical functions of our business.
We have and may continue to be subject to outstanding real property or other claims following the wind down of our Zillow Offers operations.
Risks Related to Our Intellectual Property
We may be unable to adequately protect or continue using our intellectual property or prevent others from copying, infringing upon, or developing similar intellectual property.
We may be involved in costly intellectual property disputes and may be unable to adequately protect our intellectual property.
Proprietary rights agreements with employees may not prevent disclosure of our proprietary information.
Risks Related to Regulatory Compliance and Legal Matters
If we fail to comply with laws and regulations or to obtain or maintain required licenses, our business and operations could be harmed. At the same time, compliance with laws and regulations may be expensive and operationally burdensome.
We are subject to stringent and evolving United States and Canadian laws, regulations, rules, contractual obligations, policies and other obligations related to data privacy and security. Our actual or perceived failure to comply with such obligations could lead to regulatory investigations or actions, litigation, fines and penalties, a disruption of our business operations, reputational harm, loss of revenue or profits, loss of customers and other adverse business consequences.
We may be involved in proceedings that may result in adverse outcomes.
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Risks Related to Our Financial Position
Given current economic and residential housing market conditions and the significant changes to our business since November 2021, financial performance for prior and current periods may not be indicative of future performance.
We have incurred significant operating losses in the past and may not be profitable over the long term.
We may not be able to pay our debt, settle conversions of our convertible senior notes, or repurchase our convertible senior notes upon a fundamental change.
Credit and debt facilities for Zillow Home Loans may subject us to interest rate risk and include provisions that may restrict our operating activities and harm our liquidity.
We may not be able to raise additional capital or refinance on acceptable terms, or at all.
Real or perceived inaccuracies in assumptions, estimates and data used to calculate our business metrics may harm our business or reputation.
We expect our results of operations to fluctuate quarterly and annually.
We could be subject to additional tax liabilities.
Our ability to use our net operating loss carryforwards and certain other tax attributes may be limited.
Risks Related to Ownership of Our Common and Capital Stock and Debt Instruments
Our Class A common stock and Class C capital stock prices may be volatile and their value may decline.
The structure of our capital stock concentrates voting control with our founders.
Future sales of our stock could cause our stock price to decline.
Securities, industry analyst or other third-party research and reports may affect our stock price and trading volume.
Any additional equity securities or convertible debt we issue may dilute shareholders’ investments.
Currently outstanding and future use of capped call transactions may affect the value of our outstanding convertible senior notes and our Class C capital stock.
Anti-takeover provisions could preventan acquisition of us, limit shareholders’ ability to affect management, and affect the price of our stock.

Our business is subject to numerous risks. You should carefully consider the following risk factors, as any of these risks could harm our business, results of operations, and future financial performance. Recovery pursuant to our insurance policies may not be available due to policy definitions of covered losses or other factors, and available insurance may be insufficient to compensate for damages, expenses, fines, penalties, and other losses we may incur as a result of these and other risks. In addition, risks and uncertainties not currently known to us or that we currently deem to be immaterial may materially and adversely affect our business, financial condition and operating results. If any of these risks occur, the trading price of our common and capital stock could decline, and you could lose all or part of your investment.
Risks Related to Our Business and Industry
Our Business and Operating Results Have and May Continue to Be Impacted by the Health of the United States Residential Real Estate Industry and May Be Negatively Affected by Downturns in This Industry and General Economic Conditions.
The success of our business depends, directly and indirectly, on the health of the United States residential real estate market. The health of the United States residential real estate market is affected, in part, by general economic conditions beyond our control. Recent market factors, including low housing inventory, fewer new for-sale listings, volatility in mortgage interest rates and home price fluctuations, inflationary conditions and high rental occupancy rates have impacted demand for our products and services by consumers and advertisers, which in turn has negatively impacted our financial performance. The extent to which these and additional economic factors, such as those described below, impact our results and financial position will depend on future developments, which are uncertain and difficult to predict:

downturns in the United States residential real estate market – both seasonal and cyclical – which may be due to one or more factors, whether included in this list or not;
changes in federal monetary policy or inflationary conditions;
changes in international, national, regional, or local economic, demographic, or real estate market conditions;
slow economic growth or recessionary conditions;
increased levels of unemployment or a decrease in labor availability, and/or slowly growing or declining wages;
declines in the value of residential real estate and/or the pace of home appreciation, or the lack thereof;
illiquidity in residential real estate;
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overall conditions in the housing market, including macroeconomic shifts in demand, and increases in costs for homeowners such as property taxes, homeowners association fees and availability and affordability of insurance;
low levels of customer confidence in the economy and/or the United States residential real estate industry;
low home and/or rental inventory levels or lack of affordably priced homes and rentals;
changes in interest rates, mortgage rates or down payment requirements and/or restrictions on mortgage financing availability;
changes to real estate commissions;
federal, state, or local legislative or regulatory changes that would negatively impact rental properties or the residential real estate industry, such as the Tax Cuts and Jobs Act of 2017 (the “Tax Act”), which limited deductions of certain mortgage interest expenses and property taxes;
volatility and general declines in the stock market; and/or
natural and man-made disasters and other catastrophic events, such as pandemics, hurricanes, earthquakes, wildfires, terrorist attacks and other events that disrupt local, regional, or national real estate markets.

If Real Estate, Rental and Mortgage Professionals, Home Builders, Property Managers or Other Real Estate Partners Reduce or End Their Advertising Spending With Us or if We Are Unable to Effectively Manage Advertising Inventory or Pricing, Our Business Could Be Harmed.
Our current financial modelbusiness depends in part on revenue generated primarily through sales of advertising products and services to real estate agents and brokerages, rental professionals, mortgage professionals, home builders, property managers, and other real estate partners in categories relevant to real estate.estate (collectively, “real estate partners”). Our ability to attract and retain real estate partners, and ultimately to generate advertising revenue, depends on a number of factors, including how successfully we can:
increase the number of customers who use one or more of our products and services to effectuate transactions and the frequency of their use, provide them with tools to promote engagement between real estate market participants, and enhance their user experience so we can retain them;
offer an attractive return on investment to our real estate partners for their advertising spending with us;
continue to develop our advertising products and services to increase adoption by and engagement with our real estate partners;
keep pace with and anticipate changes in technology to provide industry-leading products and services to real estate partners and customers; and
compete effectively for advertising dollars with other options.
Premier Agent revenue accounted for 34%66% of total revenue for the year ended December 31, 2019.2022. This level of revenue concentration suggests that even modest decreases in individual spending across the real estate partner population, caused by actual or perceived decreases to return on investment, preference for a competitive service, or other factors, could have a significant negative impact on our results of operations and ability to use proceeds from our Premier Agent business to invest in our emerging businesses.other businesses, which we view as a key competitive advantage. Any such decreases in spending could also adversely affect our results of operations. We do not have long-term contracts with mostmany of our real estate partners. Our real estate partners could choose to modify or discontinue their relationships with us with little or no advance notice. For example, our auction-based account interface for Premier Agent partners allows agent partners to independently control the duration of their advertising commitments and our Premier Agent Flex program only requires Premier Agents to pay when a lead converts to a closed transaction. for varying terms.
We may not succeed in retaining existing real estate partners’ spending or capturing a greater share of such spending if we are unable to convince real estate partners of the effectiveness or superiority of our products as compared to alternatives, including traditional offline advertising media such as television and newspapers.alternatives. In addition, we continually evaluate and utilize various pricing and value delivery strategies in order to better align our revenue opportunities with the growth in usage of our mobile and web platforms. In 2016, forplatforms and customer transactions. For example, we implemented an auction-based pricing methodoffer a pay for our Premier Agent products, and in the second quarter of 2018 we began testing a new form of lead validation and distribution related to our auction-basedperformance pricing model that, combined with other market factors, led to an increase in cost-per-lead and a decrease in leads delivered to certain real estate partners, which resulted in higher than expected real estate partner churn, or reduction in spend or exit from the platform, in the third and fourth quarters of 2018. We made adjustments to the Premier Agent and Premier Broker programs to help address this churn in 2019, but we can provide no assurances regarding the success of these programs or future real estate partner churn. In October 2018, we began testing a new Flex pricing modelcalled “Flex” for Premier Agent and Premier Broker advertising services in limitedcertain markets. With the Flex model, Premier Agents and Premier Brokers are provided with impressions and connections andvalidated leads at no upfrontinitial cost and they pay a performance advertising fee only when a real estate transaction is closed with one of the leads. With this pricing model, the transaction price represents variable consideration, as the amount to which we expect to be entitled varies based on the number of validated leads that convert into real estate transactions and the value of those leads. During this testing phase,transactions. To estimate variable consideration and revenue associated with the Flex model, we recognize revenue when we receive payment foruse a number of assumptions, including estimating the conversion rate of a lead to a real estate transaction, closed with a Flex lead, which delay in revenue recognition may negatively impact Premier Agent revenue inestimating the short-term. In addition,velocity of conversions and estimating the fee amounts likely to be received. We use similar performance advertising fees under the Flex modelmodels for our rentals pay per lease and StreetEasy Experts products.
Our estimates of variable consideration are primarily developed based on historical data and our future expectations based on current market trends. Our estimation methodology may be disputedinaccurate and we may not recognizesome or all of the revenue we expect from each closed transaction. If the Flex pricing modelrecognize when our performance obligations are satisfied may be reversed. Realization of performance advertising revenue is broadly implemented, it may not be successfulalso dependent on accurate reporting and may result in a harmful decrease in advertising spend fromremittance by our real estate partners.
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Future changes to our pricing or lead delivery methodologies for advertising services or product offerings may cause real estate partners to reduce or end their advertising with us or negatively impact our
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ability to manage revenue opportunities. If real estate partners reduce or end their advertising spending with us, or if we are unable to effectively manage inventory and pricing, our advertising revenue and business, results of operations and financial condition could be harmed.

Zillow Offers Could Fail to Achieve Expected Results and Cause Harm to Our Financial Results, Operations, and Reputation.
Through Zillow Offers, we purchase homes, make certain repairs and updates and sell homes back into the market. Zillow Offers has grown rapidly since we started offering the service in April 2018 and it may expose us to a variety of financial, legal, and reputational risks. The success of Zillow Offers depends in part on our ability to efficiently acquire, renovate and sell properties. In determining whether to purchase a property, we may make assumptions, including the estimated time from purchase to sale, the cost of updating a home, market conditions and potential resale proceeds, closing costs and holding costs. These assumptions may be inaccurate. Our estimates of what homes are worth may not be accurate, and we may pay more for homes than the price at which we are able to resell them. In addition, we may not discover latent home construction defects or environmental hazards or other issuesuse revenue generated from our real estate partners, in a timely manner, or at all, which may decrease the value of properties we own. As a result, we may be requiredpart, to write down the inventory value of those homesfund our operations and may not be able to resell them for the price we anticipated or at all. Further, homes we purchase may sufferinvestments in our five growth pillars: touring, financing, seller solutions, enhancing our partner network, and integrating our services. Significant decreases in value due to natural disasters, catastrophic events or other forces outside ofrevenue generated from our control and such loss or damage may not be insured.
We may compete with other purchasers for the acquisition of properties, including institutional investors, smaller scale investors and private home buyers, and some of those competitors may have a higher risk tolerance, different risk assessments, different underwriting requirements or may not be subject to the same operating constraints we are, and may be willing to pay more for homes than we are or have greater financial or other resources than we do. Competition for the purchase of homes may result in our purchase of fewer properties, higher purchase prices and lower margins - or losses - realized on the sale of our homes.
The supply of and demand for homes, and the amounts prospective home buyers are willing to pay for properties, are impacted by the strength of the overall economy, employment levels, availability of credit, tax or other governmental incentives that encourage homeownership and regulation of mortgage interest rates, among other factors. Changes to these factorsreal estate partners may negatively impact our ability to purchase a sufficient number of properties to realize benefits of scalefund operations and sell properties at the amounts we anticipated, if at all.
The actual or perceived quality of the homes we sell may be poor due to factors both within and beyond our control, such as our decision to make certain upgrades but not others and latent defects in properties of which we are not aware or which are mistakenly not disclosed to the purchaser. Properties may experience unsafe conditions while we own them or soon after we resell them, which may cause harm to person or property. We may be subject to new legal, regulatory, and other requirements and local ordinances, as well as disputes with customers, service providers, and others arising from our purchase, renovation, or resale of properties. These and other factors may reduce customer confidenceinvest in our services and negatively impact our business reputation.
We use local and national third-party general contractors, vendors and service providers to make upgrades to and perform maintenance on homes, and we can provide no assurances regarding the quality of their work, that we will have uninterrupted or unlimited access to their services or that we will be able to effectively control the timing and costs of their projects. If we do not select and maintain appropriate third parties to provide these services, our reputation and financial results may suffer.
Homes we purchase may suffer decreases in value due to natural disasters, catastrophic events, or other forces outside of our control. We attempt to ensure that our properties are adequately insured to cover casualty losses while we hold them. However, there are certain losses, including losses from floods, fires, earthquakes, wind, pollution, certain environmental hazards, security breaches, and others for which we may not be insured because it may not be deemed economically feasible or prudent to do so, among other reasons. Any losses resulting from lack of insurance coverage could cause our financial results to suffer.
Our Business and Operating Results May Be Significantly Impacted by the Health of the U.S. Residential Real Estate Industry and May Be Negatively Affected by Downturns in This Industry and General Economic Conditions.
The success of our business depends, directly and indirectly, on the health of the U.S. residential real estate market. The health of the U.S. residential real estate market is affected, in part, by general economic conditions beyond our control. A number of factors could have a negative effect on the industry and harm our business, including the following:
downturns in the U.S. residential real estate market – both seasonal and cyclical – which may be due to one or more factors, whether included in this list or not;
changes in international, national, regional, or local economic, demographic, or real estate market conditions;
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slow economic growth or recessionary conditions;
increased levels of unemployment and/or slowly growing or declining wages;
low levels of consumer confidence in the economy and/or the U.S. residential real estate industry;
inflationary conditions;
low home inventory levels or lack of affordably priced homes;
increased mortgage rates or down payment requirements and/or restrictions on mortgage financing availability;
federal, state, or local legislative or regulatory changes that would negatively impact rental properties or the residential real estate industry, such as the Tax Cuts and Jobs Act of 2017, which limited deductions of certain mortgage interest expenses and property taxes;
volatility and general declines in the stock market; and/or
natural disasters, such as hurricanes, earthquakes, wildfires, and other events that disrupt local, regional, or national real estate markets.

growth.
We May Not Be Able to Maintain or Establish Relationships With Real Estate Brokerages, Real Estate Listing Aggregators, Multiple Listing Services, Property Management Companies, Home Builders and Other Third-Party Listing Providers, Which Could Limit the Information We Have to Power Our Products and Services.
Our ability to attract customers to our mobile applications, websites and other tools depends to some degree on providing timely access to comprehensive and accurate real estate listings and information. To provide these listings and this information, we maintain relationships with real estate brokerages, real estate listing aggregators, multiple listing services (“MLSs”), property management companies, home builders, other third-party listing providers and homeowners and their real estate agents to include listing data in our services. Many of our agreements with real estate listing providers are short-term agreements that may be terminated with limited notice or cause. Many of our competitors and other real estate websites have similar access to MLSs and listing data and may be able to source certain real estate information faster or more efficiently than we can. Another industry participant or group could create a new listings data service, which could impact the relative quality or quantity of information of our listing providers. The loss of existing relationships with MLSs and other listing providers, whether due to termination of agreements, loss of MLS memberships, or otherwise, changes to our rights to use or timely access listing data or an inability to continue to add new listing providers or changes to the way real estate information is shared, may negatively impact our listing data quality. This could markedly decrease the quantity and quality of the sale and rental data we provide, reduce consumercustomer confidence in our products and services and cause customers to go elsewhere for real estate listings and information, which could severely harm our business, results of operations and financial condition.

We May Not Be Able to Maintain or Establish Relationships With Data Providers, Which Could Limit the Information We Are Able to Provide to Our Customers and Impair Our Ability to Attract or Retain Customers.
We obtain certain real estate data, such as transaction history, property descriptions, tax-assessed value and property taxes paid, under licenses from third-party data providers. We use this data to enable the development, maintenance and improvement of our marketplace and information services, including Zestimates, Rent Zestimates and our living database of homes and to power the pricing algorithms that we use for our Zillow Offers business.homes. We have invested significant time and resources to develop proprietary algorithms, valuation models, software and practices to use and improve on this specific data. We may be unable to access certain of this data from vendors or government agencies if changes in local laws or regulations or other prohibitions on data sharing are implemented or because the quality and quantity of data available to these third parties changes. We may also be unable to renew our licenses with these data providers or enter into new data license agreements, or we may be able to do so only on terms that are less favorable to us, which could harm our ability to continue to develop, maintain and improve these information services and could harm our business, results of operations and financial condition.
If We Fail to Comply With the Rules and Compliance Requirements of MLSs, Our Access to and Use of Listings Data May Be Restricted or Terminated.
Our subsidiaries that access and use listings data through MLS memberships (the “MLS Members”) must comply with each MLS’s rules and compliance requirements to maintain their access to listings data and remain a member in good standing. Each MLS that the MLS Members belong to has adopted its own rules, policies, and agreement terms governing, among other things, how MLS data may be used and how listings data must be displayed on our websites and mobile applications. The MLS Members are also subject to compliance operations requirements and, as a result, must respond to complaints lodged by the MLS or other MLS participants on required timelines. The MLS rules and compliance requirements may not contemplate multi-jurisdictional licensed brokerage entities. MLS rules vary among markets and are in some cases inconsistent between MLSs, such that we are required to customize our websites, mobile applications, or services to accommodate differences between MLS rules. Handling complaints received by the MLS Members across markets may create heightened operational or financial risks with short response and resolution deadlines. Complying with the rules and compliance requirements of each MLS requires significant investment, including personnel, technology and development resources, and the exercise of considerable judgment. Rules and compliance requirements of MLSs may be changed across markets, including potential for targeted changes in response to our operations. If any of the MLS Members are deemed to be noncompliant with an MLS’s rules or to have provided improper responses to or resolution of complaints, they may face disciplinary sanctions by that MLS, which could include monetary fines, restricting or terminating our access to that MLS’s data, or other disciplinary measures. The loss or
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degradation of this listings data could materially and adversely affect traffic to our mobile applications and websites, which could severely harm our business, results of operations and financial condition.
If We Do Not Innovate or Provide High-Quality Products and Services That Deliver Efficient and Integrated Transaction Experiences to Our Customers and Real Estate Partners, Our Business Could Be Harmed.
Our success depends on our continued innovation to provide new, and improve upon existing, products and services that make real estate transactions faster, easier and less stressful for our customers and provide value to real estate, rental and mortgage professionals, home buyers and our other real estate partners. As a result, we must continually invest significant resources in research and development to improve the attractiveness, competitiveness, and comprehensiveness of our products and services, enable smoother and more efficient real estate transactions, adapt to changes in technology and support new devices and operating systems. If we are unable to provide products and services that our customers want to use, on the devices they prefer, then those customers may become dissatisfied and use competitors’ mobile applications, websites, products and services. If our customers begin to access more real estate information and services through other media and we fail to innovate, our business may be negatively impacted. If we are unable to continue offering high-quality, innovative products and services, we may be
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unable to attract additional customers and real estate partners or retain our current customers and real estate partners, which could harm our business, results of operations and financial condition.

We Face Competition for Customers in the Real Estate Category, Which Could Impair Our Ability to Attract Users of Our Mobile Applications, Websites and Other Products and Services, Which Could Harm Our Business, Results of Operations and Financial Condition.
Our business model depends on our ability to continue to attract customers to our mobile applications, websites, real estate services and other services and enhance their engagement with our products and services in a cost-effective manner. In addition, our ability to be successful depends, in part, on attracting customers who have historically shopped for or bought, sold, rented, or financed their homes through more traditional channels. New entrants continue to join our market categoriesthe real estate space at a rapid pace.pace and the tools and services for buying, selling, renting, or financing homes are significantly less developed than in other industries, such as books, music, travel and other customer products. Our existing and potential competitors include companies that operate, or could develop, national and local real estate, rental, new construction, mortgage, and mortgagetitle and escrow businesses. Such competitors range from companies offering traditional offline advertising media, like newspapers, to new mobile- or web-only technology companies and from real estate investors, like institutional investors and iBuyers, to mortgage lenders and title and settlement service providers. These companies could devote greater financial, technical and other resources than we have available to real estate services, sales, advertising or research and development, have a more accelerated time frame for deployment or leverage their existing customer bases and proprietary technologies to provide products and services that customers might view as superior to our offerings. Any of our future or existing competitors may introduce different services or solutions that attract customers or provide services or solutions similar to our own but with better branding or marketing resources. Any of our current or future competitors could merge with each other or a separate entity, which may enable them to compete with us even more vigorously and acquire more share of customer transactions and engagement. In addition, search engines are always evolving and changes to their models or algorithms may negatively impact our placement or require greater investment of resources to optimize our placement and attract customers. If the use of online products and services for shopping, renting, buying, selling, or financing residential real estate does not continue to develop and grow or we are not able to continue to attract customers to our mobile applications, websites, real estate services and other services, our business, results of operations and financial condition could be harmed.

We May Not Be Able to Compete Successfully Against Our Existing or Future Competitors in Attracting Customers for Our Products and Services or Real Estate Partners, Which Could Harm Our Business, Results of Operations and Financial Condition.
We face intense competition in each of our lines of business. We compete with a variety of real estate transaction service providers to attract customers engaging in real estate transactions and we also compete with traditional and online or mobile media sources to attract real estate partners. Please see “Competition” under Part 1, Item 1 of this Annual Report on Form 10-K for a general discussion of the competitive conditions in each of our businesses.
Competitors for our real estate transaction services include rental listing service providers, real estate brokers, real estate investors, mortgage lenders, mortgage brokers, financial institutions, and title and settlement service providers. Many of these competitors may have considerable competitive advantages, including longer operating histories, more extensive financial resources, stronger brand equity, more industry experience and greater knowledge and expertise in the markets we serve.expertise. As a result, these competitors may have an advantage in attracting customers, recruiting highly skilled personnel, and growing or maintaining their businesses. They may also provide customers with real estate transaction customers with services and experiences superior to or more cost-effective than ours.
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We compete against mobile applications and websites dedicated to providing real estate, rental, new construction and mortgage information and services to real estate professionals and customers, major internet portals, general search engines, e-commerce and social media sites as well as other technology and media companies. We also compete for a share of our real estate partners’ overall marketing budgets with traditional media such as television, magazines, newspapers and home/apartment guide publications, particularly with respect to advertising dollars spent at the local level by real estate professionals to advertise their qualifications and listings. Large companies with significant brand recognition have large numbers of direct sales personnel and substantial proprietary advertising inventory and mobile application and website traffic, which may provide a competitive advantage. To compete successfully for real estate transaction partners against future and existing competitors, we must continue to invest resources in developing our advertising platform and proving the effectiveness and relevance of our advertising products and services. Pressure from competitors seeking to acquire a greater share of our real estate partners’ overall marketing budget could adversely affect our pricing and margins, lower our revenue and increase our research and development and marketing expenses.
If we are unable to compete successfully against our existing or future competitors, we could lose or fail to gain marketcustomer transaction share and our business, results of operations or financial condition would be harmed.

We Compete in a Dynamic Industry, and We May Invest Significant Resources to Pursue Strategies and Develop New Products and Services That Do Not Prove Effective.
The industry for residential real estate transaction services, technology, information marketplaces and advertising is dynamic, and the expectations and behaviors of customers and professionals shift constantly and rapidly. We continue to learn a great deal about the behaviors and objectives of residential real estate market participants as the industry evolves and are investinginvest significant resources to develop, test and launch products and services to address the needs of the market and improve the home buying, selling, financing, building and renting experience. Changes or additions to our products and services may not
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attract or engage our customers, and may reduce confidence in our products and services, may negatively impact the quality of our brands, may upset our partners or other industry participants, may expose us to increased market or legal and regulatory risks, may subject us to new laws and regulations , and may result in reduced investor confidence or otherwise harm our business. For example, Zillow Offers, which provides a way to buy and sell homes directly through Zillow Offers, may not continue to engage home sellers and home buyers as we think it will. Further, if we do not realize the benefits we expect from the strategic relationships we enter into, including for example, the generation of additional advertising revenue opportunities, our business could be harmed. Customers may prefer other service providers because they offer different or superior services or those services are easier to use, faster or more cost effective than our services. We may not successfully anticipate or keep pace with industry changes, and we may invest considerable financial, personnel and other resources to pursue strategies that do not ultimately prove effective such that our results of operations and financial condition may be harmed.

Our Mortgage Lending Business Could Fail to Achieve Expected Results and Could Cause Harm to Our Financial Results, Operations, and Reputation.
In October 2018, we acquiredIf Zillow Home Loans LLC (“Zillow Home Loans”), formerly Mortgage Lendersis Unable to Obtain and Maintain Sufficient Financing to Fund Its Origination of America, L.L.C. (“MLOA”), a licensed mortgage lender. This acquisitionMortgages or is Unable to Resell Mortgages on the Secondary Market, Our Mortgages Business and our operation of a mortgage lending business may expose us to a variety of financial, legal and reputational risks.the Mortgages Segment Financial Results May Suffer.
Zillow Home Loans funds a portionsubstantially all of its lending operations using warehouse and loan repurchase facilities, intending to sell all loans and corresponding servicing rights to third-party financial institutions, government-sponsored entities or mortgage servicing rights purchasers after a holding period. A substantial portion of the amounts available under these warehouse and loan repurchase facilities are not committed, meaning the applicable lender is not obligated to, but may in its discretion, advance loan funds beyond the committed amounts up to the maximum borrowing capacity. Zillow Home Loans’ borrowings are then generally repaid with the proceeds it receives from mortgage sales. To maintain and grow its business, Zillow Home Loans depends, in part, on having sufficient borrowing capacity under its current facilities or obtaining additional borrowing capacity under new facilities. If Zillow Home Loans is not able to negotiate with its lenders to advance loan funds beyond the committed amounts under its warehouse and repurchase facilities or to otherwise obtain and maintain debt financing with sufficient capacity or flexibility on acceptable terms, and does not have sufficient available cash on hand, then Zillow Home Loans may be unable to maintain or increase the volume of mortgage loans that it originates, may be limited in the type or quantity of loans it can fund, itsmay lose customers may chooseto other mortgage lenders and its business may suffer. If Zillow Home Loans is unable to form or retain relationships with these third-party financial institutions to purchase its loans or is unable to comply with any covenantscovenant in its agreements with these institutions, or is unable to do so on acceptable terms, it may be unable to sell its loans on the secondary market on favorable terms or at all. If Zillow Home Loans is unable to sell its loans or is required to repurchase the loans from third parties, it may be required to hold the loans for investment or sell them at a discount.
Zillow Home Loans Product Offerings May Not Meet Customers’ Financing Needs, Which Could Cause Them to Use Other Lenders.
Zillow Home Loans currently offers a limited number of mortgage products to customers underincluding conventional conforming and non-conforming programs and government guaranteed loan guarantee programs. Such offerings are subject to change based on various factors such as availability, business needs and customer demand. If these programs do not meet the financing needs of our
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customers, and we do not adapt to market changes and customer preferences, customers may opt to obtain financing from other lenders who offer different or more competitive rates or loan products. Similarly, if any of the government sponsored entities or government loan guarantee programs amend the terms of an existing loan program, cease offering the program, limit our ability to use the program in connection with our Zillow Offers business or revoke the authority of Zillow Home Loans to offer such programs, we may have to make changes to or discontinue the mortgage products that we offer, which may negatively affect our business.
Zillow Home Loans May Not Be Able to Continue to Grow its Mortgage Loan Origination Business, Which Could Negatively Affect Our Mortgages Segment, Financial Condition and Results of Operations.
The Zillow Home Loans mortgage loan origination business consists of providing purchase money loans to homebuyers and refinancing existing loans. The origination of purchase money mortgage loans by Zillow Home Loans is influenced by customers purchasing homes using other Zillow products and services who elect to finance their home through Zillow Home Loans and traditional business clients in the home buying process such as realtors and builders. Changes to the other products and services that Zillow or its real estate partners provide, such as with the prior wind down of Zillow Offers operations, may negatively impact demand for Zillow Home Loans. In addition, our ability to secure relationships with traditional business clients may influence our ability to grow our loan origination business. Our production and customer direct lending operations are also subject to overall market factors that can impact our ability to grow our loan production volume. For example, higher interest rates, increased competition from new and existing market participants, reductions in the overall level of refinancing activity or slow growth in the level of new home purchase activity can impact our ability to continue to grow our loan production volumes, and we may be forced to accept lower margins in our respective businesses in order to continue to compete and keep our volume of activity consistent with past or projected levels. If we are unable to continue to grow our loan origination business, this could adversely affect our business.
Zillow Home Loans Is Dependent on United States Government-Sponsored Entities and Government Agencies, and Any Actions by These Entities or Changes in These Entities or Their Operations Could Adversely Affect Our Mortgage Business, Liquidity, Financial Condition and Results of Operations.
The ability of Zillow Home Loans to generate revenue through loan sales depends, in part, on its participation in programs administered by government agencies such as the United States Department of Housing and Urban Development’s Federal Housing Administration, the United States Department of Veterans Affairs, the United States Department of Agriculture, or government-sponsored entities (“GSEs”) such as the Federal National Mortgage Association (“Fannie Mae”) or the Federal Home Loan Mortgage Corporation (“Freddie Mac”). Presently, some of the loans Zillow Home Loans originates are sold on a direct basis to a GSE, while others are sold “whole loan” to individual investors on the secondary market. If any of these government agencies or GSEs limit Zillow Home Loans’ ability to participate in any of these programs, or if the operation of any of these government agencies or GSEs or the programs they administer are eliminated or changed, our Mortgages segment, liquidity, financial condition, and results of operations may be adversely affected.
A number of legislative proposals have been introduced in recent years that would wind down or phase out the GSEs, including proposals to end the conservatorship and privatize Fannie Mae and Freddie Mac. It is not possible to predict the scope and nature of the actions that the United States government, including the current administration, will ultimately take with respect to the GSEs. Any changes in laws and regulations affecting the relationship between Fannie Mae and Freddie Mac and their regulators or the United States federal government, and any changes in leadership at any of these entities could adversely affect our Mortgages segment and prospects. Any discontinuation of, or significant reduction in, the operation of Fannie Mae or Freddie Mac or any significant adverse change in their capital structure, financial condition, activity levels in the primary or secondary mortgage markets or underwriting criteria could materially and adversely affect our Mortgages segment, liquidity, financial condition, and results of operations. A discontinuation or reduction in the operations of the GSEs could also affect “whole loan” sales on the secondary market, as there is a potential that this could cause a sharp decline in investor appetite.
Zillow Home Loans Operates in a Highly Regulated Industry, and Federal, State, and Local Laws and Regulations, Including Many That Are Continually Changing, Could Materially and Adversely Affect Our Business, Financial Condition and Results of Operations.
Zillow Home Loans is required to comply with a wide array of federal, state and local laws and regulations that regulate, among other things, the manner in which it conducts its loan origination business. These regulations directly impact the Zillow Home Loans business and require constant compliance, monitoring and internal and external audits.
Zillow Home Loans’ failure to operate effectively and in compliance with these laws, regulations and rules could subject us to lawsuits or governmental actions and damage our reputation, which could materially and adversely affect our business, financial condition and results of operations. For example, Zillow Home Loans’ failure to comply with these laws, regulations and rules may result in increased costs of doing business, changes to the way we operate our business, reduced payments by
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borrowers, modification of the original terms of loans, permanent forgiveness of debt, delays in the foreclosure process, forfeiture or refunds on fees collected on loan originations, increased servicing advances, litigation, reputational damage, enforcement actions, and repurchase and indemnification obligations.
In addition, Zillow Homes Loans must ensure that our lending operations serve consumers in accordance with a variety of federal and state fair lending laws and regulations, including without limitation the Fair Housing Act, the Equal Credit Opportunity Act, the Home Mortgage Disclosure Act, and the prohibition against engaging in Unfair, Deceptive, or Abusive Acts or Practices pursuant to the Dodd-Frank Act. Our inability to conduct our lending operations in compliance with fair lending laws and regulations may expose Zillow Home Loans to regulatory action, litigation, and reputational damage, among other things.
Our Mortgages Segment is Impacted by Interest Rates. Changes in Prevailing Interest Rates May Have an Adverse Effect on the Financial Results for Our Mortgages Segment.
The financial performance of our Mortgages segment is directly affected by changes in prevailing interest rates and home prices, which in turn, impact the affordability of a home. The financial performance of our Mortgages segment may be adversely affected or be subject to substantial volatility because of changes in prevailing interest rates, which may be impacted by a number of factors. For example, in 2022, due to inflationary pressures, there was an increased degree of uncertainty and unpredictability concerning current interest rates, future interest rates and potential negative interest rates, which had an adverse effect on the results of operations for our Mortgages segment.
Consumer demand for certain mortgage products and loan types are frequently driven by changes in market conditions, interest rates, lender fees, and other transaction costs. If interest rates continue to rise, our business could be adversely affected if we are unable to increase our share of purchase mortgages or if affordability challenges contract the total addressable market. In either case, our mortgage origination business and the financial results for our Mortgages segment could be harmed.
Zillow Home Loans uses derivatives and other instruments to reduce our exposure to adverse changes in interest rates. Hedging interest rate risk is a complex process, requiring sophisticated models and constant monitoring. OurZillow Home Loans’ hedging activity may fail to provide adequate coverage for interest rate exposure due to market volatility, hedging instruments that do not directly correlate with the interest rate risk exposure being hedged or counterparty defaults on obligations. Certain of our hedges related to newly originated mortgages may be subject to margin calls, which, if made, could adversely impact our liquidity. There may be periods we electduring which Zillow Home Loans elects not to hedge some or all of ourits interest rate risk.
For residential mortgage loans that we originate, Zillow Home Loans is subject to complex mortgage regulations, laws and third-party guidelines. Borrowers may allege, as an affirmative defense to payment or in an action seeking damages, that the loans were not originated in accordance with applicable laws or regulations and if we are not successful in demonstrating that they were, we could become subject to monetary damages and other civil penalties. Similarly, the third-party financial institutions to whom we sell the loans may claim that the origination of the loans did not comply with the terms of our agreements or applicable guidelines, laws or regulations due to factors such as underwriting deficiencies, borrower fraud, or documentation defects and may require Zillow Home Loans to repurchase loans upon discovery of a breach or indemnify such third-party financial institution for any losses from borrower defaults. In addition, the government agencies that insure some of the loans that Zillow Home Loans originates may allege that the loans do not comply with the terms of their programs or applicable guidelines, laws or regulations, and may require Zillow Home Loans to indemnify them for losses incurred in connection with such loans.

risk.
Natural Disasters and Catastrophic Events May Disrupt Real Estate Markets, Damage or Destroy Our Properties, or Otherwise Harm Our Business.
The occurrence of a significant natural disaster or other catastrophic event such as a pandemic, health crisis, earthquake, hurricane, windstorm, fire, flood, power loss, telecommunications failure, cyber-attack, war, civil unrest, terrorist attack or other similar event, may damage or destroy our properties, including those purchased through Zillow Offers, disrupt our operations, impair local and regional real estate markets or economies and negatively impact our business, results of operations and financial condition.
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governments, markets, and the general public to the COVID-19 pandemic, caused adverse consequences for our business and results of operations.
Zillow buysprovides products and sells homesservices to customers throughout the United States and to a lesser extent, in 22 metropolitan areas through Zillow Offers as of December 31, 2019, with expansion to more metropolitan areas expected in 2020.Canada. In addition, through Zillow Home Loans, we are licensed to originate loans in over 44 states.48 states and the District of Columbia. The occurrence of a natural disaster or other catastrophic event in any of these localities could have a significant negative impact on those real estate markets and the success of our Zillow Offers and mortgage origination businessesbusiness in the affected regions.
Our largest offices are locatedAlthough the majority of our workforce has shifted to a distributed work environment, we maintain large employee populations, including those supporting our licensed operations, in Seattle, Washington; New York, New York; Atlanta, Georgia; San Francisco, California; Irvine, California and Denver, Colorado, a significant portion of our Zillow Offers operations is located in Phoenix, Arizona, and our mortgage origination business is primarily located in Overland Park, Kansas; anColorado. An earthquake or other natural disaster or catastrophic event in any of these cities could disrupt our engineering, sales, operations and/or mortgage origination teams and equipment critical to the operation of our business. Similarly, a significant natural disaster or other catastrophic event in any major U.S.United States city could negatively impact a large number of our real estate partners and customers and cause a decrease in our revenue or traffic. For example,
Business continuity and disaster recovery planning is important, and if we are unable to develop adequate plans to ensure that our business functions continue to operate during and after a disaster or catastrophic event, and successfully execute on those plans in connection with the hurricanesevent of a disaster, catastrophic event, or other emergency, our business and wildfires that occurred during the second half of 2017, we worked closely with our Premier Agents and other real estate partners in affected areas to help manage their advertising budgets, and we provided relief initiatives, which included billing credits and other forms of real estate partner assistance. We also experienced a temporary decline in traffic to our mobile applications and websites from customers in impacted areas during September 2017. Though our relief initiatives and the temporary decline in traffic did not have a material impact on our results of operations and financial condition for 2017, our results of operations and financial conditionreputation may be negatively affected by natural disasters in the future.harmed.
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If Our Data Integrity Suffers Real or Perceived Harm, Customers and Real Estate Partners May Decrease Use or Cease Using Our Products and Services, and We May Be Subject to Legal Liability.
Because homes represent significant investments, and many customer decisions regarding homes are data-driven, our ability to attract and retain customers and real estate partners to our products and services is dependent upon our ability to publish, and reputation for publishing, accurate and complete residential real estate information, including the output of proprietary models, through our mobile applications and websites. As discussed above, a significant amount of the data we publish on our mobile applications and websites are licensedis derived from third parties, and we have limited ability to control the quality of the information we receive from them. We also publish a significant amount of customer-generated content, and our tools and processes designed to ensure the accuracy, quality and legality of such content may not always be effective. Data we generate independently are subject to error, unauthorized modification by way of third-party viruses and other factors. As the volume of data we publish increases, and potential threats to data quality become more complex, the risk of harm to our data integrity also increases. If our data integrity suffers real or perceived harm, we may be subject to legal liability, reputational damage and customers and real estate partners may decrease their use or cease using our products and services, which would harm our results of operations and financial condition.

Our Dedication to Making Decisions Based Primarily on the Best Interests of Customers May Cause Us to Forgo Short-Term Gains.
Our guiding principle is to build our business by making decisions based primarily on the best interests of our customers, which we believe has been essential to our success in increasing our customer growth rate and engagement and has served the long-term interests of our company and our shareholders. In the past, we have forgone, and we will in the future forgo, certain expansion or short-term revenue opportunities that we do not believe are in the best interests of customers, even if such decisions negatively impact our short-term results of operations. In addition, our philosophy of putting customers first may negatively impact our relationships with our existing or prospective real estate partners. This could result in a loss of real estate partners, which could harm our revenue and results of operations. For example, in November 2021, we announced plans to wind down Zillow Offers operations, in part, because it served too narrow a portion of our customers, instead opting to develop and offer other products and services primarily focused within our five growth pillars. In addition, we require our Premier Agent partners to maintain a minimum customer experience score and if they fail to do so after a probation period, we have cancelledcanceled advertising from those partners on our platforms. While forgoing this advertising revenue could harm our short-term financial results, we believe it is in the best interest of our customers to connect them with the real estate partners most likely to lead them to a positive experience. Our customer focus may also negatively impact our relationships with real estate brokerages, MLSs, and other industry participants on whom we rely for listings information. Zillow OffersHome Loans and Zillow Home Loans,Closing Services as well as some of our business-to-business products, for example, may be perceived as impinging upon the business models of real estate agents, brokerages and lenders, which may cause them to terminate or decrease the scope of their listings agreements with us or, with respect to brokerages and lenders, cease advertisingrelationships with us. Such risks could have a materially negative impact on our results of operations. Our principle of making decisions based primarily on the best interests of customers may not result in the long-term benefits that we expect, in which case our user traffic and engagement, business and results of operations could be harmed.

We Are Subject to Disputes and Current or Proposed Rules and Regulations Regarding the Accuracy or Display of Our Zestimates and Rent Zestimates.
We provide our customers with Zestimate and Rent Zestimate home and rental valuations. Zestimates are our estimated current market values of a home based on our proprietary automated valuation models that apply advanced algorithms to analyze our data; they are not appraisals. A Rent Zestimate is our estimated current monthly rental price of a home, using
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similar automated valuation models that we have designed to address the unique attributes of rental homes. We are, from time to time, involved in disputes with property owners and others who disagree with the accuracy or display of a Zestimate or Rent Zestimate, and such disputes may result in costly litigation in the future. Further, revisions to our automated valuation models, or the algorithms that underlie them, poor data quality, or other factors may cause certain Zestimates or Rent Zestimates to vary from expectations for those Zestimates or Rent Zestimates. Any such dispute or variation in Zestimates or Rent Zestimates could result in distraction from our business or potentially harm our reputation and financial condition.

Among other things, we are also subject to proposed legislation that may impose liability or disclosure of our proprietary algorithms, which could impact our competitive advantage and potentially harm our financial position or business results. This legislation could also result in an increased occurrence of enforcement actions or legal disputes as discussed above.
We Rely on the Performance of Highly Skilled Personnel, and if We Are Unable to Attract, Retain and Motivate Well-Qualified Employees, Our Business Could Be Harmed.
We believe our success has depended, and continues to depend, on the efforts and talents of our management and our highly skilled team of employees, including our software engineers, operations personnel, loan officers, statisticians, marketing professionals and advertising sales staff. Our future success depends on our continuing ability to attract, develop, motivate and retain highly qualified and skilled employees. The loss of any of our senior management or key employees could materially
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adversely affect our ability to build on the efforts they have undertaken and to execute our business plan, and we may not be able to find adequate replacements. The market for highly skilled personnel is very competitive. We cannot ensure that we will be able to retain the services of any members of our senior management or other key employees. Furthermore, we have in the past and may in the future take measures in order to slow attrition. For example, to support retention of employees, in August 2022, we issued certain equity grants and repriced certain outstanding unvested stock options. If we do not succeed in attracting well-qualified employees, or retaining and motivating existing employees in a cost-effective manner, or engaging in succession planning, our business could be harmed.

We Have and May Continue to Make Acquisitions and Investments, Which Could Result in Operating Difficulties, Dilution and Other Harmful Consequences.
We continue to evaluate a wide array of potential strategic opportunities, including acquisitions and investments. For example, we acquired Zillow Home LoansShowingTime.com, Inc. in October 2018.September 2021, and we acquired VRX Media Group LLC in December 2022. Any transactions that we enter into could be material to our financial condition and results of operations.operation. The acquisitionstransactions we pursue may not result in the intended benefits to our business, and we may not successfully evaluate or utilize the acquired products, technology, or personnel, or accurately forecast the financial impact of an acquisition transaction. The process of closing a transaction and integrating an acquired company, business or technology could create unforeseen operating difficulties and expenditures. The areas where we facePotential risks include: diversion of management time and focus from operating our business to acquisition closing and integration challenges; customer and industry acceptance of products and services offered by the acquired company; implementation or remediation of controls, procedures and policies at the acquired company; compliance with differing laws and regulations applicable to international jurisdictions, if applicable; coordination of product, engineering and sales and marketing functions; retention of employees from the acquired company; liability for activities of the acquired company before the acquisition; litigation or other claims arising in connection with the acquired company; and impairment charges associated with goodwill and other acquired intangible assets.
For example, during the year ended December 31, 2018,March 2020, we recognized a non-cash impairment charge of $10.0$72 million related to a June 2017 equity investment and a non-cash impairment for $69.0 million related to the indefinite-livedour Trulia trade names and trademarks intangible asset.
Our failure to address these risks or other problems encountered in connection with our past or future acquisitions and investments could cause us to fail to realize the anticipated benefits of such acquisitions or investments, incur unanticipated liabilities, and harm our business, results of operations and financial condition.

Our Fraud Detection Processes and Information Security Systems May Not Successfully Detect All Fraudulent Activity by Third Parties Aimed at Our Employees or Customers, Which Could Adversely Affect Our Reputation and Business Results.
Third-party actors have attempted in the past, and may attempt in the future, to conduct fraudulent activity by engaging with our customers by, for example, posting fake real estate and rental listings on our sites and attempting to solicit personal information or money from customers, and by engaging with our employees by, for example, making fake requests for transfer of funds or sensitive information. We make a large number of wire transfers in connection with loan and real estate closings and process sensitive personal data in connection with these transactions. We also enable certain rental transactions through our Zillow Rental Manager products, which may be separately subject to a risk of fraudulent activity. Though we have sophisticated fraud detection processes and have taken other measures to identify fraudulent activity on our mobile applications, websites and internal systems, we may not be able to detect and prevent all such activity. Similarly, the third parties we use to effectuate these transactions may fail to maintain adequate controls or systems to detect and prevent fraudulent activity. Persistent or pervasive fraudulent activity may cause customers and real estate partners to lose trust in us and decrease or terminate their usage of our products and services, or could result in financial loss, thereby harming our business and results of operations.
We Are Subject to Multiple Risks Related to the Credit Card and Debit Card Payments We Accept.
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We accept payments through credit and debit card transactions. For credit and debit card payments, we pay interchange and other fees, which may increase over time. An increase in those fees may require us to increase the prices we charge and would increase our operating expenses, either of which could harm our business, financial condition and results of operations.operations.
We depend on processing vendors to complete credit and debit card transactions, both for payments owed to Zillow Group directly and for payments to other third-parties,third parties, such as payments made bybetween two third-party platform users such as renters toand landlords in our rental payments product. If we or our processing vendors fail to maintain adequate systems for the authorization and processing of credit card transactions, it could cause one or more of the major credit card companies to disallow our continued use of their payment products. In addition, ifIf these systems fail to work properly and, as a result, we do not charge our customers’ credit cards on a timely basis or at all, our business, revenue, results of operations and financial condition could be harmed. In addition, if we add, eliminate or change any of our processing vendors, we may experience processing disruptions and increased operating expenses, either of which could harm our business, financial condition, or results of operations.
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The payment methods that we offer also subject us to potential fraud and theft by criminals, who are becoming increasingly sophisticated, seeking to obtain unauthorized access to or exploit weaknesses that may exist in the payment systems. If we fail to comply with applicable rules or requirements for the payment methods we accept, or if payment-related data are compromised due to a breach of data, we may be liable for significant costs incurred by payment card issuing banks and other third parties or subject to fines and higher transaction fees, or our ability to accept or facilitate certain types of payments may be impaired. In addition, our customers could lose confidence in certain payment types, which may result in a shift to other payment types or potential changes to our payment systems that may result in higher costs. If we fail to adequately control fraudulent credit card transactions, we may face civil liability, diminished public perception of our security measures, and significantly higher credit card-related costs, each of which could harm our business, results of operations and financial condition.
We are also subject to payment card association operating rules, certification requirements and rules governing electronic funds transfers, which could change or be reinterpreted to make it more difficult for us to comply. We are required to comply with payment card industry security standards. Failing to comply with those standards may violate payment card association operating rules, federal and state laws and regulations, and the terms of our contracts with payment processors. Any failure to comply fully also may subject us to fines, penalties, damages and civil liability, reputational risk and may result in the loss or impairment of our ability to accept credit and debit card payments. Further, there is no guarantee that such compliance will prevent illegal or improper use of our payment systems or the theft, loss, or misuse of data pertaining to credit and debit cards, card holders and transactions.
If we are unable to maintain our chargeback rate or refund rates at acceptable levels, our processing vendors may increase our transaction fees or terminate their relationships with us. Any increases in our credit and debit card fees could harm our results of operations, particularly if we elect not to raise our rates for our service to offset the increase. The termination of our ability to process payments on any major credit or debit card could significantly impair our ability to operate our business.
Some of Our Potential Losses May Not Be Covered by Insurance.We May Not Be Able to Obtain or Maintain Adequate Insurance Coverage.
We maintain insurance to cover costs and losses from certain risk exposures in the ordinary course of our operations, but our insurance may not cover 100% of the costs and losses from all events. We are responsible for certain retentions and deductibles that vary by policy, and we may suffer losses that exceed our insurance coverage by a material amount. We may also incur costs or suffer losses arising from events against which we have no insurance coverage. In addition, large scale insurance market trends or the occurrence of adverse events in our business may raise our cost of procuring insurance or limit the amount or type of insurance we are able to secure. We may not be able to maintain our current coverage, or obtain new coverage in the future, on commercially reasonable terms or at all.
Environmentally Hazardous Conditions May Adversely Affect Us.
Under various federal, state and local environmental laws, a current or previous owner or operator of real property may be liable for the cost of removing or remediating hazardous or toxic substances on such property. Such laws often impose liability whether or not the owner or operator knew of, or was responsible for, the presence of such hazardous or toxic substances. Even if more than one person may have been responsible for the contamination, each person covered by applicable environmental laws may be held responsible for all of the clean-up costs incurred. In addition, third parties may sue the owner or operator of a site for damages based on personal injury, natural resources or property damage or other costs, including investigation and clean-up costs, resulting from the environmental contamination. The presence of hazardous or toxic substances on one of our properties, including homes previously held in our inventory in connection with Zillow Offers operations, or the failure to properly remediate a contaminated property, could give rise to a lien in favor of the government for costs it may incur to address the contamination. A property owner who violates environmental laws may be subject to sanctions which may be enforced by governmental agencies or, in certain circumstances, private parties. The cost of defending against environmental claims, of compliance with environmental regulatory requirements or of remediating any contaminated property could materially and adversely affect us.
Compliance with new or more stringent environmental and climate-related laws or regulations or stricter interpretation of existing laws may require material expenditures by us. We cannot assure you that future laws, ordinances or regulations will not impose any material environmental or other liability to us. In addition, we may be required to comply with various local, state and federal fire, health, life-safety and similar regulations. Failure to comply with applicable laws and regulations could result in fines and/or damages, suspension of personnel, civil liability or other sanctions.
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Risks Related to Our Intellectual Property and Technology

If Our Security Measures or Technology Systems, or Those of Third Parties Upon Which We Rely, Are Compromised, We May Be Subject to Legal Claims and Suffer Significant Losses, and Customers May Curtail Use of Our Products and Services and Our Real Estate Partners May Reduce or Eliminate Their Advertising on Our Mobile Applications and Websites.
Our products and services involve the transmission, processing, and/or storage of users’ information, some of which may be private or include personally identifiable information such as social security numbers, financial account information, and credit card information. For example, our dotloop real estate transaction management software stores sensitive personal and financial information, our Mortech mortgage product and pricing software for mortgage professionals processes social security numbers, our rental applications product allows customers to obtain credit and background checks containing sensitive personal and financial information, and both Zillow Home Loans and Zillow Closing Services, our mortgage origination business receives, handles and transmitsreal estate closings business, respectively, receive, handle and transmit highly sensitive personal and financial information about its borrowers. Security breachestheir customers. Cyber-attacks, malicious internet-based activity, online and offline fraud, administrative or technical failures could expose us to a riskand other similar activities threaten the confidentiality, integrity and availability of our information technology systems, including those of the third parties upon which we rely, and our sensitive data, loss or exposure, including both customer, employee and real estate partner data as well as intellectual property and other confidential business information, which could result in potential significant liability and litigation. Like all mobile applicationSuch threats are prevalent and website providers, our mobile applicationscontinue to rise, are increasingly difficult to detect and websitescome from a variety of sources, including traditional computer “hackers”, threat actors, “hacktivists”, organized criminal threat actors, personnel (such as through theft or misuse), sophisticated nation states and nation-state-supported actors.
Some actors now engage and are expected to continue to engage in cyber-attacks, including without limitation nation-state actors for geopolitical reasons and in conjunction with military conflicts and defense activities. During times of war and other major conflicts, we and the third parties upon which we rely may be vulnerable to computera heightened risk of these attacks, including retaliatory cyber-attacks, that could materially disrupt our systems and operations, supply chain and ability to produce, sell and distribute our services.
We and the third parties upon which we rely may be subject to a variety of evolving threats, including but not limited to social-engineering attacks (including through phishing attacks), malicious code (such as viruses break-ins, phishingand worms), malware (including as a result of advanced persistent threat intrusions), denial-of-service attacks (such as credential stuffing), credential harvesting, personnel misconduct or error, ransomware attacks, supply-chain attacks, software bugs, server malfunctions, software or hardware failures, loss of data or other information technology assets, adware, telecommunications failures, earthquakes, fires, floods and other similar threats. In particular, severe ransomware attacks any of which couldare becoming increasingly prevalent and can lead to significant interruptions in our operations, loss of criticalsensitive data and income, reputational harm and diversion of funds. Extortion payments may alleviate the negative impact of a ransomware attack, but we may be unwilling or the unauthorized disclosureunable to make such payments due to, for example, applicable laws or useregulations prohibiting such payments.
Remote work has become more common and has increased risks to our information technology systems and data, as more of personalour employees utilize network connections, computers and devices outside our premises or other confidential information. Further, outsidenetwork, including working at home, while in transit and in public locations. Additionally, future or past business transactions (such as acquisitions or integrations) could expose us to additional cybersecurity risks and vulnerabilities, as our systems could be negatively affected by vulnerabilities present in acquired or integrated entities’ systems and technologies. Outside parties may attempt to fraudulently induce employees, officers, directors, customers or real estate partners to disclose sensitive information in order to gain access to our information or our customers’ or real estate partners’ information, and our information technology and infrastructure may be vulnerable to attacks by hackers or breached due to user error, malfeasance or other disruptions. If we experience compromises to our security that result in the loss or unauthorized disclosure of confidential information, our customers and real estate partners may lose trust in us, customers may decrease the use of our mobile applications or websites or stop using our mobile applications, websites, or services in their entirety, real estate partners may decrease or stop advertising on our mobile applications or websites, and we may be subject to legal claims and liability, government investigation and additional state and federal legal requirements. If we experience compromises to our security that result in the loss of availability of our data, our mobile applications, websites, or services may be unable to function at a level necessary to meet our customers’ needs.
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Our reliance on vendors could introduce new cybersecurity risks and vulnerabilities, including supply-chain attacks, and other threats to our business operations. We engage a variety of vendors to process and store sensitive data, including certain customer information, some of which may be private or include personally identifiable information. We also depend on vendors to host many of the systems and infrastructure used to provide our products and services. If our data storageOur ability to monitor these vendors’ information security practices is limited and these vendors fail to maintainmay not have adequate information security systems andmeasures in place. If our systemsvendors experience a security incident or our customers’ information is compromised,other interruption, we could experience adverse consequences, including harm to our business, results of operations and financial condition could be harmed. Acondition. Further, a security breach at our vendor could be perceived by customers
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or our real estate partners as a breach of our systems and could result in damage to our reputation and expose us to other losses. While we may be entitled to damages if our vendors fail to satisfy their privacy or security-related obligations to us, any award may be insufficient to cover our damages, or we may be unable to recover such award. In addition, supply-chain attacks have increased in frequency and severity, and we cannot guarantee that third parties’ infrastructure in our supply chain or our third-party partners’ supply chains have not been compromised.
Further, becauseAny of the previously identified or similar threats could cause a security incident or other interruption that could result in unauthorized, unlawful or accidental acquisition, modification, destruction, loss, alteration, encryption, disclosure of or access to our sensitive data of our information technology systems, or those of the third parties upon whom we rely. A security incident or other interruption could disrupt our ability (and that of third parties upon whom we rely) to provide our services.
While we have implemented security measures designed to protect against security incidents, there can be no assurance that these measures will be effective. Because the techniques used to obtain unauthorized access, disable or degrade service, or sabotage systems change frequently, often are not recognized until launched against a target, and may originate from less regulated and remote areas around the world, we may be unable to proactively address all these techniques or to implement adequate preventative measures. We may be unable in the future to detect vulnerabilities in our information technology systems because such threats and techniques change frequently and are often sophisticated in nature. Further, we may experience delays in developing and deploying remedial measures designed to address any such identified vulnerabilities.
Applicable data privacy and security obligations may require us to notify relevant stakeholders of security incidents. Such disclosures are costly and the disclosure or the failure to comply with such requirements could lead to adverse consequences.
If we (or a third party upon whom we rely) experience a security incident or are perceived to have experienced a security incident, we may experience adverse consequences. These consequences may include: government enforcement actions (for example, investigations, fines, penalties, audits and inspections); additional reporting requirements and/or oversight; restrictions on processing sensitive data (including personal data); litigation (including class action claims); indemnification obligations; negative publicity; reputational harm; monetary fund diversions; interruptions in our operations including availability of data); financial loss and other similar harms. Any or all of these issuesconsequences could negatively impact our ability to attract new customers and increase engagement by existing customers, cause existing customers to curtail or stop use of our products or services or close their accounts, cause existing real estate partners to cancel their contracts, cause us to incur significant costs to notify affected individuals and upgrade our technology, or subject us to third-party lawsuits, regulatory fines or other action or liability, thereby harming our business, results of operations and financial condition.

Our contracts may not contain limitations of liability, and even where they do, there can be no assurance that limitations of liability in our contracts are sufficient to protect us from liabilities, damages or claims related to our data privacy and information security obligations. We cannot be sure that our insurance coverage will be adequate or sufficient to protect us from or to mitigate liabilities arising out of our privacy and security practices, that such coverage will continue to be available on commercially reasonable terms or at all or that such coverage will pay future claims.
Any Significant Disruption in Service on Our Mobile Applications or Websites or in Our Network Could Damage Our Reputation and Brands, and Result in a Loss of Customers of Our Products and Services and of Our Real Estate Partners, Which Could Harm Our Business, Results of Operations and Financial Condition.
Our brand, reputation and ability to attract customers and real estate partners and deliver quality products and services depend on the reliable performance of our network infrastructure and content delivery processes. Our mobile applications and websites are exposed to attempts to overload our servers with denial-of-service attacks or similar disruptions from unauthorized use of our computer systems. We have experienced minor interruptions in these systems in the past, including server failures that temporarily slowed the performance of our mobile applications and websites, and we may experience interruptions in the future. Interruptions in these systems, whether due to system failures, computer viruses, software errors or physical or electronic break-ins, could affect the security or availability of our products and services on our mobile applications and websites and prevent or inhibit the ability of customers to access or effect transactions using our services. Since our customers may rely on our products and services, including our real estate transaction services and customer relationship management tools, for important aspects of their personal lives and businesses, problems with the reliability, availability or security of our systems could damage our customers’ businesses, harm our reputation, delay or inhibit a customer from completing a real estate transaction, result in a loss of customers of our products and services and of real estate partners and result in additional costs, any of which could harm our business, results of operations and financial condition.
To deliver webmobile and mobileweb Zillow Group brand content while ensuring scalability and redundancy, as well as internal support for our enterprise, we utilize both third-party web services for cloud computing and storage and shared data centers in Seattle, Washington, Ashburn, Virginia, and Santa Clara, California.
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We do not own or control the operation of certain of these facilities. Our systems and operations are vulnerable to damage or interruption from fire, flood, power loss, telecommunications failure, terrorist attacks, acts of war, electronic and physical break-ins, computer viruses, earthquakes and similar events. The occurrence of any of the foregoing events could result in damage to our systems and hardware or could cause them to fail completely, and our insurance may not cover such events or may be insufficient to compensate us for losses that may occur.
A failure of our systems at one site could result in reduced functionality for our customers, and a total failure of our systems could cause our mobile applications or websites to be inaccessible.inaccessible or for us to be unable to carry out day-to-day operations. Problems faced by our third-party web-hosting providers with the telecommunications network providers with which they contract or with the systems by which they allocate capacity among their customers, including us, could adversely affect the experience of our customers. Our third-party web-hosting providers could decide to close their facilities without adequate notice. Any financial difficulties, such as bankruptcy reorganization, faced by our third-party web-hosting providers or any of the service providers with whom they contract may have negative effects on our business, the nature and extent of which are difficult to predict. If our third-party web-hosting providers are unable to keep up with our growing needs for capacity, our customers, real estate partners and business could be harmed. In addition, if distribution channels for our mobile applications experience disruptions, such disruptions could adversely affect the ability of users and potential users to access or update our mobile applications, which could harm our business.
We domay not carry business interruption insurance sufficient to compensate us for the potentially significant losses, including the potential harm to the future growth of our business, which may result from interruptions in our service as a result of system failures. Any errors, defects, disruptions or other performance problems with our services could harm our reputation, business, results of operations and financial condition.

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We Rely Upon Certain Third-Party Services to Support Critical Functions of Our Business and Any Disruption of or Interference with our Use of those Third -PartyThird-Party Services Could Adversely Impact Our Operations and Our Business.
A limited number of third-party services support essential functions of our business, including Amazon Web Services (“AWS”) and certain other cloud communications platform-as-a-service (“CPaaS”), Infrastructure-as-a-Service (“IaaS”) and Software-as-a-Service (“SaaS Services”) technologies hosted by third parties (“SaaS(together with CPaaS and IaaS, “Cloud Services”). AWS provides us with a distributed computing infrastructure platform for business operations, which is commonly referred to as a “cloud” computing service. Certain of our computer systems utilize data processing, storage capabilities and other services provided by AWS, and we currently run the vast majority of computing to power our mobile applications, websites, and other technology products and services on AWS. In addition, we use SaaSCloud Services to support important functions of our business, including enterprise resource planning, accounting, including revenue recognition, real estate transaction services, customer communications, and customer relationship management. We store a significant amount of information about our customers, real estate partners, employees, and business on AWS and in the SaaSCloud Services, and we rely on these third-party service providers to provide services on a timely and effective basis. Their failure to perform as expected or as required by contract could result in significant disruptions and costs to our operations. In light of our reliance on AWS and SaaSCloud Services, coupled with the complexity of obtaining replacement services, any disruption of or interference with our use of these third-party services could adversely impact our operations and business.
We Have and May Continue to be Subject to Outstanding Claims Related to Zillow Offers Following the Wind Down of Our Zillow Offers Operations.
Although we concluded the wind down of our Zillow Offers operations in 2022, we have and may in the future be subject to, claims, suits, government investigations, enforcement actions and proceedings arising from or related to Zillow Offers, including actions with respect to the purchase, renovation and resale of properties; Zillow Offers operations; and the subsequent wind down of operations. For example, on March 10, 2022, May 5, 2022 and July 20, 2022 shareholder derivative suits were filed in the U.S. District Court for the Western District of Washington and on July 25, 2022, a shareholder derivative suit was filed in the Superior Court of the State of Washington, King County, against us and certain of our executive officers and directors seeking unspecified damages on behalf of us and certain other relief, such as reform to corporate governance practices. The plaintiffs (including us as a nominal defendant) allege, among other things, that the defendants breached their fiduciary duties by failing to maintain an effective system of internal controls, which purportedly caused the losses we incurred when we decided to wind down Zillow Offers operations. Plaintiffs also allege, among other things, violations of Section 14(a) and Section 20(a) of the Securities Exchange Act of 1934, as amended, insider trading and waste of corporate assets. On June 1, 2022 and September 14, 2022, the U.S. District Court for the Western District of Washington issued orders consolidating the three federal derivative suits and staying the consolidated action until further order of the court. On September 15, 2022, the Superior Court of the State of Washington entered a temporary stay in the state derivative suit, which stay was lifted on January 23, 2023. This and other similar claims, suits, government investigations, and proceedings are inherently uncertain, and their results cannot be predicted with certainty. Regardless of the outcome, any such legal proceedings can have an adverse impact on us because of legal costs, diversion of management and other personnel, and other factors. In addition, it is possible that a
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resolution of one or more such proceedings could result in reputational harm, liability, fines, penalties, or sanctions, as well as judgments, consent decrees, or orders, which could in the future materially and adversely affect our business, operating results and financial condition.
Risks Related to Our Intellectual Property

We May Be Unable to Adequately Protect Our Intellectual Property, Which Could Harm the Value of Our Brands and Our Business.

We regard our intellectual property as critical to our success, and we rely on trademark, copyright and patent law, trade secret protection and contracts to protect our proprietary rights. If we are not successful in protecting our intellectual property, the value of our brands and our business, results of operations and financial condition could be harmed.

While we believe that our issued patents and pending patent applications help to protect our business, we cannot ensure that our operations do not, or will not, infringe valid, enforceable patents of third parties or that competitors will not devise new methods of competing with us that are not covered by our patents or patent applications. We cannot ensure that our patent applications will be approved, that any patents issued will adequately protect our intellectual property, that such patents will not be challenged by third parties or found to be invalid or unenforceable, or that our patents will be effective in preventing third parties from utilizing a “copycat” business model to offer the same products or services. OurThe technology underlying our Zestimate home valuation, for example, which we consider to be a trade secret affording us a key competitive advantage with respect to customer engagement, is currently protected by a patent,patents, the loss of which could benefit comparable services provided by our competitors and result in decreased user traffic and engagement with our mobile applications and websites, thereby harming our results of operations and financial condition. In addition to our patented technology, our Zestimate home valuation uses a significant amount of proprietary, trade secret methodology. Any accidental disclosure, or disclosure in response to litigation or regulatory inquiries that do not include confidential information protection could harm our competitive advantage.

Effective trademark, service mark, copyright and trade secret protection may not be available in every country in which our products and services may be provided. The laws of certain countries do not protect proprietary rights to the same extent as the laws of the United States and, therefore, in certain jurisdictions, we may be unable to protect intellectual property and our proprietary technology adequately against unauthorized third-party copying or use, which could harm our competitive position. We have licensed in the past, and expect to license in the future, certain of our proprietary rights, such as trademarks or copyrighted material, to third parties. These licensees may take actions that might diminish the value of our proprietary rights or harm our reputation, even if we have agreements prohibiting such activity. Though certain of these third parties are obligated to indemnify us for breaches of our intellectual property rights, they may be unable to meet these obligations. In addition, we rely on intellectual property and technology developed or licensed by third parties, and we may not be able to obtain licenses and technologies from these third parties on reasonable terms or at all. Any of these events could harm our business, results of operations or financial condition.

In addition, we may actively pursue entities that infringe our intellectual property, including through legal action. Taking such action may be costly, and we cannot ensure that such actions will be successful. Any increase in the unauthorized use of our intellectual property could make it more expensive for us to do business and harm our results of operations or financial condition.

Intellectual Property Disputes Are Costly to Defend and Could Harm Our Business, Results of Operations, Financial Condition and Reputation.

From time to time, we face allegations that we have infringed the trademarks, copyrights, patents and other intellectual property rights of third parties. We are currently subject to intellectual property infringement claims.claims, including actions brought by International Business Machines Corporation. These claims allege, among other things, that aspects of our technology infringe upon the plaintiffs’ intellectual property. If we are not successful in defending ourselves against these claims, we may be required to pay damages and may be subject to injunctions, each of which could harm our business, results of operations, financial condition and reputation. As we grow our business and expand our operations, we expect that we will continue to be subject to intellectual property claims and allegations. Patent and other intellectual property disputes or litigation may be protracted and expensive, and the results are difficult to predict and may require us to stop offering certain products, services or features, purchase licenses that may be expensive to procure, or modify
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our products or services. In addition, patent or other intellectual property disputes or litigation may result in significant settlement costs. Any of these events could harm our business, results of operations, financial condition and reputation.
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In addition, we use open source software in our services and will continue to use open source software in the future. From time to time, we may be subject to claims brought against companies that incorporate open source software into their products or services, claiming ownership of, or demanding release of, the source code, the open source software and/or derivative works that were developed using such software, or otherwise seeking to enforce the terms of the applicable open source license. These claims could also result in litigation, and we may be required to purchase a costly license or remove open source software, devote additional research and development resources to changing our products or services, make generally available the source code for our proprietary technology, or waive certain of our intellectual property rights, any of which would have a negative effect on our business and results of operations.

Even if these matters do not result in litigation or are resolved in our favor or without significant cash settlements, the time and resources necessary to resolve them could harm our business, results of operations, financial condition and reputation.

We May Be Unable to Continue to Use the Domain Names That We Use in Our Business, or Prevent Third Parties From Acquiring and Using Domain Names That Infringe on, Are Similar to, or Otherwise Decrease the Value of Our Brand or Our Trademarks or Service Marks.

We have registered domain names for our websites that we use in our business. If we lose the ability to use a domain name, we may incur significant expenses to market our products and services under a new domain name, which could harm our business. In addition, our competitors could attempt to capitalize on our brand recognition by using domain names similar to ours. Domain names similar to ours have been registered in the United States and elsewhere. We may be unable to prevent third parties from acquiring and using domain names that infringe on, are similar to, or otherwise decrease the value of our brand or our trademarks or service marks. Protecting and enforcing our rights in our domain names and determining the rights of others may require litigation, which could result in substantial costs and diversion of management’s attention.

ConfidentialityProprietary Rights Agreements With Employees and Others May Not Adequately Prevent Disclosure of Trade Secrets and Other Proprietary Information.

In order to protect our technologies and strategic business and operations information, we rely in part on confidentialityproprietary rights agreements with our employees, independent contractors, vendors, licensees, and other third parties. These agreements may not effectively preventbe enough to fully mitigate the possibility of inadvertent disclosure of confidential information, including trade secrets, and may not provide an adequate remedy in the event of unauthorized disclosure of confidential information. The loss of trade secret protection could make it easier for third parties to compete with our products by copying functionality. Others may independently discover our trade secrets and proprietary information, and in such cases, we could not assert any trade secret rights against such parties. Further, if our employees, contractors or other third parties with whom we do business use intellectual property owned by others in their work for us, disputes may arise as to the rights in related or resulting know-how and inventions. Any changes in, or unfavorable interpretations of, intellectual property laws may compromise our ability to enforce our trade secret and intellectual property rights. Costly and time-consuming litigation could be necessary to enforce and determine the scope of our proprietary rights, and failure to obtain or maintain protection of our trade secrets or other proprietary information could harm our business, results of operations, reputation and competitive position.

We May Not Be Able to Halt the Operations of Websites That Aggregate or Misappropriate Our Data.

From time to time, third parties have misappropriated our data through website scraping, robots or other means, and aggregated this data on their websites with data from other companies. In addition, copycat websites have misappropriated data on our network and attempted to imitate our brand or the functionality of our websites. When we have become aware of such websites, we have employed technological or legal measures in an attempt to halt their operations. We may not be able, however, to detect all such websites in a timely manner and, even if we could, technological and legal measures may be insufficient to halt their operations. In some cases, particularly in the case of websites operating outside of the United States, our available remedies may not be adequate to protect us against the impact of the operation of such websites. In addition, if such activity creates confusion among customers or real estate partners, our brands and business could be harmed. This misappropriation of data may also harm our relationships with any third party data providers who originally licensed the data to us, including potentially breaching our agreements with these third parties depending on the terms of each license agreement. Regardless of whether we can successfully enforce our rights against the operators of these websites, any measures that we may take could require us to expend significant financial or other resources, which could harm our business, results of operations or financial condition.

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Risks Related to Regulatory Compliance and Legal Matters

Failure to Comply with Federal, State and Local Laws, Rules and Regulations or to Obtain and Maintain Required Licenses or Authorizations, Could Materially and Adversely Affect our Business, Financial Condition and Results of Operations.

We provide products and services to customers and real estate partners in heavily regulated industries through a number of different channels across the United States and to some extent, in Canada. As a result, we are currently subject to a variety of, and may in the future become subject to additional or newly enacted, international, federal, state and local laws and regulations in various jurisdictions, which are subject to change at any time, including laws regarding the real estate, rental, mortgage and mortgageinsurance industries, mobile and internet based businesses and other businesses that rely on advertising, as well as privacy, data security, and consumer protection laws, and employment laws. These laws are complex and can be costly to comply with, require significant management time and effort, and subject us to claims, government enforcement actions, civil and criminal liability or other remedies, including suspension of business operations. These laws may conflict with each other, and if we comply with the laws of one jurisdiction, weit may find that we are violatingrequire us to adjust our practices in other jurisdictions. Our distributed workforce may subject us to employment laws, of another jurisdiction.
For example, certain of the advertisingincluding employment taxes, in many states and transactional services that we provide to customers and real estate professionalslocalities in the residential real estate, rental, mortgageUnited States, many provinces in Canada and new construction industries, areother locations where employees perform work, and may increase the costs and expenses we incur to comply with or seek compliance with these laws. Presence of our employees located in Serbia requires us to conform to employment, tax and other applicable requirements in Serbia and may increase costs and expenses we incur to comply with or seek compliance with these requirements. In addition, our contingent workers throughout the United States, Canada and other current and future global locations may subject us to laws and regulations relatingtaxes in those jurisdictions and may increase the costs and expenses we incur to the collection, use, and disclosure of data collected from our users, including those promulgated and enforced by the U.S. Federal Trade Commission and certain states, such as the Telephone Consumer Protection Act (“TCPA”), the Telemarketing Sales Rule, the CAN-SPAM Act, the Fair Credit Reporting Act, the Canadian Anti-Spam Law, the Personal Information Protection and Electronic Documents Act, and the California Consumer Privacy Act (“CCPA”). The CCPA, which took effect on January 1, 2020, imposes obligations and restrictions on companies regarding their collection, use, and sharing of personal information. Implementing regulations from the California Attorney General have not been finalized but are expected to impose additional obligations and restrictions, and additional amendments to the CCPA may be introduced in 2020. Several other states are actively considering privacy laws, which may impose substantial penalties for violations, impose significant costs for investigations and compliance, allow private class-action litigation and carry significant potential liability for our business.
Additionally, laws, regulations, and standards covering marketing and advertising activities conducted by telephone, email, mobile devices, and the internet, may be applicable to our business, such as the TCPA, the Telemarketing Sales Rule, the CAN-SPAM Act, and similar state consumer protection laws. We also assistimply with the processing of customer credit card transactions and consumer credit report requests, originate mortgage loans, buy and sell homes, and provide other product offerings, which results in us receiving or facilitating transmission of personally identifiable information. This information is increasingly subject to legislation and regulation in the United States. These laws and regulations are generally intended to protect the privacy and security of personal information, including credit card information that is collected, processed and transmitted. We could be adversely affected if government regulations require us to significantly change our business practices with respect to this type of information or if the third-parties that we engage with to provide processing and screening services violate applicable laws and regulations.maintain adequate protection of our rights, including intellectual property rights.

In addition, by providing a medium through which users can post content and communicate with one another, we may also be subject to laws governing intellectual property ownership, obscenity, libel, and privacy, among other issues. The real estate agents, mortgage professionals, banks, property managers, rental agents and certain of our other customers and advertisers are subject to various state and federal laws and regulations, including, but not limited to those relating to real estate, rentals and mortgages, which may impact their use of our mobile applications and websites. We cannot ensure that these entities will comply with applicable laws and regulations, including any future changes to those laws and regulations, at all times. We endeavor to ensure that any content created by Zillow Group is consistent with such laws and regulations by obtaining assurances of compliance from our advertisers and consumerscustomers for their activities through, and the content they provide on, our mobile applications and websites.

In connection with the real estate transaction products and services that we provide, we maintain real estate brokerage, title and escrow, mortgage broker, insurance agent/producer and mortgage lender licenses in certain statesthe markets in which we operate.operate those regulated products and services. Certain of our mortgage marketing products are operated by our wholly owned subsidiary, Zillow Group Marketplace, Inc., a licensed mortgage broker, and we originate residential mortgages through Zillow Home Loans, LLC, which we acquired in October 2018.a licensed mortgage lender. Zillow Group Marketplace, Inc. and Zillow Home Loans LLC are subject to stringent state and federal laws and regulations and to the scrutiny of state and federal government agencies as a licensed mortgage broker and licensed mortgage lender, respectively. Mortgage products are regulated at the state level by licensing authorities and administrative agencies, with additional oversight fromand also by the Consumer Financial Protection BureauCFPB and other federal agencies. These laws generally regulate the manner in which lending and lending-related activities are marketed or made available, including advertising and other consumer disclosures, payments for services and record keeping requirements; these laws include but are not limited to the Real Estate Settlement Procedures Act, the Fair Credit Reporting Act, the Truth in Lending Act, the Equal Credit Opportunity Act, the Fair Housing Act, the Dodd-Frank Wall Street Reform and Consumer Protection Act and various federal, state and local laws. The CFPB also has broad authority to enforce prohibitions on practices that it deems to be unfair, deceptive or abusive.

The growing CFPB focus on artificial intelligence/automated underwriting, digital mortgage comparison shopping platforms, property valuation and marketing models, coupled with rapidly changing fair housing enforcement priorities by the CFPB and other regulators may impact our ability to adapt our business and maintain compliance, which may affect our business operations, financial condition or results of operations. State laws may restrict the amount and nature of interest and fees that may be charged by a lender or mortgage broker, or otherwise regulate the manner in which lenders or mortgage brokers operate or advertise.

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As a buyer and seller of residential real estate through our Zillow Offers business, weWe hold real estate brokerage licenses through multiple entities in multiple states and may apply for additional real estate brokerage licenses as needed to support our business grows.business. To maintain these licenses, we must comply with the requirements governing the licensing and conduct oflicensed real estate brokerageactivities and brokerage-related businesses in the markets where we operate. We may be subject to additional local, state and federal laws and regulations governing residential real estate transactions, including those
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administered by the Department of Housing and Urban Development (“HUD”), and the states and municipalities in which we transact. Further, due to the geographic scope of our operations and the nature of the services we provide, certain of our other subsidiaries maintain real estate brokerage and title and escrow licenses in certain states in which we operate, including in connection with Zillow Offers and Zillow Closing Services.
For
A number of our personnel are required to maintain individual real estate agent or broker licenses, title and escrow agent licenses, mortgage broker, mortgage loan originator licenses and mortgage lender licenses. In addition, for certain company licenses that we hold, we are required to designate individual licensed brokers of record, qualified individuals and control persons. We cannot assure you that we, or our licensed personnel, are and will remain at all times, in full compliance with state and federal real estate, title and escrow, and mortgage licensing and consumer protection laws and regulations and we may be subject to fines or penalties in the event of any non-compliance. If we, or our licensed personnel, apply for new licenses, we may become subject to additional licensing requirements, which we may not be in compliance with at all times. If in the future a state agency were to determine that we, or our licensed personnel, are required to obtain additional licenses in that state in order to operate our business, or if we or our licensed personnel lose or do not renew an existing license or are otherwise found to be in violation of a law or regulation, we or our licensed personnel may be subject to fines or legal penalties, lawsuits, enforcement actions, void contracts, or our business operations in that state may be suspended or prohibited. Compliance with these laws and regulations is complicated and costly and may inhibit our ability to innovate or grow.

Zillow Home Loans operates its Federal Housing Administration loan program under authority granted by HUD. In the event that HUD determines that Zillow Home Loans has failed or refused to comply with all relevant terms and conditions necessary to maintain its authority active and in good standing, then such authority could be suspended, revoked or materially altered, which would materially and adversely affect the ability of Zillow Home Loans to conduct its business.

If we are unable to comply with these laws or regulations in a cost-effective manner, we may modify impacted products and services, which could require a substantial investment and loss of revenue, or require that we cease providing the impacted product or service altogether. If we are found to have violated laws or regulations, we may be subject to significant fines, penalties, and other losses.

We Are Subject to Stringent and Evolving Laws, Regulations, Rules, Contractual Obligations, Policies and Other Obligations Related to Data Privacy and Security in the United States and Canada and May Be Subject to Similar Data Privacy and Security Obligations in Other Jurisdictions Where We Have Operations and/or Vendors. Our Actual or Perceived Failure to Comply With Such Obligations Could Lead to Regulatory Investigations or Actions; Litigation; Fines and Penalties; Disruptions of Our Business Operations; Reputational Harm; Loss of Revenue or Profits; Loss of Customers and Other Adverse Business Consequences.

In the ordinary course of business, we collect, receive, store, process, generate, use, transfer, disclose, make accessible, protect, secure, dispose of, transmit, and share (collectively, processing) personal data and other sensitive data, which may include proprietary and confidential business data, trade secrets, intellectual property, sensitive third-party data, business plans, transactions, social security numbers, financial account information, and credit card information.

Our data processing activities may subject us to numerous data privacy and security obligations, such as various laws, regulations, guidance, industry standards, external and internal privacy and security policies, contractual requirements, and other obligations relating to data privacy and security.

In the United States, federal, state, and local governments have enacted numerous data privacy and security laws, including data breach notification laws, personal data privacy laws, consumer protection laws (e.g., Section 5 of the Federal Trade Commission Act), and other similar laws (e.g., wiretapping laws). For example, the California Consumer Privacy Act of 2018 (“CCPA”) requires businesses to provide specific disclosures in privacy notices and honor requests of California residents to exercise certain privacy rights. The CCPA provides for civil penalties of up to $7,500 per violation and allows private litigants affected by certain data breaches to recover significant statutory damages. In addition, the California Privacy Rights Act of 2020 (“CPRA”), which becomes operative January 1, 2023, will expand the CCPA’s requirements, including applying to personal information of business representatives and employees and establishing a new regulatory agency to implement and enforce the law.

Other states, such as Virginia, Colorado, Connecticut and Utah, have also passed comprehensive privacy laws, and similar laws are being considered in several other states, as well as at the federal and local levels. We also have operations outside of the United States, including in Canada, and Canada’s Personal Information Protection and Electronic Documents Act
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(“PIPEDA”) imposes strict requirements for processing personal data and there are also various provincial and territorial privacy laws that govern the protection of personal data. These developments may further complicate compliance efforts and may increase legal risk and compliance costs for us and the third parties upon whom we rely.

Additionally, laws, regulations, and standards covering marketing and advertising activities conducted by telephone, email, mobile devices, and the internet, may be applicable to our business, such as the Telephone Consumer Protection Act, the Telemarketing Sales Rule, the Controlling the Assault of Non-Solicited Pornography and Marketing Act, and similar state consumer protection laws. We also assist with the processing of customer credit card transactions and consumer credit report requests, originate mortgage loans, perform real estate closings and provide other product offerings, which results in us receiving or facilitating transmission of personally identifiable information. Processing of this type of information is increasingly subject to legislation and regulation in the United States, including under the Fair Credit Reporting Act and the Gramm-Leach-Bliley Act. These laws and regulations are generally intended to protect the privacy and security of personal information, including credit card information that is collected, processed and transmitted. We could be adversely affected if government regulations require us to significantly change our business practices with respect to this type of information or if the third parties that we engage with to provide processing and screening services violate applicable laws and regulations. Further, restrictions implemented on the platforms through which our websites and applications are accessed, such as mobile operating systems, may impede the effectiveness of our marketing efforts and ability to measure the effectiveness of those efforts, reducing our ability to market our products and services and grow our customer base. A number of states have in place laws regulating the interception of electronic communications; if a court were to conclude that our monitoring of user activity violates such laws, our ability to understand our customers, and therefore the effectiveness of our product offerings and marketing efforts, could be reduced.

In addition to data privacy and security laws, we may be contractually subject to industry standards adopted by industry groups and may become subject to such obligations in the future. We may also be bound by other contractual obligations related to data privacy and security, and our efforts to comply with such obligations may not be successful.For example, we may be subject to the Payment Card Industry Data Security Standard (“PCI DSS”) requirements. The PCI DSS requires companies to adopt certain measures to ensure the security of cardholder information, including using and maintaining firewalls, adopting proper password protections for certain devices and software, and restricting data access. Noncompliance with PCI-DSS can result in penalties ranging from $5,000 to $100,000 per month by credit card companies, litigation, damage to our reputation, and revenue losses. We may also rely on vendors to process payment card data; those vendors may be subject to PCI DSS, and our business may be negatively affected if our vendors are fined or suffer other consequences as a result of PCI DSS noncompliance.

We may publish privacy notices, marketing materials, and other statements, such as compliance with certain certifications or self-regulatory principles, regarding data privacy and security. If these policies, materials or statements are found to be deficient, lacking in transparency, deceptive, unfair, or misrepresentative of our practices, we may be subject to investigation, enforcement actions by regulators, or other adverse consequences.

Obligations related to data privacy and security are quickly changing, becoming increasingly stringent, and creating regulatory uncertainty. Additionally, these obligations may be subject to differing applications and interpretations, which may be inconsistent or conflict among jurisdictions. Preparing for and complying with these obligations requires us to devote significant resources and may necessitate changes to our services, information technologies, systems, and practices and to those of any third parties that process personal data on our behalf.

We may at times fail (or be perceived to have failed) in our efforts to comply with our data privacy and security obligations. Moreover, despite our efforts, our personnel or third parties on whom we rely may fail to comply with such obligations, which could negatively impact our business operations. If we or the third parties on which we rely fail, or are perceived to have failed, to address or comply with applicable data privacy and security obligations, we could face significant consequences, including but not limited to: government enforcement actions (e.g., investigations, fines, penalties, audits, inspections, and similar); litigation (including class-action claims); additional reporting requirements and/or oversight; bans on processing personal data; and orders to destroy or not use personal data. Any of these events could have a material adverse effect on our reputation, business, or financial condition, including but not limited to: loss of customers; inability to process personal data or to operate in certain jurisdictions; limited ability to develop or commercialize our products and services; expenditure of time and resources to defend any claim or inquiry; adverse publicity; or substantial changes to our business model or operations.

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We are From Time to Time Involved In, or May Inin the Future be Subject to, Claims, Suits, Government Investigations, and Other Proceedings That May Result Inin Adverse Outcomes.

We are from time to time involved in, or may in the future be subject to, claims, suits, government investigations, enforcement actions and proceedings arising from our business, including actions with respect to intellectual property, privacy, consumer protection, information security, mortgage lending,brokering, mortgage origination, real estate, real estate brokerage, environmental, data protection, antitrust, the Real Estate Settlement Procedures Act of 1974 (RESPA), fair housing or fair lending, compliance with securities laws, or law enforcement matters, tax matters, labor and employment, and commercial claims, as well as actions involving content generated by our customers, shareholder derivative actions, purported class action lawsuits, and other matters, including those matters described in Part II, Item 8 in Note 2018 under the subsection titled “Legal Proceedings” in our Notes to Consolidated Financial Statements in this Annual Report on Form 10-K. Such claims, suits, government investigations, and proceedings are inherently uncertain, and their results cannot be predicted with certainty. Regardless of the outcome, any such legal proceedings can have an adverse impact on us because of legal costs, diversion of management and other personnel, and other factors. In addition, it is possible that a resolution of one or more such proceedings could result in reputational harm, liability, fines, penalties, or sanctions, as well as judgments, consent decrees, or orders preventing us from offering certain features, functionalities, products, or services, or requiring a change in our business practices, products or technologies, which could in the future materially and adversely affect our business, operating results and financial condition.

In some instances, third parties may have an obligation to indemnify us for liabilities related to litigation or governmental investigations, and they may be unable to, or fail to, fulfill such obligations. If such third parties failed to indemnify us, we wouldmay be financially responsible, which could adversely affect our financial condition and cash flow. For example, on October 31, 2018, we acquired MLOA by way of purchase of the then-outstanding equity of MLOA. Prior to the acquisition, on February 2, 2018, a former MLOA employee, Beau Charbonneau, filed a complaint against MLOA in United States District Court for the District of Kansas. The complaint alleges, among other things, that MLOA improperly classified its team leader roles as exempt from the overtime provisions of the Fair Labor Standards Act and that it failed to pay its loan officers for all hours worked in excess of 40 hours in any work week. The complaint also asserts wage-related claims under the Kansas Wage Payment Act and under Kansas common law. On December 6, 2018, the court issued an order conditionally certifying the case as a collective action under the Fair Labor Standards Act and authorized the plaintiff’s attorneys to send notice of the case to impacted team leaders and loan officers advising them of the case and their opportunity to join as a plaintiff. The court has not made any determinations regarding the merits of the claims asserted in the complaint, nor has it found that the matter should be tried as a collective or class action. Zillow Group and its affiliates are indemnified for losses incurred in connection with this matter by certain of the prior stockholders of MLOA. Additionally, in accordance with the equity purchase agreement governing the acquisition of MLOA, any costs incurred related to this matter will be paid directly by those same certain prior stockholders of MLOA. Although we do not believe a loss to Zillow Group is probable, should the sellers of MLOA fail to indemnify us for losses related to this matter, our financial condition may be negatively impacted.


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Risks Related to Our Financial StatementsPosition

We Incurred Significant Operating Losses in the Past and We May Not Be Able to Generate Sufficient Revenue to Be Profitable Over the Long Term.

We have incurred significant net operating losses in the past and, as of December 31, 2019,2022, we had an accumulated deficit of $977.1 million. Although we have experienced significant growth in revenue, $1.6 billion. It is possible that our revenue growth rate may decline in the future as the result of a variety of factors, including the maturation of our business.business or if we are unable to successfully execute on our growth strategy. At the same time, we also expect certain of our costs to increase in future periods as we continue to expend substantial financial resources to develop and expand our business, including with respect to:

expansion of Zillow Offers;
expansion of our mortgage origination business;Home Loans;
product and services development;
sales and marketing;
technology infrastructure;
strategic opportunities, including commercial relationships and acquisitions; and
general and administrative expenses, including legal and accounting expenses related to being a public company.

These investments may not result in increased revenue or growth in our business. If we fail to continue to grow our revenue and overall business and to manage our expenses, we may incur significant losses in the future and not be able to achieve or maintain profitability.

A failure by Zillow Home Loans to operate at a profit could also place its Federal Housing Administration Title II lender authorization in jeopardy, adversely impact our relationship with Fannie Mae and Freddie Mac, limit our ability to sell loans to third party financial institutions and may adversely impact our ability to utilize our loan repurchase facilities and warehouse lines of credit. Any such adverse impacts could threaten Zillow Home Loans’ ability to continue operations.

Servicing Our Debt Requires a Significant Amount of Cash, and We May Not Have Sufficient Cash Flow From Our Business to Pay Our Substantial Debt, Settle Conversions of Our Convertible Senior Convertible Notes, or Repurchase Our Convertible Senior Notes uponUpon a Fundamental Change.

We utilize several forms of debt to provide capital for the continued growth and operation of our business, including severalsuch as tranches of convertible senior notes bi-lateral credit facilities for Zillow Offers, and warehouse and repurchase facilities for Zillow Home Loans. Our ability to make payments ofindebtedness includes the principal of, to pay interest on or to refinance our indebtedness, including the remaining outstanding $9.6 million aggregate principal under Trulia’s Convertible Senior Notes due in 2020 (the “2020 Notes”), the $460.0 million aggregate principal under our Convertible Senior Notes due in 2021 (the “2021 Notes”), the $373.8 million aggregate principal amount under our Convertible Senior Notes due in 2023 (the “2023 Notes”), the $673.0$608 million aggregate principal amount under our Convertible Senior Notes due in 2024 (the “2024 Notes”), the $500.0$565 million aggregate principal amount under our Convertible Senior Notes due in 2025 (the “2025 Notes”), the $499 million
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aggregate principal amount under our Convertible Senior Notes due in 2026 (the “2026 Notes”), and all amounts outstanding under our creditmortgage debt facilities for Zillow Offers (current(aggregate maximum borrowing capacity of $1.5 billion) and mortgage debt facilities (current maximum borrowing capacity$250 million as of $125 million)December 31, 2022). Our ability to make payments on the principal of, to pay interest on or to refinance our indebtedness depends on our future performance and, if applicable, the value of collateral, which is subject to economic, industry, competitive and other factors beyond our control. Our business may not continue to generate cash flow from operations in the future sufficient to service our debt and make necessary capital expenditures. If we are unable to generate such cash flow, we may be required to adopt one or more alternatives, such as selling assets, restructuring debt or obtaining additional equity capital on terms that may be onerous or highly dilutive. Our ability to extend or refinance our indebtedness will depend on the capital markets and our financial condition at such time. We may not be able to engage in any of these activities or engage in these activities on desirable terms, which could result in a default on our debt obligations, including our convertible senior notes, credit facilities, or otherwise.

Holders of our convertible senior notes have the right to require us to repurchase their notes upon the occurrence of a fundamental change at a repurchase price equal to 100% of the principal amount of the notes to be repurchased, plus accrued and unpaid interest. Holders of our convertible senior notes may elect to convert their notes at various times and pursuant to specific circumstances, as provided in the corresponding indenture. When such an election is made, we may opt to settle any such conversion by delivering solely shares of our Class C capital stock, solely cash payments, or a combination of Class C capital stock and cash payments after consideration of various factors, including the price of our Class C capital stock, market factors, liquidity, and the needs of our business. Upon conversion of our convertible senior notes, unless we elect to deliver solely shares of our Class C capital stock (for the 2021 Notes, 2023 Notes, 2024 Notes, and 2026 Notes) or solely shares of our Class A common stock (for the 2020 Notes) to settle such conversion (other than paying cash in lieu of delivering any fractional share), we will be required to make cash payments in respect of the notes being converted. We may not have enough available cash or be able to obtain financing at the time we are required to make repurchases of the notes surrendered therefortherefore or at the time the notes are being converted. Our failure to repurchase our convertible senior notes at a time when the repurchase is required by the indenture or to pay any cash payable on future conversions of the notes would constitute an event of default. If the repayment of any indebtedness were to be accelerated because of such event of default (whether under the notes or otherwise), we may not have sufficient funds to repay the indebtedness and repurchase the notes or make cash payments upon conversions thereof. An event of default under the indenture may lead to an acceleration of our convertible senior notes. Any such acceleration could result in
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our bankruptcy. In a bankruptcy, the holders of our convertible senior notes would have a claim to our assets that is senior to the claims of our equity holders.

In addition, our significant indebtedness, combined with our other financial obligations and contractual commitments, could have other important consequences. For example, it could:

make us more vulnerable to adverse changes in general U.S.United States and worldwide economic, industry and competitive conditions and adverse changes in government regulation;
limit our flexibility in planning for, or reacting to, changes in our business and our industry;
place us at a disadvantage compared to our competitors who have less debt; and
limit our ability to borrow additional amounts for working capital and other general corporate purposes, including to fund possible acquisitions of, or investments in, complementary businesses, products, services and technologies.

Any of these factors could materially and adversely affect our business, financial condition and results of operations. In addition, if we incur additional indebtedness, the risks related to our business and our ability to service or repay our indebtedness would increase.

The Credit and Debt Facilities that Provide Capital for Zillow Offers and Zillow Home Loans Include Covenants and Other Provisions that May Restrict Our Operating Activities, and Expose Us to the Possibility of ForeclosureHave a Material Effect on Our Ownership Interests.Liquidity. They Also Incorporate Variable Interest Rates that May Subject Us to Interest Rate Risk, Which Could Cause Our Debt Service Obligations to Increase Significantly.

We haveZillow Home Loans has entered into debtwarehouse financing agreements, including credit and repurchase agreements, to provide capital for the growth and operation of our businesses, including bi-lateral credit facilities to support Zillow Offers and warehouse and repurchase facilities to support Zillow Home Loans.mortgage origination businesses. The terms of these debtwarehouse financing agreements and related financing documents require Zillow Group and certain of its subsidiaries, as applicable,Home Loans to comply with a number of customary financial and other covenants, such as maintaining certain levels of liquidity, tangible net worth, leverage ratios, net income and adequate insurance coverage and market capitalization.coverage. These covenants may limit our operational flexibility and may restrict our ability to engage in transactions that we believe would otherwise be in the best interests of our shareholders. Additionally, undrawn amounts are not committed, meaning the applicable lender is not obligated to advance loan funds in excess of outstanding borrowings. Further, borrowing base requirements associated with these debt agreements may prevent us from drawing upon our total maximum capacity under these financing arrangements if sufficient eligible collateral, in accordance with these debt agreements, is not available. Refer to Note 1513 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on our Zillow Offers credit facilities and Zillow Home Loans mortgagewarehouse financing facilities. Upon the occurrence of any event of default under these debtwarehouse financing agreements, the lenders will not be required to lend any additional amounts to us and could elect to declare all borrowings outstanding, together with accrued and unpaid interest and fees, to be immediately due and payable, even in the absence of a payment default. A default under one of
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our debtwarehouse financing agreements could result in a cross-default under other debtwarehouse financing agreements and our lenders could elect to declare outstanding amounts due and payable or terminate their commitments. If we fail to repay the amounts due under our credit facilities,warehouse financing agreements, the lenders of such debtwarehouse financing agreements may require the posting of additional collateral and/or proceed against the collateral granted to secure the credit facilities. We have pledged theThe majority of the homes owned by our Zillow Offers business and loans originated by Zillow Home Loans are pledged as collateral to secure such indebtedness. As a result, a default under applicable debt covenants could have an adverse effect on our financial condition or results of operations.

Certain of our debt agreements are subject to margin calls based on the lender’s opinion of the value of the collateral securing such financing. A margin call would require the borrower to repay a portion of the outstanding borrowings. A large, unanticipated margin call could have a material effect on our liquidity.

At December 31, 2019, $722.02022, $37 million of our borrowings under our debtwarehouse financing agreements was at variable rates of interest, thereby exposing us to interest rate risk. If interest rates continue to increase, our debt service obligations on the variable rate indebtedness would increase even if the amount borrowed remained the same, and our net loss would increase. In addition, our variable rate indebtedness may use LIBOR as a benchmark for establishing the rate. LIBOR is the subject of recent national, international and other regulatory guidance and proposals for reform. These reforms and other pressures may cause LIBOR to disappear entirely or to perform differently than in the past. The consequences of these developments cannot be entirely predicted, but could include an increase in the cost of our variable rate indebtedness.

We May Need to Raise Additional Capital to Grow Our Business and We May Not Be Able to Raise Additional Capital on Terms Acceptable to Us, or At All.

Growing and operating our business, including through the development of new and enhanced products and services, may require significant cash outlays, liquidity reserves and capital expenditures. If cash on hand, cash generated from operations and cash equivalents and investment balances are not sufficient to meet our cash and liquidity needs or fund future growth and development, we may need to seek additional capital and we may not be able to raise the necessary cash on terms acceptable to us, or at all. For example, Zillow Offers requires significant cash to acquire, update and sell homes. We currently utilize three credit facilities we entered into in
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July 2018, January 2019, and October 2019 to provide capital for Zillow Offers, and may seek to enter into similar credit facilities in the future. In addition, to provide capital for mortgage home loan originations for Zillow Home Loans, we utilize warehouse and repurchase facilities. Refer to Note 1513 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on our revolving credit facilitieswarehouse and mortgageloan repurchase facilities. In addition, in February 2021, we entered into an Equity Distribution Agreement pursuant to which we may offer and sell from time to time, through certain financial institutions, shares of our Class C capital stock having an aggregate gross sales price of up to $1 billion, and as of November 2022, our board of directors has authorized the repurchase of up to a total of $1.8 billion of our Class A common stock, Class C capital stock, a combination thereof, or our outstanding convertible senior notes. We may decide to raise additional capital or repurchase outstanding stock or debt through these arrangements at levels or under terms that prove to be unfavorable or at times and share prices that prove to be disadvantageous based on changes in market conditions. Such decisions may negatively impact our financial position and/or future ability to raise capital. Financing arrangements we maintain, pursue or assume may require us to grant certain rights, take certain actions, or agree to certain restrictions, that could negatively impact our business. If additional capital is not available to us on terms acceptable to us or at all, we may need to modify our business plans, which would harm our ability to grow our operations.

We Rely on Assumptions, Estimates, and Business Data to Calculate our Key Performance Indicators and Other Business Metrics, and Real or Perceived Inaccuracies in These Metrics May Harm our Reputation and Negatively Affect our Business.

Certain of our performance metrics are calculated using third party applications or internal company data that have not been independently verified. While these numbers are based on what we believe to be reasonable calculations for the applicable period of measurement, there are inherent challenges in measuring such information. For example, our measurement of visits and unique users may be affected by applications that automatically contact our servers to access our mobile applications and websites with no user action involved, and this activity can cause our system to count the user associated with such a device as a unique user or as a visit on the day such contact occurs.

We regularly review and may adjust our processes for calculating our performance metrics to improve accuracy. Our measure of certain metrics may differ from estimates published by third parties or from similarly-titled metrics of our competitors due to differences in methodology. If real estate professionals, our real estate partners or investors do not perceive our visits or unique users to be an accurate representation of our user engagement, or if we discover material inaccuracies in our visits or unique users, our reputation may be harmed, and real estate professionals and advertisers may be less willing to allocate their resources to our products and services, which could negatively affect our business and operating results.

We Expect Our Results of Operations to Fluctuate on a Quarterly and Annual Basis.

Our revenue and results of operations could vary significantly from period to period and may fail to match expectations as a result of a variety of factors, some of which are outside our control. The other risk factors discussed in this “Risk Factors” section may contribute to the variability of our quarterly and annual results. In addition, our results may fluctuate as a result of seasonal variances of home sales, which historically peak in the spring and summer seasons, fluctuations in the quantity of and the price at which we are able to sell,
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homes available, our remnant advertising, and the size and seasonal variability of our real estate partners’ marketing budgets. The seasonal variance and cyclical nature of home sales may contribute to the variability of our revenue and results of operations for our Homes and Mortgages segments,segment, in particular, which seasonality may be masked as those segments are growing.by segment growth. As a result of the potential variations in our revenue and results of operations, period-to-period comparisons may not be meaningful and the results of any one period should not be relied on as an indication of future performance. In addition, our results of operations may not meet the expectations of investors or public market analysts who follow us, which may adversely affect our stock price.

We Could Be Subject to Additional Income Tax Liabilities and Our Ability to Use Our Net Operating Loss Carryforwards and Certain Other Tax Attributes May Be Limited.Liabilities.

We are subject to federal and state income taxes in the United States (federal and in Canada.state), Canada, and Serbia. Tax laws, regulations, and administrative practices in various jurisdictions may be subject to significant change, with or without notice, due to economic, political, and other conditions,conditions. New tax laws, regulations and significantadministrative practices could be enacted or adopted at any time, and existing tax laws, regulations and administrative practices could be interpreted, modified or applied adversely to us, possibly with retroactive effect. These changes could require us to pay additional taxes, penalties, interest and other related costs, and also could increase our compliance, operating and other costs. For instance, the recently enacted Inflation Reduction Act imposes, among other rules, a 15% minimum tax on the book income of certain large corporations and a 1% excise tax on certain corporate stock repurchases.

Significant judgment is required in evaluating and estimating these taxes.the taxes imposed under such tax laws. Our effective tax rates could be affected by numerous factors, such as entry into new businesses and geographies, changes to our existing business and operations, acquisitions and investments and how they are financed, changes in our stock price, changes in our deferred tax assets and liabilities and their valuation, and changes in the relevant tax, accounting, and other laws, regulations, administrative practices, principles, and interpretations. For example, On December 22, 2017,We are required to take positions regarding the U.S. government enacted comprehensiveinterpretation of complex statutory and regulatory tax legislation underrules and on valuation matters that are subject to uncertainty, and the Internal Revenue Service or other tax authorities may challenge the positions we take.

Our Ability to Use Our Net Operating Loss Carryforwards and Certain Other Tax Attributes May Be Limited.

We have incurred losses during our history. To the extent that we continue to generate losses, unused losses will carry forward to offset future taxable income, if any, until such unused losses expire, if at all. Under the Tax CutsAct, as modified by the Coronavirus Aid, Relief, and JobsEconomic Security Act, (the “Tax Act”). The Tax Act makes broad and complex changes to the U.S. tax code, including but not limited to: (1) reducing the U.S.United States federal corporate tax rate from 35 percent to 21 percent; (2) requiring companies to pay a one-time transition tax on certain untaxed earnings of foreign subsidiaries; (3) generally eliminating U.S. federal income taxes on dividends from foreign subsidiaries; (4) eliminating the corporate alternative minimum tax (“AMT”) and how AMT credits are utilized; and (5) the additional limitations on deducting executive compensation under IRC section 162(m); and (6) changing rules related to uses and limitations of net operating loss carryforwards createdgenerated in taxtaxable years beginning after December 31, 2017.
The Tax Act significantly changes how2017, may be carried forward indefinitely, but the U.S. taxes corporations. The Tax Act requires complex computations to be performed that were not previously required in U.S. tax law, significant judgments to be made in interpretationdeductibility of the provisions of the Tax Act and significant estimates in calculations, and the preparation and analysis of information not previously relevant
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or regularly produced. The U.S. Treasury Department, the IRS, and other standard-setting bodies have not implemented all relevant regulations or issued substantive guidance to-date and could interpret or issue guidance on how provisions of the Tax Act will be applied or otherwise administered that is different from our current interpretation.
As of December 31, 2019, we had federalsuch net operating loss carryforwards in taxable years beginning after December 31, 2020 is limited to 80% of approximately $1,137.6 million, state net operating loss carryforwards of approximately $34.3 million (tax effected), and net tax credit carryforwards of approximately $71.0 million. Undertaxable income.

In addition, under Sections 382 and 383 of the Internal Revenue Code of 1986, as amended (the “Code”), if a corporation undergoes an ownership change,“ownership change”, the corporation’s ability to use its pre-change net operating loss carryforwards and other pre-change tax attributes, such as research taxand development credits, to offset its post-change taxable income or income tax liability may be limited. In connection withAn “ownership change” occurs for these purposes if one or more shareholders (including certain groups of shareholders) that each owns at least 5% of the corporation’s stock by value increase their aggregate ownership by more than 50 percentage points over their lowest ownership percentages within a rolling three-year period. Similar rules may apply under state tax laws. We have undergone ownership changes in the past, and we may experience ownership changes in the future because of shifts in our August 2013 public offeringstock ownership, many of which are outside of our Class A Common stock,control. As a result, if we experienced an ownership change that triggered Sections 382 and 383, which may limitachieve profitability, our ability to utilizeuse our net operating loss carryforwards and other tax credit carryforwards. In connection with our February 2015 acquisition of Trulia, Inc., Trulia, Inc. experienced an ownership change that triggered Section 382 and 383,attributes to offset future United States federal taxable income or income tax liabilities may be, or may become, subject to limitations, which may limit Zillow Group’s abilitycould result in increased future tax liability to utilize Trulia, Inc.’s net operating loss and tax credit carryforwards.us.

Risks Related to Ownership of Our Common and Capital Stock and Debt Instruments

Our Class A Common Stock and Class C Capital Stock Prices May Be Volatile, and the Value of an Investment in Our Class A Common Stock and Class C Capital Stock May Decline.

An active, liquid and orderly market for our Class A common stock and Class C capital stock may not be sustained, which could depress the trading price of our Class A common stock and Class C capital stock. The trading price of our Class A common stock and Class C capital stock has at times experienced price volatility and may continue to be volatile. For example, since shares of our Class A common stock began trading in February 2015,during the last three fiscal years ending December 31, 2022, the closing price of our Class A common stock has ranged from $17.06$23.51 per share to $65.21$203.79 per share (adjusted forshare. During the August 2015 stock split effected in the form of a dividend) through December 31, 2019. Since shares of our Class C capital stock began trading in August 2015,same time period, the closing price of our Class C capital stock has ranged from $16.01$25.01 per share to $65.57$199.90 per share through December 31, 2019.share. The market price of our Class A common stock and Class C capital stock could be
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subject to wide fluctuations in response to many of the risk factors discussed in this Annual Report on Form 10-K and others beyond our control, including:

actual or anticipated fluctuations in our financial condition and results of operations;
changes in projected operational and financial results;
addition or loss of significant customers;
actual or anticipated changes in our growth rate relative to that of our competitors;
announcements by us or our competitors of significant acquisitions, strategic partnerships, joint ventures or capital-raising activities or commitments;
announcements of technological innovations or new offerings by us or our competitors;
additions or departures of key personnel;
changes in laws or regulations applicable to our services;
fluctuations in the valuation of companies perceived by investors to be comparable to us;
the inclusion, exclusion, or deletion of our Class A common stock and Class C capital stock from any trading indices, such as the S&P 500 Index;
issuance of new or updated research or reports by securities analysts;
sales of our Class A common stock and Class C capital stock by us or our shareholders;
issuancesrepurchases of our Class A common stock upon conversion of the 2020 Notes and Class C capital stock by us or our shareholders;
issuances of our Class C capital stock upon conversion of our 20212024 Notes, 2023 Notes, 20242025 Notes or 2026 Notes;
stock price and volume fluctuations attributable to inconsistent trading volume levels of our shares; and
general economic and market conditions.

Furthermore, the stock markets in recent years have experienced extreme price and volume fluctuations that have affected and continue to affect the market prices of the equity securities of many companies. These fluctuations often have been unrelated or disproportionate to the operating performance of those companies. These broad market and industry fluctuations, as well as general economic, political and market conditions such as recessions, changes to federal monetary policy, interest rate changesrates or international currency fluctuations, may negatively impact the market price of our Class A common stock and Class C capital stock. In the past, companies that have experienced volatility in the market price of their stock have been subject to securities class action litigation. We have in the past been and are currently the target of this type of litigation, and we may continue to be the target of this type of litigation in the future. Past, current, and future securities litigation against us could result in substantial costs and
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divert management’s attention from other business concerns, which could harm our business, results of operations or financial condition.

The Structure of Our Capital Stock as Contained in Our Charter Documents Has the Effect of Concentrating Voting Control With Our Founders, and Limits Your Ability to Influence Corporate Matters.

Since Zillow Group’s inception, our capital structure has included authorized Class A common stock and authorized Class B common stock. Our Class A common stock entitles its holder to one vote per share, and our Class B common stock entitles its holder to 10 votes per share. All shares of Class B common stock have been and are held or controlled by our founders, Richard Barton and Lloyd Frink. As of December 31, 2019,2022, Mr. Barton’s holdings and Mr. Frink’s holdings represented approximately 31.3%31.6% and 20.4%20.5%, respectively, of the voting power of our outstanding capital stock.

For the foreseeable future, Mr. Barton and Mr. Frink will therefore have significant control over our management and affairs and will be able to control most matters requiring shareholder approval, including the election or removal (with or without cause) of directors and the approval of any significant corporate transaction, such as a merger or other sale of us or our assets. In addition, because our Class C capital stock carries no voting rights (except as required by applicable law or as expressly provided in our amended and restated articles of incorporation), the issuance of Class C capital stock (instead of Class A common stock) could prolong the duration of Mr. Barton’s and Mr. Frink’s relative ownership of our voting power. This concentrated control could delay, defer or prevent a change of control, merger, consolidation, takeover, or other business combination involving us that you, as a shareholder, may otherwise support. This concentrated control could also discourage a potential investor from acquiring our Class A common stock or Class C capital stock due to the limited voting power of such stock relative to the Class B common stock and might harm the market price of our Class A common stock and Class C capital stock.

Future Sales of Our Stock in the Public Market Could Cause Our Stock Price to Decline.
Our Class A common stock began trading on The Nasdaq Global Select Market on February 18, 2015, and our Class C capital stock began trading on The Nasdaq Global Select Market on August 17, 2015.
We cannot predict the effect, if any, that market sales of shares or the availability of shares for sale will have on the prevailing trading price of our Class A common stock and Class C capital stock from time to time. There is currently no contractual restriction on our ability to issue additional shares, and all of our outstanding shares are generally freely tradable,
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except for shares held by our “affiliates” as defined in Rule 144 under the Securities Act of 1933, as amended, which may be sold in compliance with the volume restrictions of Rule 144. Sales of a substantial number of shares of our Class A common stock and Class C capital stock could cause our stock price to decline. In addition, we may in the future issue shares of Class C capital stock for financings, acquisitions, equity incentives, including under our Equity Distribution Agreement or equity incentives.to settle our outstanding convertible notes. If we issue shares of Class C capital stock in the future, such issuances would have a dilutive effect on the economic interest of our Class A common stock.

If Securities or Industry Analysts or Other Third Parties Do Not Publish Research or Publish Inaccurate or Unfavorable Research About Our Business, Our Class A Common Stock and Class C Capital Stock Price and Trading Volume Could Decline.

The trading market for our Class A common stock and Class C capital stock depends in part on the research and reports that securities or industry analysts or other third parties publish about our company. If few or no securities or industry analysts or other third parties cover our company, the market price of our publicly-traded stock could be negatively impacted. If securities or industry analysts or other third parties cover us and if one or more of such analysts downgrade our stock or publish inaccurate or unfavorable research about our business, our stock price would likely decline. If one or more of the analysts covering us fail to publish reports on us regularly, demand for our stock could decline, which could cause our stock price and trading volume to decline.

If We Issue Additional Equity Securities or Issue Additional Convertible Debt to Raise Capital or Elect to Settle Conversions of Our Convertible Senior Notes in Stock, It May Have a Dilutive Effect on Shareholders’ Investment.

If we raise additional capital through further issuances of equity or convertible debt securities or elect to settle conversions of our convertible senior notes in shares of our Class C capital stock, our existing shareholders could suffer significant dilution in their percentage ownership of us. Moreover, any new equity securities we issue could have rights, preferences and privileges senior to those of holders of our common stock.

The Capped Call Transactions May Affect the Value of Our 2021 Notes, 2023 Notes, 2024 Notes, 2026 Notes and Our Class C Capital Stock.
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In connection with the pricing of each of the 2021 Notes, 2023 Notes, 2024 Notes and 2026 Notes, we entered into capped call transactions with certain financial institutions (the “option counterparties”). The capped call transactions are expected generally to reduce the potential dilution uponin connection with the conversion of the 2021 Notes, 2023 Notes, 2024 Notes or 2026 Notes and/or offset any cash payments we are required to make in excess of the principal amount of converted notes, as the case may be. In connection with our Convertible Senior Notes due in 2021 (“2021 Notes”) and 2023 (“2023 Notes”), the balance of which we redeemed in late 2020 and mid-2021 respectively, we exercised our right to keep the associated capped call confirmations open through the expiration of the 2021 Notes and 2023 Notes, which caused short term dilution. We may pursue similar options with the capped call confirmations associated with each of the 2024 Notes and 2026 Notes in the future.

The option counterparties or their respective affiliates may modify their hedge positions by entering into or unwinding various derivative transactions with respect to our Class C capital stock and/or purchasing or selling our Class C capital stock or other securities of ours in secondary market transactions prior to the maturity of each of the 20212024 Notes 2023 Notes, 2024 Note, and 2026 Notes (and are likely to do so during any observation period related to a conversion of 2021 Notes, 2023 Notes, 2024 Notes or 2026 Notes or in connection with any repurchase of 2021 Notes, 2023 Notes, 2024 Notes or 2026 Notes by us). This activity could cause or avoid an increase or a decrease in the market price of our Class C capital stock, the 2021 Notes, the 2023 Notes, the 2024 Notes or the 2026 Notes.

Anti-Takeover Provisions in Our Charter Documents and Under Washington Law Could Make an Acquisition of Us More Difficult, Limit Attempts by Shareholders to Replace or Remove Our Management and Affect the Market Price of Our Stock.

Provisions in our articles of incorporation and bylaws, as amended and restated, may have the effect of delaying or preventing a change of control or changes in our management. Our amended and restated articles of incorporation or amended and restated bylaws include provisions, some of which will become effective only after the date, which we refer to as the threshold date, on which the Class B common stock controlled by our founders represents less than 7% of the aggregate number of shares of our outstanding Class A common stock and Class B common stock, that:

set forth the structure of our capital stock, which concentrates voting control of matters submitted to a vote of our shareholders with the holders of our Class B common stock, which is held or controlled by our founders;
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authorize our board of directors to issue, without further action by our shareholders, up to 30,000,000 shares of undesignated preferred stock, subject, prior to the threshold date, to the approval rights of the holders of our Class B common stock;
establish that our board of directors will be divided into three classes, Class I, Class II and Class III, with each class serving three-year staggered terms;
prohibit cumulative voting in the election of directors;
provide that, after the threshold date, our directors may be removed only for cause;
provide that, after the threshold date, vacancies on our board of directors may be filled only by the affirmative vote of a majority of directors then in office or by the sole remaining director;
provide that only our board of directors may change the board’s size;
specify that special meetings of our shareholders can be called only by the chair of our board of directors, our board of directors, our chief executive officer, our president or, prior to the threshold date, holders of at least 25% of all the votes entitled to be cast on any issue proposed to be considered at any such special meeting;
establish an advance notice procedure for shareholder proposals to be brought before a meeting of shareholders, including proposed nominations of persons for election to our board of directors;
require the approval of our board of directors or the holders of at least two-thirds of all the votes entitled to be cast by shareholders generally in the election of directors, voting together as a single group, to amend or repeal our bylaws; and
require the approval of not less than two-thirds of all the votes entitled to be cast on a proposed amendment, voting together as a single group, to amend certain provisions of our articles of incorporation.

Prior to the threshold date, our directors can be removed with or without cause by holders of our Class A common stock and Class B common stock, voting together as a single group, and vacancies on the board of directors may be filled by such shareholders, voting together as a single group. Given the structure of our capital stock, our founders, Richard Barton and Lloyd Frink, who hold or control our Class B common stock, will have the ability for the foreseeable future to control these shareholder actions. See the risk factor above titled “The Structure of Our Capital Stock as Contained in Our Charter Documents Has the Effect of Concentrating Voting Control With our Founders, and Limits Your Ability to Influence Corporate Matters.”
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The provisions described above, after the threshold date, may frustrate or prevent any attempts by our shareholders to replace or remove our current management by making it more difficult for shareholders to replace members of our board of directors, which board is responsible for appointing our management. In addition, because we are incorporated in the State of Washington, we are governed by the provisions of Chapter 23B.19 of the Washington Business Corporation Act, which prohibits certain business combinations between us and certain significant shareholders unless specified conditions are met. These provisions may also have the effect of delaying or preventing a change of control of our company, even if this change of control would benefit our shareholders.

Item 1B. Unresolved Staff Comments.
Not applicable.
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Item 2. Properties.
We have various operating leases for office space which are summarized as of December 31, 20192022 in the table below, bybelow. Given the permanent move to a flexible workforce, our operating leases no longer support specific reportable segment. Beginning January 1, 2019, Zillow Group has three segments: Homes, Internet, Media & Technology (“IMT”) and Mortgages.segments. We believe that our facilities are adequate for our current needs.
LocationPurposeApproximate
Square Feet (1)
Principal Lease
Expiration Dates
Seattle, WashingtonCorporate headquarters for Zillow Group264,745 2032
San Francisco, CaliforniaGeneral office space92,562 2032
Irvine, CaliforniaGeneral office space80,952 2027
New York, New YorkGeneral office space76,199 2030
Overland Park, KansasGeneral office space70,373 2024
Atlanta, GeorgiaGeneral office space51,822 2025
LocationPurposePrimary Reportable Segment(s)Approximate
Square Feet
Principal Lease
Expiration Dates
Seattle, WashingtonCorporate headquarters for Zillow GroupAll segments386,275  2024
New York, New YorkGeneral office spaceIMT201,562  2030
Atlanta, GeorgiaGeneral office spaceAll segments108,213  2025
San Francisco, CaliforniaGeneral office spaceAll segments105,897  2023
Irvine, CaliforniaGeneral office spaceAll segments80,312  2027
Denver, ColoradoGeneral office spaceAll segments73,781  2021
Overland Park, KansasGeneral office spaceMortgages70,373  2024
(1) Excludes square footage of subleased space.
In addition, we lease office space in several other U.S. locations in the United States and in Vancouver, British Columbia.Canada. See Note 142 and Note 2012 of Part II, Item 8 of this Annual Report on Form 10-K for more information about our lease commitments.
Item 3. Legal Proceedings.
For information regarding legal proceedings in which we are involved, see Note 2018 under the subsection titled “Legal Proceedings” in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Item 4. Mine Safety Disclosures.
Not applicable.
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PART II
Item 5. Market for Registrant’s Common Equity, Related Stockholder Matters and Issuer Purchases of Equity Securities.
Market Information and Holders
Our Class A common stock has traded on The Nasdaq Global Select Market under the symbol “ZG” since August 17, 2015 and under the symbol “Z” from July 20, 2011 through August 14, 2015.
Our Class B common stock is not listed and there is no established public trading market.
Our Class C capital stock has traded on The Nasdaq Global Select Market under the symbol “Z” since August 17, 2015. Prior to that time, there was no public market for our Class C capital stock.
Holders of Record
As of February 12, 2020,9, 2023, there were 81,316, three, and 132131 holders of record of our Class A common stock, our Class B common stock, and our Class C capital stock, respectively.
Dividends
We have never declared or paid a cash dividend on our common or capital stock and we intend to retain all available funds and any future earnings to fund the development and growth of our business. We therefore do not anticipate paying any cash dividends on our common or capital stock in the foreseeable future. Any future determinations to pay dividends on our common or capital stock would depend on our results of operations, our financial condition and liquidity requirements, restrictions that may be imposed by applicable law or our contracts and any other factors that our board of directors may consider relevant.
Recent Sales of Unregistered Securities and Use of Proceeds from Registered Securities
Recent Sales of Unregistered Securities
Except as previously reported on a current report on Form 8-K, we hadThere were no unregistered sales of equityunregistered securities during the yearthree months ended December 31, 2019.2022.
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Purchases of Equity Securities by the Issuer
None.The following table summarizes our Class A common stock and Class C capital stock repurchases during the three months ended December 31, 2022 (in millions, except share data which are presented in thousands, and per share amounts):
Total Number of Shares PurchasedAverage Price Paid Per ShareTotal Number of Shares Purchased as Part of Publicly Announced Plans or Programs (1)Approximate Dollar Value of Shares That May Yet Be Purchased Under the Plans or Programs (1)
PeriodClass A common stockClass C capital stockClass A common stockClass C capital stock
October 1 - October 31, 2022— $— $— — $674 
November 1 - November 30, 2022592 3,53034.23 34.93 4,122 531 
December 1 - December 31, 2022111 68837.11 37.57 799 500 
Total703 4,2184,921 
(1) On December 2, 2021, the Board of Directors authorized a stock repurchase program granting the authority to repurchase up to $750 million of our Class A common stock, Class C capital stock or a combination of both. On May 4, 2022, the Board of Directors authorized the repurchase of up to an additional $1 billion (together the “Repurchase Authorizations”) of our Class A common stock, Class C capital stock or a combination thereof. On November 1, 2022, the Board of Directors further expanded the Repurchase Authorizations to allow for the repurchase of a portion of our outstanding convertible senior notes. There were no repurchases of convertible senior notes during the year ended December 31, 2022. The Repurchase Authorizations do not have an expiration date.

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Performance Graph
The following graph compares our cumulative total shareholder return on Zillow Group’s common and capital stock with the Nasdaq Composite Index and the RDG Internet Composite Index.
For our Class A common stock, this graph covers the period from December 31, 2014 through December 31, 2019. This graph assumes that the value of the investment in Zillow Group’s Class A common stock and each index (including reinvestment of dividends) was $100 on December 31, 2014.
For our Class C capital stock, this graph covers the period from August 3, 2015, using the closing price for the first day of trading during the when-issued trading period prior to the August 2015 stock split effected in the form of a dividend through December 31, 2019. This graph assumes that the value of the investment in Zillow Group’s Class C capital stock (including reinvestment of dividends) was $100 on August 3, 2015.
The information contained in the graph is based on historical data and is not intended to forecast possible future performance.
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z-20221231_g1.jpg
z-20191231_g1.jpg
Item 6. Reserved.




Table of Contents
PART II
Item 6. Selected Financial Data.
The selected financial data set forth below should be read in conjunction with the information under “Management’s Discussion and Analysis of Financial Condition and Results of Operations” and our consolidated financial statements and related notes included elsewhere in this Annual Report on Form 10-K and our previously audited financial statements that are not included herein. We have included Trulia, Inc. in Zillow Group’s results of operations prospectively after February 17, 2015, the date of acquisition. We have given retroactive effect to prior period share and per share amounts in our consolidated statements of operations for the August 2015 stock split effected in the form of a dividend so that prior periods are comparable to current period presentation. Prior periods have been recast to align with Zillow Group’s segment change effective January 1, 2019. In 2018, our business model evolved significantly with the launch of Zillow Offers in April and the acquisition of Zillow Home Loans in October. Zillow Offers, for example, is a cash- and inventory-intensive business with a high cost of revenue as compared with other parts of our operations; the cost of revenue includes the amount we pay to purchase homes and costs incurred to renovate the homes prior to sale. Revenue for the Homes segment includes the sale prices of homes less resale concessions and credits to the buyer, and does not reflect real estate agent commissions, closing or other associated costs. As a result of this evolution of our business model, financial performance for prior year periods may not be indicative of future performance. Amounts are in thousands, except per share data.
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 Year Ended December 31,
 20192018201720162015
 
Statement of Operations Data:
Revenue:
Homes$1,365,250  $52,365  $—  $—  $—  
       IMT1,276,896  1,201,143  996,203  775,456  600,414  
Mortgages100,691  80,046  80,591  71,133  44,263  
Total revenue2,742,837  1,333,554  1,076,794  846,589  644,677  
Cost of revenue (exclusive of amortization) (1)(2):
Homes1,315,345  49,392  —  —  —  
IMT98,522  96,693  80,310  64,446  55,946  
Mortgages18,154  7,505  4,893  4,816  4,181  
Total cost of revenue1,432,021  153,590  85,203  69,262  60,127  
Sales and marketing (1)714,128  552,621  448,201  382,419  308,125  
Technology and development (1)477,347  410,818  319,985  255,583  184,477  
General and administrative (1)366,176  262,153  210,816  332,007  184,984  
Impairment and restructuring costs (1)—  79,000  174,000  —  35,551  
Acquisition-related costs—  2,332  463  1,423  16,576  
Integration costs650  2,015  —  —  —  
Loss (gain) on divestiture of businesses—  —  —  (1,251) 4,368  
Total costs and expenses2,990,322  1,462,529  1,238,668  1,039,443  794,208  
Loss from operations(247,485) (128,975) (161,874) (192,854) (149,531) 
Loss on debt extinguishment—  —  —  (22,757) —  
Other income39,658  19,270  5,385  2,711  1,501  
Interest expense(101,792) (41,255) (27,517) (7,408) (5,489) 
Loss before income taxes(309,619) (150,960) (184,006) (220,308) (153,519) 
Income tax benefit (expense)4,258  31,102  89,586  (130) 4,645  
Net loss$(305,361) $(119,858) $(94,420) $(220,438) $(148,874) 
Net loss per share—basic and diluted$(1.48) $(0.61) $(0.51) $(1.22) $(0.88) 
Weighted average shares outstanding—basic and diluted206,380  197,944  186,453  180,149  169,767  
(1) Includes share-based compensation as follows:
Cost of revenue$3,978  $4,127  $3,884  $3,550  $2,384  
Sales and marketing25,126  22,942  22,735  23,320  25,391  
Technology and development69,921  56,673  39,938  31,466  26,849  
General and administrative99,877  65,342  47,014  48,582  50,590  
Impairment and restructuring costs—  —  —  —  14,859  
Total$198,902  $149,084  $113,571  $106,918  $120,073  
(2) Amortization of website development costs and intangible assets included in technology and development$61,937  $79,309  $94,349  $87,060  $63,189  

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 At December 31,
 20192018201720162015
 
Balance Sheet Data:
Cash, cash equivalents and investments$2,422,252  $1,554,925  $762,539  $507,515  $520,289  
Working capital2,589,637  1,605,200  723,138  485,617  493,672  
Property and equipment, net170,489  135,172  112,271  98,288  85,523  
Total assets6,131,973  4,291,116  3,230,517  3,149,677  3,135,700  
Long-term debt1,543,402  699,020  385,416  367,404  230,000  
Other long-term liabilities232,633  37,419  65,890  151,444  146,225  
Total shareholders’ equity3,435,421  3,267,179  2,660,823  2,533,587  2,679,053  
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Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations.
The following discussion of our financial condition and results of operations should be read in conjunction with our audited consolidated financial statements and the related notes included elsewhere in this Annual Report on Form 10-K. In the fourth quarter of 2021, we began to wind down the operations of Zillow Offers, our iBuying business which purchased and sold homes directly in certain markets across the country. The followingwind down of Zillow Offers operations was completed in the third quarter of 2022, and we have presented the financial results of Zillow Offers as discontinued operations in our consolidated financial statements for all periods presented. The discussion focuses on 2019of 2021 and 20182020 financial condition, and results of operations and year-to-year comparisons between 2019 and 2018. Similar discussion of our 2017 financial condition and results and year-to-year comparisons between 2018 and 2017 can be found in “Management’s Discussion and Analysis of Financial Condition and Results of Operations” in Part II, Item 7 ofwithin the Company’s Annual Report on Form 10-K for the year ended December 31, 2018.sections below have been revised to conform with this current period presentation.
In addition to historical financial information, the following discussion contains forward-looking statements that reflect our plans, estimates and beliefs. Our actual results may differ materially from those described in or implied by any forward-looking statements. Factors that could cause or contribute to these differences include those discussed below and elsewhere in this Annual Report on Form 10-K, particularly in the section titled “Risk Factors”.
Overview of our Business
Zillow Group Inc. houses one of the largest portfolios ofis reimagining real estate brands on mobile and the web. Zillow Group is committed to leveraging its proprietary data, technology and innovations to make home buying, selling, financingit easier to unlock life’s next chapter. As the most visited real estate website in the United States, Zillow and renting a seamless,its affiliates offer customers an on-demand experience for customers. As its flagship brand,selling, buying, renting or financing with transparency and ease.
Our portfolio of consumer brands includes Zillow now offers a fully integrated home shopping experience that includes access to for sale and rental listings, Zillow Offers, which provides a hassle-free way to buy and sell eligible homes directly through Zillow, andPremier Agent, Zillow Home Loans, Zillow’s affiliatedour affiliate lender, that provides an easy way to receive mortgage pre-approvals and financing. Other consumer brands includeZillow Closing Services, Zillow Rentals, Trulia, StreetEasy, HotPads Naked Apartments and Out East. In addition, Zillow Group provides a comprehensive suite of marketing software and technology solutions to helpfor the real estate partners maximize business opportunitiesindustry which include Mortech, New Home Feed and connect with millionsShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans.
Discontinued Operations
In the fourth quarter of customers.2021, the Board of Directors (the “Board”) of Zillow Group made the determination to wind down the operations of Zillow Offers, our iBuying business brandswhich purchased and sold homes directly in certain markets across the United States. The wind down was completed in the third quarter of 2022 and resulted in approximately a 25% reduction of Zillow Group’s workforce. The financial results of Zillow Offers have been presented in the accompanying consolidated financial statements as discontinued operations and, therefore, are excluded from the following discussion of the results of our continuing operations. In addition, the discussion of 2021 and 2020 financial condition, results of operations and year-to-year comparisons within the sections below have been revised to conform with this current period presentation. Given the wind down of Zillow Offers and corresponding shift in our strategic plans, financial performance for real estate, rentalprior and mortgage professionals, include Mortech, dotloop, Bridge Interactivecurrent periods may not be indicative of future performance. For additional information regarding discontinued operations, see Note 3 in our Notes to the Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
August 2022 Equity Award Actions
On August 3, 2022, upon the recommendation of the Compensation Committee of the Board, the Board approved adjustments to the exercise price of certain outstanding vested and New Home Feed.unvested option awards for eligible employees. The exercise price of eligible option awards was reduced to $38.78, which was the closing market price of our Class C capital stock on August 8, 2022. No other changes were made to the terms and conditions of the eligible option awards. In addition, the Board approved a supplemental grant of restricted stock units to eligible employees that was granted on August 8, 2022 and vests quarterly over a two-year period beginning in August 2022. The repricing of eligible option awards and the issuance of supplemental restricted stock units (collectively the “August 2022 Equity Award Actions”) is expected to result in total incremental share-based compensation expense of approximately $189 million, $77 million of which was recognized during the year ended December 31, 2022. The remaining expense will be recognized over the remaining requisite service period, which is largely over the next two years. For additional information regarding the August 2022 Equity Award, see Note 16 in our Notes to the Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Reportable Segments and Revenue Overview
As of January 1, 2019, Zillow Group has three reportable segments: the Homes segment, the Internet, Media & Technology (“IMT”) segment, the Mortgages segment and the MortgagesHomes segment. The Homes segment includes the financial results from Zillow Group’s purchase and sale of homes directly through the Zillow Offers service.
The IMT segment includes the financial results for the Premier Agent Rentals and new constructionrentals marketplaces (including StreetEasy rentals product offerings) as well as dotloop, displayOther IMT, which includes our new construction marketplace and revenue from the sale of
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other advertising and business software solutions.technology solutions for real estate professionals, including display, StreetEasy for-sale product offerings and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans. In the fourth quarter of 2021, we began to include the financial results of ShowingTime in the IMT segment. For additional information regarding the September 2021 acquisition of ShowingTime, see Note 9 in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K. The Mortgages segment primarily includes the financial results for mortgage originations through Zillow Home Loans and advertising sold to mortgage lenders and other mortgage professionals, mortgage originations through Zillow Home Loans and our Mortech mortgage software solutions.
In ourprofessionals. The Homes segment we generate revenueincludes the financial results from title and escrow services performed by Zillow Closing Services and certain indirect costs of the resale of homes on the open market through our Zillow Offers service. We began buying homes through the Zillow Offers service in April 2018, and we began selling homes in July 2018.Homes segment which do not qualify as discontinued operations.
Premier Agent revenue is generated by the sale of advertising services, as well as marketing and technology products and services, to help real estate agents and brokers grow and manage their businesses. We offer these products and services through our Premier Agent andprogram. Premier Broker programs. Premier Agent and Premier Broker advertising products, which include the delivery of impressions and validated consumercustomer connections, or leads, are primarily soldoffered on a share of voice basis. Impressions and leadsConnections are distributed to Premier Agents and Premier BrokersAgent partners in proportion to their share of voice, or an agent advertiser’s share of total advertising purchased in a particular zip code. ImpressionsConnections are delivered when an advertisement of a Premier Agent or Premier Broker appears on pages viewed by users of our mobile applications and websites and connections are delivered when consumercustomer contact information is provided to Premier Agents and Premier Brokers.Agent partners. Connections and impressions are each provided as part of our suite of advertising services for Premier Agent and Premier Brokers;partners; we do not charge a separate fee for these consumercustomer leads.
In October 2018, we began testingWe also offer a new Flexpay for performance pricing model called “Flex” for Premier Agent and Premier Broker advertising services in limited markets. We may continuecertain markets to extend the testing of this pricing model to additional regions in the future.select partners. With the Flex model, Premier Agents and Premier BrokersAgent partners are provided with impressions and connectionsvalidated leads at no upfrontinitial cost and they pay a performance advertising fee only when a real estate transaction is closed with one of those leads.the leads within two years.
Rentals revenue primarily includes advertising sold to property managers, landlords and other rental professionals on a cost per lead, cost per click, cost per lease, listing or cost per listing basis.impression basis or for a fixed fee for certain advertising packages through both Zillow and StreetEasy. Rentals revenue also includes revenue generated throughfrom our rental applications product, wherebythrough which potential renters can submit applications to multiple properties for a flat service fee.
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Other IMT revenue primarily includes revenue generated by our new construction marketplace and display advertising, as well as revenue from the sale of various other advertising and business technology solutions for real estate professionals, including dotloop.display, StreetEasy for-sale product offerings and ShowingTime+. New construction revenue primarily includes advertising services sold to home builders on a cost per residential community or cost per impression basis. Our dotloop real estate transaction management software-as-a-service solution is a monthly subscription service allowing real estate partners to efficiently manage their transactions. Display revenue primarily consists of graphical mobile and web advertising sold on a cost per impression or cost per click basis to advertisers promoting their brands on our mobile applications and websites. StreetEasy revenue includes advertising services sold to real estate professionals serving the New York City for-sale market primarily on a cost per listing or performance fee basis. ShowingTime revenue is primarily generated by Appointment Center, a software-as-a-service and call center solution allowing real estate agents, brokerages and multiple listing services to efficiently schedule real estate viewing appointments on behalf of their customers. Appointment Center services also include call center specialists who provide scheduling support to customers. Appointment Center revenue is primarily billed in advance on a monthly basis.
In our Mortgages segment, we generate revenue from advertising sold to mortgage lenders and other mortgage professionals on a cost per lead or subscription basis, including our Connect and Custom Quote services, and from Mortech, which provides subscription-based mortgage software solutions, including a product and pricing engine and lead management platform. We alsoprimarily generate revenue through mortgage originations and the related sale of mortgages on the secondary market through Zillow Home Loans.Loans and from advertising sold to mortgage lenders and other mortgage professionals on a cost per lead basis, including our Custom Quote and Connect services.
Homes segment revenue relates to revenue associated with title and escrow services provided through Zillow Closing Services and was not material for the periods presented.
For additional information regarding our revenue recognition policies, see Note 2 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Financial Highlights

Overview
For the years ended December 31, 20192022 and 2018,2021, we generated revenue of $2,742.8 million$2.0 billion and $1,333.6 million,$2.1 billion, respectively, representing a year-over-year growthdecrease of 106%8%. The increasedecrease in total revenue was primarily attributable to the following:

Our Zillow Offers business began selling homes in July of 2018. HomesMortgages segment revenue grewdecreased by $127 million to $1,365.3$119 million for the year ended December 31, 2019 due2022 compared to the sale of 4,313 homes at an average selling price of $316.5 thousand per home. For the year ended December 31, 2018, Homes revenue was $52.4 million due to the sale of 177 homes at an average selling price of $295.8 thousand per home. As of December 31, 2019, Zillow Offers was operating in 22 metropolitan areas.

Premier Agent revenue increased by $25.5 million to $923.9$246 million for the year ended December 31, 20192021, driven primarily by a decrease in revenue generated by Zillow Home Loans, as total loan origination volumes decreased 62% primarily resulting from a decrease in demand for refinance mortgages attributable to the rising and volatile interest rate environment. The decrease in Mortgages segment revenue was also impacted by a decrease in revenue from Custom Quote and Connect advertising services.
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Premier Agent revenue decreased by $105 million to $1.3 billion for the year ended December 31, 2022 compared to $898.3$1.4 billion for the year ended December 31, 2021. The decrease in Premier Agent revenue was primarily due to macro housing market factors including interest rate and home price increases and volatility, as well as tight housing inventory levels. These factors resulted in a 10% decrease in Premier Agent revenue per visit.
The decreases noted above were partially offset by a $48 million increase in Other IMT revenue to $274 million for the year ended December 31, 2018.

Rentals revenue increased by $29.6 million2022 compared to $164.2$226 million for the year ended December 31, 2019 compared2021, primarily due to $134.6 million for the year ended December 31, 2018.

Mortgagesaddition of ShowingTime revenue increased by $20.6 million to $100.7 million for the year ended December 31, 2019 compared to $80.0 million for the year ended December 31, 2018, driven by our mortgage originations business, which we acquiredbeginning in the fourth quarter of 2018.2021.

Visits forFor the years ended December 31, 20192022 and 2018 were 8,065.5 million2021, we generated total gross profit of $1.6 billion and 7,182.1 million,$1.8 billion, respectively, representing a year-over-year growthdecrease of 12%. The increase, due to the combined factors discussed below.
Health of Housing Market
Our financial performance is impacted by changes in visits increasedthe health of the housing market, which is impacted, in turn, by general economic conditions. Current market factors, including low housing inventory, fewer new for-sale listings, increases and volatility in mortgage interest rates as well as home price fluctuations, inflationary conditions and changing rental occupancy rates may have a negative impact on the number of eventstransactions that consumers complete using our products and services and on demand for our advertising services. The extent to which these factors impact our results and financial position will depend on future developments, which are uncertain and difficult to predict.
COVID-19 Impact
The effect and extent of the impact of the COVID-19 pandemic on our business continues to be uncertain and difficult to predict. While we monetized acrosshave seen recovery in our revenue categories.

business and the businesses of our customers and real estate partners from the initial economic effects of the pandemic, the duration and impact of the COVID-19 pandemic (including variants) may continue to affect our financial results. The average number of monthly unique users for the three months ended December 31, 2019extent to which COVID-19 (including any variants) continues to impact our results and 2018 were 172.6 millionfinancial position will depend on future developments, which are uncertain and 157.2 million, respectively, representing year-over-year growth of 10%.difficult to predict.
Key Metrics
Management has identified visits, and unique users and the volume of loans originated through Zillow Home Loans as relevant to investors’ and others’ assessment of our financial condition and results of operations. We no longer consider the number of homes sold as a key metric given the wind down of Zillow Offers operations.
Visits
The number of visits is an important metric because it is an indicator of consumers’ level of engagement with our mobile applications, websites and other services. We believe highly engaged consumers are more likely to participate inuse our Zillow Offers program or useproducts and services, including Zillow Homes Loans, or more likely to be transaction-ready real estate market participants and therefore are more sought-after by our real estatePremier Agent partners.
We define a visit as a group of interactions by users with the Zillow, Trulia and StreetEasy mobile applications and websites, as we monetize our Premier Agent and Premier Broker products on these mobile applications and websites. A single visit can contain multiple page views and actions, and a single user can open multiple visits across domains, web browsers, desktop or mobile devices. Visits can occur on the same day, or over several days, weeks or months.
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Zillow and StreetEasy measure visits with Google Analytics, and Trulia measures visits with Adobe Analytics. Visits to Trulia end after thirty minutes of user inactivity. Visits to Zillow and StreetEasy end either: (i) after thirty minutes of user inactivity or at midnight; or (ii) through a campaign change. A visit ends through a campaign change if a visitor arrives via one campaign or source (for example, via a search engine or referring link on a third-party website), leaves the mobile application or website, and then returns via another campaign or source.
The following table presents the number of visits to our mobile applications and websites for the periods presented (in millions)millions, except percentages):
Year Ended December 31,2021 to 2022
% Change
2020 to 2021 % Change
202220212020
Visits10,470 10,207 9,627 %%
Unique Users
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Year Ended December 31,2018 to 2019
% Change
2017 to 2018
% Change
201920182017
Visits8,065.5  7,182.1  6,314.4  12 %14 %
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Unique Users
Measuring unique users is important to us because much of our revenue depends in part on our ability to enable real estate, rental and mortgage professionals to connect with our customers - home buyers and sellers, renters and individuals with or looking for a mortgage.mortgage to real estate, rental and mortgage professionals, products and services. Growth in consumer traffic to our mobile applications and websites increases the number of impressions, clicks, connections, leads and other events we can monetize to generate revenue. For example, our Homes segment revenue depends in part, on users accessing our mobile applications and websites to engage in the sale, purchase and purchasefinancing of homes, including with Zillow Group,Home Loans, and our Premier Agent revenue, rentals revenue and display revenue depend on advertisements being served to users of our mobile applications and websites.
We count a unique user the first time an individual accesses one of our mobile applications using a mobile device during a calendar month and the first time an individual accesses one of our websites using a web browser during a calendar month. If an individual accesses our mobile applications using different mobile devices within a given month, the first instance of access by each such mobile device is counted as a separate unique user. If an individual accesses more than one of our mobile applications within a given month, the first access to each mobile application is counted as a separate unique user. If an individual accesses our websites using different web browsers within a given month, the first access by each such web browser is counted as a separate unique user. If an individual accesses more than one of our websites in a single month, the first access to each website is counted as a separate unique user since unique users are tracked separately for each domain. Zillow, StreetEasy HotPads and Naked ApartmentsHotPads measure unique users with Google Analytics, and Trulia measures unique users with Adobe Analytics.
Due to third-party technological limitations, user software settings, or user behavior, Google Analytics may assign a unique cookie to different instances of access by the same individual to our mobile applications and websites. In such instances, Google Analytics would count different instances of access by the same individual as separate unique users. Accordingly, reliance on the number of unique users counted by Google Analytics may overstate the actual number of unique users who access our mobile applications and websites during the period.
The following table presents our average monthly unique users for the periods presented (in millions)millions, except percentages):
Year Ended December 31,2021 to 2022
% Change
2020 to 2021 % Change
202220212020
Average monthly unique users220 218 212 %%
Three Months Ended December 31,2018 to 2019
% Change
2017 to 2018
% Change
201920182017
Average Monthly Unique Users172.6  157.2  151.6  10 %%
Loan Origination Volume
BasisLoan origination volume is an important metric as it is a measure of Presentation
Revenue
We recognize revenue when or ashow successful we satisfy our performance obligations by transferring controlare at the origination and subsequent sale of promisedmortgage loan products or services to our customers in an amount that reflects the consideration to which we expect to be entitled in exchange for those products or services.
In our Homes segment, we generate revenue from the resale of homes on the open market through our mortgage origination business, Zillow Offers program.
In our IMT segment, we generate revenue from the sale of advertising services and our suite of marketing software and technology solutions to residential real estate businesses, professionals and consumers. These professionals include real estate, rental and new construction brand advertisers, professionals and consumers. Our three primary revenue categories within our IMT segment are Premier Agent, Rentals and Other.
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InHome Loans, which directly impacts our Mortgages segment we generate revenue fromrevenue. Loan origination volume represents the saletotal value of advertising services to mortgage lenders and other mortgage professionals, mortgageloan originations and the related sale of mortgages on the secondary marketclosed through Zillow Home Loans as well as Mortech mortgage software solutions.
Homes Revenue. Homes revenue is derived from the resale of homes on the open market through our Zillow Offers program. Homes revenue is recognized at the time of the closing of the home sale when title to and possession of the property are transferred to the buyer. The amount of revenue recognized for each home sale is equal to the sale price of the home net of resale concessions and credits to the buyer and does not reflect real estate agent commissions, closing or other costs associated with the transaction.
Premier Agent Revenue. Premier Agent revenue is derived from our Premier Agent and Premier Broker programs. Our Premier Agent and Premier Broker programs offer a suite of marketing and business technology products and services to help real estate agents and brokers achieve their advertising goals, while growing and managing their businesses and brands. All Premier Agents and Premier Brokers receive access to a dashboard portal on our mobile application and website that provides individualized program performance analytics, our customer relationship management, or CRM, tool that captures detailed information about each contact made with a Premier Agent or Premier Broker through our mobile and web platforms, and our account management tools. The marketing and business technology products and services promised to Premier Agents and Premier Brokers are delivered over time, as the customer simultaneously receives and consumes the benefit of the performance obligations.
Premier Agent and Premier Broker advertising products, which include the delivery of impressions and validated consumer connections, or leads, are primarily offered on a share of voice basis. Payment is received prior to the delivery of impressions and connections. Impressions are delivered when an advertisement appears on pages viewed by users of our mobile applications and websites and connections are delivered when consumer contact information is provided to Premier Agents and Premier Brokers. We do not promise any minimum or maximum number of impressions or connections to customers, but instead control when and how many impressions and connections to deliver based on a customer’s share of voice. We determine the number of impressions and connections to deliver to Premier Agents and Premier Brokers in each zip code using a market-based pricing method in consideration of the total amount spent by Premier Agents and Premier Brokers to purchase impressions and connections in the zip code during the month. This results in the delivery of impressions and connections over time in proportion to each Premier Agent’s and Premier Broker’s share of voice. A Premier Agent’s or Premier Broker’s share of voice in a zip code is determined by their proportional monthly prepaid spend in that zip code as a percentage of the total monthly prepaid spend of all Premier Agents and Premier Brokers in that zip code, and includes both the share of impressions delivered as advertisements appearing on pages viewed by users of our mobile applications and websites as well as the proportion of consumer connections a Premier Agent or Premier Broker receives. The number of impressions and connections delivered for a given spend level is dynamic - as demand for advertising in a zip code increases or decreases, the number of impressions and connections delivered to a Premier Agent or Premier Broker in that zip code decreases or increases accordingly.
We primarily recognize revenue related to the Premier Agent and Premier Broker products and services based on the monthly prepaid spend recognized on a straight-line basis during the monthly billing period over which the products and services are provided. This methodology best depicts how we satisfy our performance obligations to customers, as we continuously transfer control of the performance obligations to the customer over time. Given a Premier Agent or Premier Broker typically prepays their monthly spend and the monthly spend is refunded on a pro-rata basis upon cancellation of the contract by a customer at any point in time, we have determined that Premier Agent and Premier Broker contracts are effectively daily contracts, and each performance obligation is satisfied over time as each day lapses. We have not allocated the transaction price to each performance obligation within our Premier Agent and Premier Broker arrangements, as the amounts recognized would be the same irrespective of any allocation.
In October 2018, we began testing a new pricing model, Flex, for Premier Agent and Premier Broker advertising services in limited markets. With the Flex model, Premier Agents and Premier Brokers are provided with validated leads at no upfront cost and pay a performance advertising fee only when a real estate transaction is closed with one of the leads. With this pricing model, the transaction price represents variable consideration, as the amount to which we expect to be entitled varies based on the number of validated leads that convert into real estate transactions and the value of those transactions. During this testing phase, we recognize revenue when we receive payment for a real estate transaction closed with a Flex lead. We will continuously reevaluate this determination and the point at which we may begin to estimate variable consideration and record revenue as performance obligations are transferred.
Rentals Revenue. Rentals revenue includes the sale of advertising and a suite of tools to rental professionals, landlords and other market participants. Rentals revenue primarily includes revenue generated by advertising sold to property managers,
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landlords and other rental professionals on a cost per lead, cost per click, cost per lease, cost per listing or cost per impression basis. We recognize revenue as leads, clicks and impressions are provided to rental professionals, or as rental listings are published on our mobile applications and websites, which is the amount for which we have the right to invoice. The number of leases generated through our rentals pay per lease product during the period is accounted for as variable consideration, and we estimate the amount of variable consideration based on the expected number of qualified leases secured during the period. We do not believe that a significant reversal
The following table presents loan origination volume by purpose and in the amount of cumulative revenue recognized will occur once the uncertainty related to the number of leases secured is subsequently resolved.
Rentals revenue also includes revenue generated from our rental applications product through which potential renters can submit applications to multiple rental properties over a 30-day periodtotal for a flat service fee. We recognize revenue for the rental applications product on a straight-line basis during the contractual period over which the customer has the right to access and submit the rental application.
Other Revenue. Other revenue primarily includes revenue generated by new construction and display, as well as revenue from the sale of various other marketing and business products and services to real estate professionals. Our new construction marketing solutions allow home builders to showcase their available inventory to home shoppers. New construction revenue primarily includes revenue generated by advertising sold to builders on a cost per residential community basis, and revenue is recognized on a straight-line basis during the contractual period over which the communities are advertised on our mobile applications and websites. New construction revenue also includes revenue generated on a cost per impression basis whereby we recognize revenue as impressions are delivered to users interacting with our mobile applications and websites, which is the amount for which we have the right to invoice. Consideration for new construction products is billed in arrears. Display revenue primarily consists of graphical mobile and web advertising sold on a cost per thousand impressions or cost per click basis to advertisers promoting their brands on our mobile applications and websites. We recognize display revenue as clicks occur or as impressions are delivered to users interacting with our mobile applications or websites, which is the amount for which we have the right to invoice.
Mortgages Revenue. Mortgages revenue includes marketing products sold to mortgage professionals on a cost per lead basis, including our Custom Quote and a portion of our Connect services, and on a subscription basis, including a portion of our Connect service. Zillow Group operates Custom Quote and Connect through its wholly owned subsidiary, Zillow Group Marketplace, Inc., a licensed mortgage broker. For our Connect and Custom Quote cost per lead marketing products, participating qualified mortgage professionals typically make a prepayment to gain access to consumers interested in connecting with mortgage professionals. Mortgage professionals who exhaust their initial prepayment prepay additional funds to continue to participate in the marketplace. For our Connect subscription mortgage marketing product, participating qualified mortgage professionals prepay a monthly subscription fee, which they then allocate to desired geographic counties. In Zillow Group’s Connect platform, consumers answer a series of questions to find a local lender, and mortgage professionals receive consumer contact information, or leads, when the consumer chooses to share their information with a lender. Consumers who request rates for mortgage loans in Custom Quotes are presented with customized quotes from participating mortgage professionals.
For our cost per lead mortgages products, we recognize revenue when a user contacts a mortgage professional through our mortgages platform, which is the amount for which we have the right to invoice. For our subscription product, the opportunity to receive a consumer contact is based on the mortgage professional’s relative share of voice in a geographic county. When a consumer submits a contact, we contact a group of subscription mortgage professionals via text message, and the first mortgage professional to respond receives the consumer contact information. We recognize revenue based on the contractual spend on a straight-line basis during the contractual period over which the service is provided. This methodology best depicts how we satisfy our performance obligation to subscription customers, as we continuously transfer control of the performance obligation to the customer throughout the contractual period.
Beginning in the fourth quarter of 2018, mortgages revenue also includes revenue generated by Zillow Home Loans Zillow’s affiliated mortgage lender. Mortgage origination revenue recorded within our Mortgages segment reflects both origination fees and the corresponding sale, or expected future sale, of a loan. When an interest rate lock commitment is made to a customer, we record the expected gain on sale of the mortgage, plus the estimated earnings from the expected sale of the associated servicing rights, adjusted for a pull-through percentage (which is defined as the likelihood that an interest rate lock commitment will be originated), as revenue. Revenue from loan origination fees is recognized at the time the related real estate transactions are completed, usually upon the close of escrow and when we fund mortgage loans. Once funded, mortgage loans held for sale are recorded at fair value based on either sale commitments or current market quotes and are adjusted for subsequent changes in fair value until the loan is sold. Net origination costs associated with mortgage loans are recognized as incurred. We sell substantially all of the mortgages we originate and the related servicing rights to third-party purchasers.
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Mortgages revenue also includes revenue generated by Mortech, which provides subscription-based mortgage software solutions, including a product and pricing engine and lead management platform, for which we recognize revenue on a straight-line basis during the contractual period over which the services are provided.
Costs and Expenses
Cost of Revenue. Our cost of revenue consists of expenses related to operating our mobile applications and websites, including associated headcount expenses, such as salaries, benefits, bonuses and share-based compensation expense, as well as revenue-sharing costs related to our commercial business relationships, depreciation expense and costs associated with hosting our mobile applications and websites. For our Homes segment, our cost of revenue also consists of the consideration paid to acquire and make certain repairs and updates to each home, including associated overhead costs, as well as inventory valuation adjustments. For our IMT and Mortgages segments, cost of revenue also includes credit card fees and ad serving costs paid to third parties. For our Mortgages segment, our cost of revenue also consists of direct costs to originate loans, including underwriting and processing costs.
Sales and Marketing. Sales and marketing expenses consist of advertising costs and other sales expenses related to promotional and marketing activities, headcount expenses, including salaries, commissions, benefits, bonuses and share-based compensation expense for sales, sales support, customer support, marketing and public relations employees and depreciation expense. For our Homes segment, sales and marketing expenses also consist of selling costs, such as real estate agent commissions, escrow and title fees, and staging costs, as well as holding costs incurred during the period that homes are listed for sale, including utilities, taxes and maintenance. For our Mortgages segment, sales and marketing expenses include headcount expenses for loan officers and specialists supporting Zillow Home Loans.
Technology and Development. Technology and development expenses consist of headcount expenses, including salaries, benefits, bonuses and share-based compensation expense for individuals engaged in the design, development and testing of our products, mobile applications and websites and the tools and applications that support our products. Technology and development expenses also include amortization costs related to capitalized website and development activities, amortization of software, amortization of certain intangibles and other data agreement costs related to the purchase of data used to populate our mobile applications and websites, amortization of intangible assets recorded in connection with acquisitions, including developed technology and customer relationships, amongst others, equipment and maintenance costs and depreciation expense.
General and Administrative. General and administrative expenses consist of headcount expenses, including salaries, benefits, bonuses and share-based compensation expense for executive, finance, accounting, legal, human resources, recruiting, corporate information technology costs and other administrative support. General and administrative expenses also include legal settlement costs and estimated legal liabilities, legal, accounting and other third-party professional service fees, rent expense, depreciation expense and bad debt expense.
Impairment Costs. There were no impairment costs for the year ended December 31, 2019. Impairment costs for the year ended December 31, 2018 consist of a $10.0 million non-cash impairment related to our June 2017 equity investment and a $69.0 million non-cash impairment related to the indefinite-lived Trulia trade names and trademarks intangible asset. For additional information about the impairments, see Note 9 and Note 11 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.periods presented (in millions, except percentages):
Acquisition-related Costs. Acquisition-related costs consist of investment banking, legal, accounting, tax and regulatory filing fees associated with effecting acquisitions.
Integration Costs. Integration costs consist of expenses incurred to incorporate operations, systems, technology and rights and responsibilities of acquired companies, during both pre-closing and post-closing periods, into Zillow Group’s business. For the years ended December 31, 2019 and 2018, integration costs primarily include consulting-related expenses incurred in connection with the integration of Zillow Home Loans.
Other Income
Other income consists primarily of interest income earned on our cash, cash equivalents and short-term investments. For our Mortgages segment, Other income includes interest income earned on mortgage loans held for sale.
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Interest Expense
Our corporate interest expense consists of interest on Trulia’s Convertible Senior Notes due in 2020 (the “2020 Notes”) we guaranteed in connection with our February 2015 acquisition of Trulia, interest on the Convertible Senior Notes due in 2021 (the “2021 Notes”) we issued in December 2016, interest on the Convertible Senior Notes due in 2023 (the “2023 Notes”) we issued in July 2018, interest on the Convertible Senior Notes due in 2024 and in 2026 (the “Initial 2024 Notes” and the “2026 Notes”, respectively) we issued in September 2019, and interest on the additional Convertible Senior Notes due in 2024 (together with the Initial 2024 Notes, the “2024 Notes”) we issued in October 2019. Our corporate interest expense also includes the amortization of the debt discount and deferred issuance costs for the 2021 Notes, 2023 Notes, 2024 Notes and 2026 Notes over the term of the notes. Refer to Note 15 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for stated interest rates and interest payment dates for each of our convertible senior notes.
For our Homes segment, interest expense includes interest on borrowings, funding fees and other fees, including the amortization of deferred issuance costs, on our revolving credit facilities related to our Zillow Offers business. Borrowings on our revolving credit facilities bear interest at the one-month LIBOR plus an applicable margin, as defined in the credit agreements.
For our Mortgages segment, interest expense includes interest on the warehouse lines of credit and beginning in the fourth quarter of 2019, interest on the master repurchase agreement, related to our Zillow Home Loans business. Borrowings on the warehouse lines of credit and master repurchase agreement bear interest at the one-month LIBOR plus an applicable margin, as defined in the agreements.
Income Taxes
We are subject to federal and state income taxes in the United States and federal and provincial income taxes in Canada. As of December 31, 2019 and December 31, 2018, we have recorded a valuation allowance against our net deferred tax assets which we believe, based on the weight of available evidence, are not more likely than not to be realized. Therefore, no material current tax liability or expense has been recorded in the consolidated financial statements. We have accumulated federal tax losses of approximately $1,137.6 million as of December 31, 2019, which are available to reduce future taxable income. We have accumulated state tax losses of approximately $34.3 million (tax effected) as of December 31, 2019.
We recorded an income tax benefit of $4.3 million for the year ended December 31, 2019. The majority of the income tax benefit is a result of federal and state interest expense limitation carryforwards that are indefinite-lived deferred tax assets that can offset our indefinite-lived deferred tax liabilities. Net operating losses generated after December 31, 2017 can also be offset against the indefinite-lived deferred tax liabilities. Both of these items contributed to a release of the valuation allowance and the recognition of an income tax benefit.
We recorded an income tax benefit of $31.1 million for the year ended December 31, 2018. Approximately $15.4 million of the income tax benefit relates to a $69.0 million non-cash impairment we recorded during the year ended December 31, 2018 related to the indefinite-lived Trulia trade names and trademarks intangible asset. The remaining portion of our income tax benefit is primarily the result of net operating losses generated after December 31, 2017 with an indefinite carryforward period due to the Tax Cuts and Jobs Act of 2017 (“the Tax Act”). Current year net operating losses can now be offset against the indefinite-lived deferred tax liabilities which resulted in a release of the valuation allowance and the recognition of an income tax benefit.
Year Ended December 31,2021 to 2022
% Change
2020 to 2021 % Change
202220212020
Purchase loan origination volume$794 $1,035 $540 (23)%92 %
Refinance loan origination volume750 3,023 1,213 (75)%149 %
Total loan origination volume$1,544 $4,058 $1,753 (62)%131 %
During the year ended December 31, 2018, we completed our accounting for the income tax effects related2022, total loan origination volume decreased 62% compared to the deduction limitations on compensation under the Tax Act. The Internal Revenue Service provided further guidance in applying the written binding contracts requirement under the Tax Act, and we believe certain of our executive compensation previously eligible to be deducted for tax purposes under Section 162(m) of the Internal Revenue Code will be considered grandfathered and, therefore, will continue to be deductible. Based on the clarification of these rules, the accounting related to the Section 162(m) limitation of the Internal Revenue Code is considered complete and as a result, we recorded a $5.9 million tax benefit for the year ended December 31, 2018.
2021, driven primarily by higher interest rates which decreased demand for refinance mortgages. During the year ended December 31, 2021, total loan origination volume increased 131% compared to the year ended December 31, 2020, driven primarily by low interest rates coupled with growth of our mortgage originations business.
3844

Results of Operations
In 2018, our business model evolved significantly withGiven continued uncertainty surrounding the launchhealth of Zillow Offers in Aprilthe housing market, interest rate environment, inflationary conditions and the acquisition of Zillow Home Loans in October. Zillow Offers, for example, is a cash- and inventory-intensive business with a high cost of revenue as compared with other parts of our operations; the cost of revenue includes the amount we pay to purchase homes. Revenue for the Homes segment includes the sale prices of homes less resale concessions and credits to the buyer, and does not reflect real estate agent commissions, closing or other associated costs. As a result of this evolution of our business model,COVID-19 pandemic, financial performance for current and prior year periods may not be indicative of future performance.
Revenue
% of Total Revenue
 Year Ended December 31,2021 to 20222020 to 2021Year Ended December 31,
 202220212020$ Change% Change$ Change% Change202220212020
(in millions, except percentages)
Revenue:
IMT segment:
Premier Agent$1,291 $1,396 $1,047 $(105)(8)%$349 33 %66 %65 %64 %
Rentals274 264 222 10 42 19 14 12 14 
Other274 226 181 48 21 45 25 14 11 11 
Total IMT segment revenue1,839 1,886 1,450 (47)(2)436 30 94 88 89 
Mortgages segment119 246 174 (127)(52)72 41 12 11 
Total revenue$1,958 $2,132 $1,624 $(174)(8)%$508 31 %100 %100 %100 %
Year Ended December 31, 2022 compared to year ended December 31, 2021
Total revenue decreased $174 million, or 8%, to $2.0 billion:
Mortgages segment revenue decreased 52% to $119 million primarily due to a decline in mortgage originations revenue which drove 72% of the decrease in Mortgages segment revenue, and a decline in our Custom Quote and Connect advertising services revenue which drove 28% of the decrease in Mortgages segment revenue. The following tables present our resultsdecrease in mortgage originations revenue was primarily due to a 62% decrease in loan origination volume from $4.1 billion to $1.5 billion, primarily resulting from a decrease in demand for refinance mortgages attributable to the rising and volatile interest rate environment. The decrease in mortgage originations revenue was also attributable to a 25% decrease in gain on sale margin driven by industry margin compression. Gain on sale margin represents the net gain on sale of operationsmortgage loans divided by total loan origination volume for the periods indicatedperiod. Net gain on sale of mortgage loans includes all components related to the origination and sale of mortgage loans, including the net gain on sale of loans into the secondary market, loan origination fees, unrealized gains and losses associated with changes in fair value of interest rate lock commitments and mortgage loans held for sale, realized and unrealized gains or losses from derivative financial instruments and the provision for losses relating to representations and warranties. The decrease in our Custom Quote and Connect advertising revenue was primarily due to a 37% decrease in leads generated from marketing products sold to mortgage professionals. This decrease was driven by a decrease in demand for mortgages attributable to the rising and volatile interest rate environment, as well as an increase in leads consumed by Zillow Home Loans.
IMT segment revenue decreased 2% to $1.8 billion, primarily due to a decrease of $105 million, or 8%, in Premier Agent revenue, partially offset by a $48 million, or 21%, increase in Other IMT revenue. The decrease in Premier Agent revenue was driven by macro housing market factors including interest rate and home price increases and volatility, as well as tight housing inventory levels. These factors resulted in a decrease in Premier Agent revenue per visit, which decreased by 10% to $0.123 for the year ended December 31, 2022 from $0.137 for the year ended December 31, 2021. We calculate Premier Agent revenue per visit by dividing the revenue generated by our Premier Agent programs by the number of visits in the period. Other IMT revenue increased primarily as a result of the addition of ShowingTime revenue beginning in the fourth quarter of 2021.
Beginning in the first quarter of 2023, we plan to report our financial results as a single reportable segment and plan to report revenue categories of Residential, Rentals, Mortgages and Other. The Residential revenue category will primarily include revenue for our Premier Agent and new construction marketplaces, as well as StreetEasy for-sale product offerings, Zillow Closing Services and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans. Our Rentals and Mortgages revenue categories will remain consistent with our historical presentation, and our Other revenue category will primarily include revenue generated from display advertising.
45

Year Ended December 31, 2021 compared to year ended December 31, 2020
Total revenue increased $508 million, or 31%, to $2.1 billion:
IMT segment revenue increased 30% to $1.9 billion, due to increases of $349 million, or 33%, in Premier Agent revenue, $45 million, or 25%, in Other IMT revenue, and $42 million, or 19%, in rentals revenue.
Premier Agent revenue increased 33% to $1.4 billion, primarily driven by an increase in Premier Agent revenue per visit, which increased by 26% to $0.137 for the year ended December 31, 2021 from $0.109 for the year ended December 31, 2020, driven primarily by continued strong demand across the residential real estate industry and growth in monetization of customer connections. The increase in visits increased the number of impressions and leads we could monetize in our Premier Agent marketplace. Additionally, Premier Agent revenue for the year ended December 31, 2020 was negatively impacted by temporary discounts offered to our Premier Agent partners in response to the COVID-19 pandemic.
Other IMT increased 25% to $226 million, primarily due to a 126% increase in StreetEasy for-sale revenue due to growth in StreetEasy Experts, a 58% increase in display revenue due to increased discretionary marketing spend after lower spend in 2020 as a result of the COVID-19 pandemic, and as a percentageresult of totalthe addition of ShowingTime revenue (in thousands, except per share and percentage data):
 Year Ended December 31,
 201920182017
Statements of Operations Data:
Revenue:
Homes$1,365,250  $52,365  $—  
IMT1,276,896  1,201,143  996,203  
Mortgages100,691  80,046  80,591  
Total revenue2,742,837  1,333,554  1,076,794  
Cost of revenue (exclusive of amortization) (1)(2):
Homes1,315,345  49,392  —  
IMT98,522  96,693  80,310  
Mortgages18,154  7,505  4,893  
Total cost of revenue1,432,021  153,590  85,203  
Sales and marketing (1)714,128  552,621  448,201  
Technology and development (1)477,347  410,818  319,985  
General and administrative (1)366,176  262,153  210,816  
Impairment costs—  79,000  174,000  
Acquisition-related costs—  2,332  463  
Integration costs650  2,015  —  
Total costs and expenses2,990,322  1,462,529  1,238,668  
Loss from operations(247,485) (128,975) (161,874) 
Other income39,658  19,270  5,385  
Interest expense(101,792) (41,255) (27,517) 
Loss before income taxes(309,619) (150,960) (184,006) 
Income tax benefit4,258  31,102  89,586  
Net loss$(305,361) $(119,858) $(94,420) 
Net loss per share — basic and diluted$(1.48) $(0.61) $(0.51) 
Weighted-average shares outstanding — basic and diluted206,380  197,944  186,453  
Other Financial Data:
Segment income (loss) before income taxes:
Homes segment$(312,120) $(59,691) $—  
IMT segment$80,060  $(57,638) $(151,747) 
Mortgages segment$(44,962) $(13,711) $(10,127) 
Adjusted EBITDA (3):
Homes segment$(241,326) $(48,460) $—  
IMT segment303,863  240,025  219,648  
Mortgages segment(23,653) 9,267  16,667  
Total Adjusted EBITDA$38,884  $200,832  $236,315  
beginning in the fourth quarter of 2021.

Rentals revenue increased 19% to $264 million, primarily due to an increase in revenue generated by our rentals flat fee, pay per listing and rental applications products. The increase in rentals revenue was also impacted by COVID-19 related discounts offered during the first half of 2020.
Mortgages segment revenue increased 41% to $246 million, primarily due to growth in mortgage originations revenue, which drove 57% of the increase in Mortgages segment revenue, and growth in our Custom Quote and Connect advertising services revenue, which accounted for 41% of the increase in Mortgages segment revenue. The increase in mortgage originations revenue was primarily driven by an increase in loan origination volume from $1.8 billion to $4.1 billion, or 131%, as we continued to grow our mortgage originations business. We believe low interest rates coupled with growth of our mortgage originations business, driven by purchase origination growth from Zillow Offers, supported strong refinance and home purchase activity during the year ended December 31, 2021. This was partially offset by a 36% decrease in gain on sale margin driven by industry margin compression. The increase in our Custom Quote and Connect advertising revenue was primarily due to a 20% increase in leads generated from marketing products sold to mortgage professionals.
Income (Loss) from Continuing Operations Before Income Taxes
% of Revenue
 Year Ended December 31,2021 to 20222020 to 2021Year Ended December 31,
 202220212020$ Change% Change$ Change% Change202220212020
(in millions, except percentages)
Income (loss) from continuing operations before income taxes:
IMT segment$160 $545 $262 $(385)(71)%$283 108 %%29 %18 %
Mortgages segment(167)(52)(115)(221)(57)(1140)(140)(21)%
Homes segment(93)(254)(153)161 63 (101)(66)N/AN/AN/A
Corporate items (1)15 (138)(117)153 111 (21)(18)N/AN/AN/A
Total income (loss) from continuing operations before income taxes$(85)$101 $(3)$(186)(184)%$104 3467 %(4)%%— %
(1) Certain corporate items are not directly attributable to any of our segments, including the gain (loss) on extinguishment of debt, interest income earned on our short-term investments included in other income, net and interest costs on our convertible senior notes included in interest expense.
39
46

Year Ended December 31,
 201920182017
(1) Includes share-based compensation as follows:
Cost of revenue$3,978  $4,127  $3,884  
Sales and marketing25,126  22,942  22,735  
Technology and development69,921  56,673  39,938  
General and administrative99,877  65,342  47,014  
Total$198,902  $149,084  $113,571  
(2) Amortization of website development costs and intangible assets included in technology and development$61,937  $79,309  $94,349  
(3) See “Adjusted EBITDA” below for more information and for a reconciliation of Adjusted EBITDA to the most directly comparable financial measure calculated and presented in accordance with U.S. generally accepted accounting principles, or GAAP, which is net loss on a consolidated basis and income (loss) before income taxes for each segment.

 Year Ended December 31,
 201920182017
Percentage of Revenue:
Revenue:
Homes50 %%%
IMT47  90  93  
Mortgages   
Total revenue100  100  100  
Cost of revenue (exclusive of amortization):
Homes48    
IMT   
Mortgages  —  
Total cost of revenue52  12   
Sales and marketing26  41  42  
Technology and development17  31  30  
General and administrative13  20  20  
Impairment costs  16  
Acquisition-related costs —  —  
Integration costs—  —   
Total costs and expenses109  110  115  
Loss from operations(9) (10) (15) 
Other income   
Interest expense(4) (3) (3) 
Loss before income taxes(11) (11) (17) 
Income tax benefit—    
Net loss(11)%(9)%(9)%
Adjusted EBITDA
The following table summarizes net loss, which includes the impact of discontinued operations, and Adjusted EBITDA in total and for each segment, both of which exclude the impact of discontinued operations (in millions, except percentages):
% of Revenue
 Year Ended December 31,2021 to 20222020 to 2021Year Ended December 31,
 202220212020$ Change% Change$ Change% Change202220212020
Net loss:$(101)$(528)$(162)$427 81 %$(366)(226)%(5)%(25)%(10)%
Adjusted EBITDA:
IMT segment672 854 556 (182)(21)298 54 37 45 38 
Mortgages segment(92)(9)30 (83)(922)(39)(130)(77)(4)17 
Homes segment(66)(191)(125)125 65 (66)(53)N/AN/AN/A
Total Adjusted EBITDA$514 $654 $461 $(140)(21)%$193 42 %26 %31 %28 %
To provide investors with additional information regarding our financial results, we have disclosed Adjusted EBITDA in total and for each segment, each a non-GAAP financial measure, within this Annual Report on Form 10-K. We have provided a reconciliation below of Adjusted EBITDA in total to net loss and Adjusted EBITDA by segment to income (loss) from continuing operations before income taxes for each segment, the most directly comparable GAAPU.S. generally accepted accounting principles (“GAAP”) financial measures.
40

We have included Adjusted EBITDA in total and for each segment in this Annual Report on Form 10-K as they are key metrics used by our management and board of directors to measure operating performance and trends and to prepare and approve our annual budget. In particular, the exclusion of certain expenses in calculating Adjusted EBITDA facilitates operating performance comparisons on a period-to-period basis.
Our use of Adjusted EBITDA in total and for each segment has limitations as an analytical tool, and you should not consider these measures in isolation or as a substitute for analysis of our results as reported under GAAP. Some of these limitations are:
Adjusted EBITDA does not reflect our cash expenditures or future requirements for capital expenditures or contractual commitments;
Adjusted EBITDA does not reflect changes in, or cash requirements for, our working capital needs;
Adjusted EBITDA does not reflect the results of discontinued operations;
Adjusted EBITDA does not consider the potentially dilutive impact of share-based compensation;
Although depreciation and amortization are non-cash charges, the assets being depreciated and amortized may have to be replaced in the future, and Adjusted EBITDA does not reflect cash capital expenditure requirements for such replacements or for new capital expenditure requirements;expenditures or contractual commitments;
Adjusted EBITDA does not reflect impairment and restructuring costs;
Adjusted EBITDA does not reflect acquisition-related costs;
Adjusted EBITDA does not reflect gain (loss) on extinguishment of debt;
Adjusted EBITDA does not reflect interest expense or other income;income (expense), net;
Adjusted EBITDA does not reflect income taxes; and
Other companies, including companies in our own industry, may calculate Adjusted EBITDA differently thanfrom the way we do, limiting its usefulness as a comparative measure.
Because of these limitations, you should consider Adjusted EBITDA in total and for each segment alongside other financial performance measures, including various cash flow metrics, net loss, income (loss) from continuing operations before income taxes for each segment and our other GAAP results.
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The following tables present a reconciliation of Adjusted EBITDA to the most directly comparable GAAP financial measure, which is net loss on a consolidated basis and income (loss) from continuing operations before income taxes for each segment, for each of the periods presented (in thousands)millions):
 Year Ended December 31, 2019
HomesIMTMortgagesCorporate Items (2)Consolidated
Reconciliation of Adjusted EBITDA to Net Loss and Income (Loss) Before Income Taxes:
Net loss (1)N/A  N/A  N/A  N/A  $(305,361) 
Income tax benefitN/A  N/A  N/A  N/A  (4,258) 
Income (loss) before income taxes$(312,120) $80,060  $(44,962) $(32,597) $(309,619) 
Other income—  —  (1,409) (38,249) (39,658) 
Depreciation and amortization expense8,414  73,369  5,684  —  87,467  
Share-based compensation expense32,390  150,434  16,078  —  198,902  
Interest expense29,990  —  956  70,846  101,792  
Adjusted EBITDA$(241,326) $303,863  $(23,653) $—  $38,884  
 Year Ended December 31, 2022
IMTMortgagesHomesCorporate Items (2)Consolidated
Reconciliation of Adjusted EBITDA to Net Loss and Income (Loss) From Continuing Operations Before Income Taxes:
Net loss (1)N/AN/AN/AN/A$(101)
Loss from discontinued operations, net of income taxesN/AN/AN/AN/A13 
Income taxesN/AN/AN/AN/A
Income (loss) from continuing operations before income taxes$160 $(167)$(93)$15 $(85)
Other expense (income), net(3)— (47)(43)
Depreciation and amortization137 11 — 150 
Share-based compensation356 60 17 — 433 
Restructuring costs12 — 24 
Interest expense— — 32 35 
Adjusted EBITDA$672 $(92)$(66)$— $514 

 Year Ended December 31, 2021
IMTMortgagesHomesCorporate Items (2)Consolidated
Reconciliation of Adjusted EBITDA to Net Loss and Income (Loss) From Continuing Operations Before Income Taxes:
Net loss (1)N/AN/AN/AN/A$(528)
Loss from discontinued operations, net of income taxesN/AN/AN/AN/A630 
Income taxesN/AN/AN/AN/A(1)
Income (loss) from continuing operations before income taxes$545 $(52)$(254)$(138)$101 
Other income, net— (5)— (2)(7)
Depreciation and amortization99 13 — 120 
Share-based compensation201 34 41 — 276 
Acquisition-related costs— — — 
Loss on extinguishment of debt— — — 17 17 
Restructuring costs— — 10 
Interest expense— — 123 128 
Adjusted EBITDA$854 $(9)$(191)$— $654 
4148

 Year Ended December 31, 2018
HomesIMTMortgagesCorporate Items (2)Consolidated
Reconciliation of Adjusted EBITDA to Net Loss and Loss Before Income Taxes:
Net loss (1)N/A  N/A  N/A  N/A  $(119,858) 
Income tax benefitN/A  N/A  N/A  N/A  (31,102) 
Loss before income taxes$(59,691) $(57,638) $(13,711) $(19,920) $(150,960) 
Other income—  —  (244) (19,026) (19,270) 
Depreciation and amortization expense1,323  91,232  6,836  —  99,391  
Share-based compensation expense7,731  131,404  9,949  —  149,084  
Impairment costs—  75,000  4,000  —  79,000  
Acquisition-related costs—  27  2,305  —  2,332  
Interest expense2,177  —  132  38,946  41,255  
Adjusted EBITDA$(48,460) $240,025  $9,267  $—  $200,832  

 Year Ended December 31, 2017
HomesIMTMortgagesCorporate Items (2)Consolidated
Reconciliation of Adjusted EBITDA to Net Loss and Loss Before Income Taxes:
Net loss (1)N/A  N/A  N/A  N/A  $(94,420) 
Income tax benefitN/A  N/A  N/A  N/A  (89,586) 
Loss before income taxes$—  $(151,747) $(10,127) $(22,132) $(184,006) 
Other income—  —  —  (5,385) (5,385) 
Depreciation and amortization expense—  103,648  6,507  —  110,155  
Share-based compensation expense—  105,434  8,137  —  113,571  
Impairment costs—  161,850  12,150  —  174,000  
Acquisition-related costs—  463  —  —  463  
Interest expense—  —  —  27,517  27,517  
Adjusted EBITDA$—  $219,648  $16,667  $—  $236,315  
 Year Ended December 31, 2020
IMTMortgagesHomesCorporate Items (2)Consolidated
Reconciliation of Adjusted EBITDA to Net Loss and Income (Loss) From Continuing Operations Before Income Taxes:
Net loss (1)N/AN/AN/AN/A$(162)
Loss from discontinued operations, net of income taxesN/AN/AN/AN/A167 
Income taxesN/AN/AN/AN/A(8)
Income (loss) from continuing operations before income taxes$262 $$(153)$(117)$(3)
Other income, net(5)(2)— (18)(25)
Depreciation and amortization90 — 105 
Share-based compensation135 15 20 — 170 
Gain (loss) on extinguishment of debt— — — (1)(1)
Impairment and restructuring costs74 — — 77 
Interest expense— — 136 138 
Adjusted EBITDA$556 $30 $(125)$— $461 
(1) We use income (loss) from continuing operations before income taxes as our profitability measure in making operating decisions and assessing the performance of our segments,segments; therefore, net loss and income tax benefittaxes are calculated and presented only on a consolidated basis within our financial statements.
(2) Certain corporate items are not directly attributable to any of our segments, including the gain (loss) on extinguishment of debt, interest income earned on our short-term investments included in Otherother income, net and interest costs on our convertible senior notes included in Interestinterest expense.
Costs and Expenses, Gross Profit and Other Items
% of Total Revenue
 Year Ended December 31,2021 to 20222020 to 2021Year Ended December 31,
 202220212020$ Change% Change$ Change% Change202220212020
(in millions, except percentages)
Cost of revenue$367 $323 $255 $44 14 %$68 27 %19 %15 %16 %
Gross profit1,591 1,809 1,369 (218)(12)440 32 81 85 84 
Operating expenses:
Sales and marketing664 715 535 (51)(7)180 34 34 34 33 
Technology and development498 421 324 77 18 97 30 25 20 20 
General and administrative498 414 324 84 20 90 28 25 19 20 
Restructuring costs24 10 77 14 140 (67)(87)— 
Acquisition-related costs— — (9)N/AN/A— — — 
Integration costs— — (1)N/AN/A— — — 
Total operating expenses1,684 1,570 1,260 114 310 25 86 74 78 
Gain (loss) on extinguishment of debt— (17)17 100 (18)(1800)— (1)— 
Other income, net43 25 36 514 (18)(72)— 
Interest expense(35)(128)(138)93 73 10 (7)(2)(6)(8)
Income tax benefit (expense)(3)(4)(400)(7)(88)— — — 
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49

Cost of Revenue
Cost of revenue consists of expenses related to operating our mobile applications and websites, including associated headcount-related expenses, such as salaries, benefits, bonuses and share-based compensation expense, as well as revenue-sharing costs related to our commercial business relationships, depreciation expense, and costs associated with hosting our mobile applications and websites. Cost of revenue also includes amortization costs related to capitalized website and development activities, amortization of software, amortization of certain intangible assets and other costs to obtain data used to populate our mobile applications and websites, and amortization of certain intangible assets recorded in connection with acquisitions, including developed technology. For our IMT and Mortgages segments, cost of revenue also includes credit card fees and ad serving costs paid to third parties. For our Mortgages segment, cost of revenue also consists of direct costs to originate loans, including underwriting and processing costs.
Year Ended December 31, 2019 Compared2022 compared to Year Ended December 31, 2018
Revenue
The following table presents Zillow Group’s revenue by category and by segment for the periods presented (in thousands):
Year Ended December 31,2018 to 2019
% Change
20192018
Homes$1,365,250  $52,365  2,507 %
IMT Revenue:
Premier Agent923,876  898,332  %
Rentals164,173  134,587  22 %
Other188,847  168,224  12 %
Total IMT revenue1,276,896  1,201,143  %
Mortgages100,691  80,046  26 %
Total revenue$2,742,837  $1,333,554  106 %
The following table presents Zillow Group’s revenue by category and by segment as percentages of total revenue for the periods presented:
Year Ended December 31,
20192018
Percentage of Total Revenue:
Homes50 %%
IMT Revenue:
Premier Agent34  67  
Rentals 10  
Other 13  
Total IMT revenue47  90  
Mortgages  
Total revenue100 %100 %

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Total revenue increased by $1,409.3 million, or 106%, for the year ended December 31, 2019 compared2021
Cost of revenue increased $44 million, or 14%, due primarily to the year ended December 31, 2018. The increase in total revenue was primarily attributable to our Zillow Offers business, which began selling homes in July of 2018. Homes revenue grew to $1,365.3 million for the year ended December 31, 2019 from $52.4 million for the year ended December 31, 2018, an increase of $1,312.9 million. Visits increased 12% to 8,065.5$72 million for the year ended December 31, 2019 from 7,182.1 million for the year ended December 31, 2018. There were approximately 172.6 million average monthly unique users of our mobile applications and websites for the three months ended December 31, 2019 compared to 157.2 million average monthly unique users for the three months ended December 31, 2018, representing year-over-year growth of 10%. The increases in visits and unique users increased the number of impressions, leads, clicks and other events we monetized across our revenue categories.
Homes Segment
Homes revenue was $1,365.3 million for the year ended December 31, 2019 due to the sale of 4,313 homes at an average selling price of $316.5 thousand per home. For the year ended December 31, 2018, Homes revenue was $52.4 million as a result of the sale of 177 homes at an average selling price of $295.8 thousand per home. The increase in Homes revenue was due to an increase in the number of homes sold in the period as customer adoption of Zillow Offers increases in geographic areas in which it is currently operating and as Zillow Offers expands into new geographic markets. As of December 31, 2019, Zillow Offers was operating in 22 metropolitan areas.
IMT Segment
Premier Agent Revenue. Premier Agent revenue grew to $923.9 million for the year ended December 31, 2019 from $898.3 million for the year ended December 31, 2018, an increase of $25.5 million, or 3%. Premier Agent revenue was positively impacted by an increase in visits. As discussed above, visits increased 12% to 8,065.5 million for the year ended December 31, 2019 from 7,182.1 million for the year ended December 31, 2018. The increase in visits increased the number of impressions and leads we could monetize in our Premier Agent marketplace. Advertiser churn, or exit fromIMT segment, partially offset by decreases of $16 million in our advertising platform, normalized throughout 2019, which contributed to the increaseMortgages segment and $12 million in Premier Agent revenue during the year ended December 31, 2019.
Premier Agent revenue per visit decreased by 8% to $0.115 for the year ended December 31, 2019 from $0.125 for the year ended December 31, 2018. We calculate Premier Agent revenue per visit by dividing the revenue generated by our Premier Agent and Premier Broker programs in the period by the number of visits in the period. We believe the decrease in Premier Agent revenue per visit was primarily a result of changes we made to our Premier Agent and Premier Broker programs in 2018. For example, in April 2018, we began testing a new method of consumer lead validation and distribution to our Premier Agent and Premier Broker advertisers. A validated consumer connection is made when a consumer who is interested in connecting with a real estate professional does not select a specific Premier Agent or Premier Broker with whom they want to connect through one of our mobile applications or websites; applying the new model, these validated consumer leads are distributed to Premier Agents and Premier Brokers in proportion to their share of voice, or an agent advertiser’s share of total advertising purchased in a particular zip code. This transition to the new lead validation and distribution process resulted in a decrease in the total number of leads received by some advertisers and increased advertiser churn in the third and fourth quarters of 2018 as current and prospective Premier Agents and Premier Brokers evaluated the value of these higher-quality leads and market-based pricing continued to take effect. We believe we made appropriate adjustments to the Premier Agent and Premier Broker programs to help address this advertiser churn, by, for example, decreasing the number of screening questions posed to consumers during the consumer lead validation process, in an effort to return to prior lead volumes, and setting price caps on the cost per impression and cost per lead paid by Premier Agents and Premier Brokers to help stabilize auction-based pricing dynamics in certain markets, as advertiser churn normalized throughout 2019.
Premier Agent revenue for the year ended December 31, 2019 also included an insignificant amount of revenue generated from our initial testing of a new pricing model for Premier Agent and Premier Broker advertisers, Flex, in limited markets. With the Flex model, Premier Agents and Premiers Brokers are provided with validated leads at no upfront cost, and they pay a performance advertising fee only when a real estate transaction is closed with one of the leads. We may continue to extend the testing of this pricing model to additional regions in the future.
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Table of Contents
Homes segment.
Rentals Revenue. Rentals revenue was $164.2 million for the year ended December 31, 2019 compared to $134.6 million for the year ended December 31, 2018, an increase of $29.6 million, or 22%. The increase in Rentals revenue was positively impacted by an increase in quarterly revenue per average monthly rental listing, which increased 18% to approximately $1,021 for the year ended December 31, 2019 from approximately $867 for the year ended December 31, 2018. We calculate quarterly revenue per average monthly rental listing by dividing total Rentals revenue for the period by the average monthly monetized deduplicated rental listings for the period and then dividing by the number of quarters in the period. The increase in quarterly revenue per average monthly rental listing was primarily driven by an increase in revenue from our Rentals application product and revenue from our Rentals cost per impression product. The increase in Rentals revenue was also attributable to an increase in the number of average monthly rental listings on our mobile applications and websites, which increased to 40,211 average monthly rental listings for the year ended December 31, 2019 from 38,816 average monthly rental listings for the year ended December 31, 2018, an increase of 4%. Average monthly rental listings include the average monthly monetized deduplicated rental listings for the period, which are displayed across all of our mobile applications and websites. An increase in rental listings on our mobile applications and websites increases the likelihood that a consumer will contact a rental professional, which in turn increases the likelihood of a lead, click, impression, lease or listing that we monetize. Finally, the increase in Rentals revenue was also driven in part by the 12% increase in visits to 8,065.5 million for the year ended December 31, 2019, which increases the likelihood a consumer will contact a rental professional and, in turn, increases the likelihood of a lead, click, impression, lease or listing that we monetize.
Other Revenue. Other revenue was $188.8 million for the year ended December 31, 2019 compared to $168.2 million for the year ended December 31, 2018, an increase of $20.6 million, or 12%. The increase in Other revenue was primarily the result of a 23% increase in revenue generated by our new construction marketing solutions. Growth in new construction revenue was primarily attributable to higher spend for our cost per impression product, driven by a greater volume of impressions that we monetized, and increases in adoption by and advertising sales to new home builders through our new construction platform.
Mortgages Segment
Mortgages revenue was $100.7 million for the year ended December 31, 2019 compared to $80.0 million for the year ended December 31, 2018, an increase of $20.6 million, or 26%. The increase in mortgages revenue was primarily a result of the addition of revenue generated by Zillow Home Loans, Zillow’s affiliated mortgage lender, which we acquired in the fourth quarter of 2018.
Year Ended December 31, 2019 Compared to Year Ended December 31, 2018
Segment Results of Operations
The following table presents Zillow Group’s segment results for the periods presented (in thousands):
 Year Ended December 31, 2019Year Ended December 31, 2018
HomesIMTMortgagesHomesIMTMortgages
Revenue$1,365,250  $1,276,896  $100,691  $52,365  $1,201,143  $80,046  
Costs and expenses:
Cost of revenue1,315,345  98,522  18,154  49,392  96,693  7,505  
Sales and marketing171,634  488,909  53,585  17,134  502,785  32,702  
Technology and development78,994  365,769  32,584  21,351  363,712  25,755  
General and administrative81,407  243,636  41,133  22,002  220,564  19,587  
Impairment costs—  —  —  —  75,000  4,000  
Acquisition-related costs—  —  —  —  27  2,305  
Integration costs—  —  650  —  —  2,015  
Total costs and expenses1,647,380  1,196,836  146,106  109,879  1,258,781  93,869  
Income (loss) from operations(282,130) 80,060  (45,415) (57,514) (57,638) (13,823) 
Other income—  —  1,409  —  —  244  
Interest expense(29,990) —  (956) (2,177) —  (132) 
Income (loss) before income taxes (1)$(312,120) $80,060  $(44,962) $(59,691) $(57,638) $(13,711) 
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(1) The following table presents the reconciliation of total segment loss before income taxes to consolidated loss before income taxes for the periods presented (in thousands):
Year Ended December 31,
20192018  
Total segment loss before income taxes$(277,022) $(131,040) 
Corporate interest expense(70,846) (38,946) 
Corporate other income38,249  19,026  
Consolidated loss before income taxes$(309,619) $(150,960) 
Homes Segment
Cost of Revenue. Cost of revenue was $1,315.3 million for the year ended December 31, 2019 compared to $49.4 million for the year ended December 31, 2018, an increase of $1,266.0 million. The increase in cost of revenue in our IMT segment was primarily attributable to homea $41 million increase in depreciation and amortization expense driven by an increase in capitalized website and development activities, a $16 million increase in headcount-related expenses, including share-based compensation expense, which was impacted by the August 2022 Equity Award Actions, and a $9 million increase in data acquisition costs.
The decrease in cost of revenue in our Mortgages segment was primarily attributable to a $13 million decrease in lead acquisition costs due to a decrease in volume associated with the macro housing market environment and renovationa $3 million decrease in headcount-related expenses, including share-based compensation expense, partially offset by a $2 million increase in depreciation and amortization expense.
The decrease in cost of revenue in our Homes segment was primarily attributable to a $7 million decrease in depreciation and amortization expense, a $5 million decrease in data acquisition costs and a $2 million decrease in software and hardware costs, resulting from the wind down of Zillow Offers and the reduction in indirect costs related to the 4,313 homes that we sold duringHomes segment. The decrease was partially offset by an increase of $3 million in headcount-related expenses, including share-based compensation expense, which was impacted by the period compared to the sale of 177 homes during the year ended December 31, 2018. August 2022 Equity Award Actions.
We expect cost of revenue to increase in absolute dollars in future yearsfor the three months ending March 31, 2023 due to increased headcount-related spend as we continue to incur moreinvest to support the growth of our business.
Year Ended December 31, 2021 compared to year ended December 31, 2020
Cost of revenue increased $68 million, or 27%, due primarily to increases of $45 million in our Mortgages segment, $13 million in our Homes segment and $10 million in our IMT segment.
The increase in cost of revenue in our Mortgages segment was primarily attributable to an increase in headcount-related expenses, that areincluding share-based compensation expense, of $18 million, an increase in lead acquisition costs of $18 million associated with growth in revenueour Zillow Home Loans business, and expansionan increase in mortgage loan processing costs of Zillow Offers into new markets.$4 million corresponding with the increase in loan origination volume.
SalesThe increase in cost of revenue in our Homes segment was primarily attributable to an increase in headcount-related expenses, including share-based compensation expense, of $7 million, and Marketing. an increase in depreciation and amortization expense of $3 million.
SalesThe increase in cost of revenue in our IMT segment was primarily attributable to an increase of $13 million in depreciation and marketingamortization expense, an increase of $9 million in direct product costs, an increase of $7 million in lead acquisition costs, and an increase of $7 million in headcount-related expenses, were $171.6including share-based compensation expense, partially offset by a decrease of $28 million in data acquisition costs.
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Gross Profit
Gross profit is calculated as revenue less cost of revenue. Gross margin is gross profit expressed as a percentage of revenue. Our gross profit has and will continue to be affected by a number of factors, including the mix of revenue from our segments.
Year Ended December 31, 2022 compared to year ended December 31, 2021
Gross profit decreased by $218 million, or 12%, primarily due to decreases in gross profit of $119 million in our IMT segment and $111 million in our Mortgages segment, partially offset by an increase of $12 million in our Homes segment. Total gross margin decreased from 85% to 81%.
The decrease in IMT segment gross profit was driven by a decrease in revenue due to macro housing market factors, including rising interest rates and housing prices and volatility, which have reduced our Premier Agent revenue per visit compared to the year ended December 31, 2021, coupled with the increase in cost of revenue, discussed above. Gross margin decreased from 89% for the year ended December 31, 2019 compared2021 to $17.1 million85% for the year ended December 31, 2018,2022.
The decrease in Mortgages segment gross profit was driven by decreases in mortgage originations and Custom Quote and Connect advertising services revenue, discussed above. Gross margin decreased from 66% for the year ended December 31, 2021 to 43% for the year ended December 31, 2022.
Year Ended December 31, 2021 compared to year ended December 31, 2020
Gross profit increased by $440 million, or 32%, primarily due to increases of gross profit of $426 million in our IMT segment and $27 million in our Mortgages segment, partially offset by a decrease of $13 million in our Homes segment. Total gross margin increased from 84% to 85%.
The increase in IMT segment gross profit was driven by an improvement in gross margin from 87% to 89%, primarily associated with increased revenue, discussed above.
The increase in Mortgages segment gross profit was driven by an increase in revenue, discussed above. However, gross margin declined from 78% to 66%, driven by increases in cost of revenue, primarily associated with additional lead acquisition costs and headcount-related expenses as a result of increased origination volume, which outpaced the growth in revenue, primarily due to industry margin compression.
Sales and Marketing
Sales and marketing expenses consist of advertising costs and other sales expenses related to promotional and marketing activities, headcount-related expenses, including salaries, commissions, benefits, bonuses and share-based compensation expense for sales, sales support, customer support, including the customer connections team, marketing and public relations employees, depreciation expense and amortization of certain intangible assets recorded in connection with acquisitions, including trade names and trademarks and customer relationships. For our Mortgages segment, sales and marketing expenses include headcount-related expenses for loan officers and specialists supporting Zillow Home Loans.
Year Ended December 31, 2022 compared to year ended December 31, 2021
Sales and marketing expenses decreased $51 million, or 7%, due to decreases of $41 million in our Homes segment and $30 million in our Mortgages segment, partially offset by an increase of $154.5 million. $20 million in our IMT segment.
The decrease in sales and marketing expenses in the Homes segment was primarily attributable to a $20 million decrease in marketing and advertising costs and a $17 million decrease in headcount-related expenses, including share-based compensation expense. The decreases resulted from the wind down of Zillow Offers and the reduction in indirect costs related to the Homes segment.
The decrease in sales and marketing expenses in the Mortgages segment was primarily attributable to a $19 million decrease in headcount-related expenses, including share-based compensation expense, and a $12 million decrease in marketing and advertising costs driven by active cost management.
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The increase in sales and marketing expenses in the IMT segment was primarily attributable to a $56.9 million increase in selling expenses directly attributable to the resale of homes, a $44.2$45 million increase in headcount-related expenses, including share-based compensation expense, a $20.7primarily driven by the impact of the August 2022 Equity Award Actions, an $8 million increase in holdingboth travel expenses and trade shows and events expenses, and a $4 million increase in software and hardware costs. These increases were partially offset by a $32 million decrease in marketing and advertising costs, a $20.0$9 million decrease in professional services, both driven by active cost management, and a $4 million decrease in depreciation and amortization expenses.
Year Ended December 31, 2021 compared to year ended December 31, 2020
Sales and marketing expenses increased $180 million, or 34%, due to increases of $111 million in our IMT segment, $49 million in our Mortgages segment and $20 million in our Homes segment.
The increase in sales and marketing expenses in the IMT segment was primarily attributable to a $69 million increase in marketing and advertising costs and an increase in headcount-related expenses, including share-based compensation expense, of $46 million. Marketing and advertising costs for the year ended December 31, 2021 were higher than the comparable prior year period due to our pause in most discretionary spending associated with liquidity preservation in response to the COVID-19 pandemic in the year ended December 31, 2020.
The increase in sales and marketing expenses in the Mortgages segment was primarily attributable to an increase in headcount-related expenses, including share-based compensation expense, of $32 million, and a $15 million increase in marketing and advertising expenses a $3.3associated with growth of our Zillow Home Loans business.
The increase in sales and marketing expenses in the Homes segment was primarily attributable to an $11 million increase in travel expenses, a $3.1 millionmarketing and advertising costs and an increase in professional services fees, a $2.2 million increaseheadcount-related expenses, including share-based compensation expense, of $7 million.
Technology and Development
Technology and development expenses consist of headcount-related expenses, including salaries, benefits, bonuses and share-based compensation expense for individuals engaged in the design, development and testing of our products, mobile applications and websites and the tools and applications that support our products. Technology and development expenses also include equipment and maintenance costs and depreciation and amortization expense and a $4.1 million increase in miscellaneous expenses.expense.
Sales and marketing expenses include $22.6 million in holding costs for theYear Ended December 31, 2022 compared to year ended December 31, 2019 and $1.9 million in holding costs for the year ended December 31, 2018.2021
We expect our sales and marketing expenses to increase in absolute dollars in future periods as we continue to expand the Homes segment.
Technology and Development. Technology and development expenses which include researchincreased $77 million, or 18%, primarily due to increases of $120 million in our IMT segment and development costs, were $79.0$18 million for the year ended December 31, 2019 compared to $21.4in our Mortgages segment, partially offset by a decrease of $61 million for the year ended December 31, 2018, an increase of $57.6 million. in our Homes segment.
The increase in technology and development expenses in the IMT segment was primarily attributable to a $96 million increase in headcount related costs, including share-based compensation expense, primarily driven by the August 2022 Equity Award Actions, and a $14 million increase in professional services.
The increase in technology and development expenses in the Mortgages segment was primarily attributable to an $11 million increase in headcount-related costs, including share-based compensation expense, primarily driven by the August 2022 Equity Award Actions, and a $6 million increase in professional services.
The decrease in technology and development expenses in the Homes segment was primarily attributable to a $55 million decrease in headcount-related costs, including share-based compensation expense, which was primarily driven by the wind down of Zillow Offers and the reduction in indirect costs related to the Homes segment.
We expect technology and development expenses to increase in absolute dollars for the three months ending March 31, 2023 due to increased headcount-related spend as we continue to invest to support the growth of our business.
Year Ended December 31, 2021 compared to year ended December 31, 2020
Technology and development expenses increased $97 million, or 30%, primarily due to increases of $58 million in our IMT segment, $30 million in our Homes segment and $9 million in our Mortgages segment.
The increase in technology and development expenses for each of our segments was primarily attributable to increases in headcount-related expenses, including share-based compensation expense, of $54 million, $28 million and $5 million for our IMT, Homes and Mortgages segments, respectively.
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General and Administrative
General and administrative expenses consist of headcount-related expenses, including salaries, benefits, bonuses and share-based compensation expense for executive, finance, accounting, legal, human resources, recruiting, corporate information technology costs and other administrative support. General and administrative expenses also include legal settlement costs and estimated legal liabilities, legal, accounting and other third-party professional service fees, rent expense, depreciation expense and bad debt expense.
Year Ended December 31, 2022 compared to year ended December 31, 2021
General and administrative expenses increased $84 million, or 20%, due to increases of $117 million in our IMT segment and $13 million in our Mortgages segment, partially offset by a $45.2decrease of $46 million in our Homes segment.
The increase in general and administrative expenses for our IMT segment was primarily attributable to a $94 million increase in headcount-related expenses, including share-based compensation expense, as we continue to grow our teams to supportprimarily driven by the Homes segment,August 2022 Equity Award Actions, a $4.6 million increase in data acquisition costs, a $3.8 million increase in depreciation and amortization expense, a $2.0$9 million increase in professional services fees and a $2.0$6 million increase in miscellaneous expenses. We expect our technologysoftware and development expenses to increase in absolute dollars in future periods as we continue to build new website functionality and other technologies that will facilitate the purchasing and sales processes related to our Homes segment.hardware costs.
General and Administrative. General and administrative expenses were $81.4 million for the year ended December 31, 2019 compared to $22.0 million for the year ended December 31, 2018, an increase of $59.4 million. The increase in general and administrative expenses for our Mortgages segment was primarily dueattributable to a $36.5an $11 million increase in headcount-related expenses, including share-based compensation expense, as we continue to grow our teams to supportprimarily driven by the Homes segment. In addition, there was an $8.3 million increaseAugust 2022 Equity Award Actions.
The decrease in building lease-related expenses including rent, utilities and insurance, a $4.2 million increase in professional services fees, a $3.5 million increase in software and hardware costs, a $2.1 million increase in travel expense and a $4.8 million increase in miscellaneous expenses. We expect general and administrative expenses to increase in absolute dollars in future periods as we continue to expandfor our Homes segment.
Interest Expense. Interest expense was $30.0 million for the year ended December 31, 2019 compared to $2.2 million for the year ended December 31, 2018, an increase of $27.8 million. The increase in interest expense was attributable to borrowings, funding fees and other fees, including the amortization of deferred issuance costs, on our credit facilities supporting Zillow Offers. We expect interest expense to increase in absolute dollars in future periods as we continue to expand our Homes segment.
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IMT Segment
Cost of Revenue. Cost of revenue was $98.5 million for the year ended December 31, 2019 compared to $96.7 million for the year ended December 31, 2018, an increase of $1.8 million, or 2%. The increase in cost of revenuesegment was primarily attributable to a $4.9 million increase in data center and connectivity costs and a $3.5 million increase in other direct product costs, partially offset by a $3.4$28 million decrease in headcount-related expenses, including share-based compensation expense, a $1.4and $6 million decreasedecreases in both facilities costs and software and hardware costs, a $1.2 million decreasewhich were primarily driven by the wind down of Zillow Offers and the reduction in revenue shareindirect costs and a $0.6 million decrease in miscellaneous expenses.related to the Homes segment.
Sales and Marketing. Sales and marketing expenses were $488.9 million for theYear Ended December 31, 2021 compared to year ended December 31, 2019 compared to $502.8 million for the year ended December 31, 2018, a decrease of $13.92020
General and administrative expenses increased $90 million, or 3%. 28%, due to increases of $33 million in our IMT segment, $29 million in our Homes segment and $28 million in our Mortgages segment.
The decreaseincrease in salesgeneral and marketingadministrative expenses for our IMT and Mortgages segments was primarily attributable to a $29.1increases in headcount-related expenses, including share-based compensation expense, of $40 million decreaseand $20 million for our IMT and Mortgages segments, respectively, as we continued to invest in marketing and advertising expenses, a $1.5 million decrease in travel expenses and a $1.3 million decrease in miscellaneous expenses, partially offset by a $12.2 millionhuman capital to grow our businesses.
The increase in professional services feesgeneral and a $5.8 millionadministrative expenses for our Homes segment was primarily attributable to an increase in headcount-related expenses, including share-based compensation expense.expense, of $21 million, a $3 million increase in professional services and a $3 million increase in software and hardware costs.
Technology
Impairment and Development. Restructuring Costs
Restructuring costs of $24 million and $10 million for the years ended December 31, 2022 and 2021, respectively,Technologywere attributable to the wind down of Zillow Offers operations and development expenses,additional cost actions to streamline our operations and prioritize investments. Restructuring costs within our IMT and Mortgages segments and certain indirect costs of the Homes segment which include researchdo not qualify as discontinued operations related to employee termination costs and development costs, were $365.8totaled $12 million, $4 million, and $8 million, respectively, for the year ended December 31, 2019 compared to $363.72022, and $9 million and $1 million for the Homes and Mortgages segments, respectively, for the year ended December 31, 2018, an increase of $2.1 million, or 1%. Approximately $10.3 millionof the increase related to growth in headcount-related expenses, including share-based compensation expense, as we continue to grow our engineering teams to support current and future product initiatives. In addition, there was a $4.4 million increase in software and hardware costs, a $3.5 millionincrease in other non-capitalizable data content expenses and a $1.7 million increase in miscellaneous expenses. These increases were partially offset by a $17.2 million decrease in depreciation and amortization expense and a $0.6 million decrease in professional services fees.
General and Administrative. General and administrative expenses were $243.6 million for the year ended December 31, 2019 compared to $220.6 million for the year ended December 31, 2018, an increase of $23.1 million, or 10%. The increase in general and administrative expenses was primarily due to a $17.4 million increase in headcount-related expenses driven by the recognition of a total of $23.3 million of share-based compensation expense in the IMT segment during the year ended December 31, 2019 in connection with the modification of certain outstanding equity awards related to the departure of Spencer Rascoff, who served as Zillow Group’s Chief Executive Officer beginning in 2010 and who remains a member of Zillow Group’s board of directors.2021. For additional information regarding the equity modification,restructuring, see Note 18 in our Notes to Consolidated Financial Statements in Part II, Item 83 of this Annual Report on Form 10-K. In addition, there was an $8.3 million increase in building lease-related expenses including rent, utilities and insurance, partially offset by a $1.9 million decrease in professional services fees.
Impairment Costs. There were no impairment costs for the year ended December 31, 2019. Impairment costs recorded to the IMT segment for the year ended December 31, 2018 consist of a $10.0 million non-cash impairment related to our June 2017 equity investment and $65.0 million of the total $69.0 million impairment related to the indefinite-lived Trulia trade names and trademarks intangible asset. For additional information about these impairments, see Note 9 and Note 11 in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Mortgages Segment
CostImpairment costs of Revenue. Cost of revenue was $18.2$77 million for the year ended December 31, 2019 compared to $7.5 million for the year ended December 31, 2018, an increase of $10.6 million. The increase in cost of revenue was primarily attributable to our October 2018 acquisition of Zillow Home Loans, and includes a $7.2 million increase in headcount-related expenses, including share-based compensation expense, a $1.7 million increase in mortgage loan processing costs and a $1.7 million increase in miscellaneous expenses. We expect cost of revenue to increase in absolute dollars in future years as we continue to incur expenses associated with growth in revenue and expansion of Zillow Home Loans.
Sales and Marketing. Sales and marketing expenses were $53.6 million for the year ended December 31, 2019 compared to $32.7 million for the year ended December 31, 2018, an increase of $20.9 million, or 64%. The increase in sales and marketing expenses was primarily attributable to a $16.4 million increase in headcount-related expenses, including share-based compensation expense, primarily related to our October 2018 acquisition of Zillow Home Loans, a $1.9 million increase in marketing and advertising expenses and a $2.6 million increase in miscellaneous expenses. We expect our sales and marketing expenses to increase in absolute dollars in future periods as we continue to expand the Mortgages segment.
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Technology and Development. Technology and development expenses, which include research and development costs, were $32.6 million for the year ended December 31, 2019 compared to $25.8 million for the year ended December 31, 2018, an increase of $6.8 million, or 27%. The increase in technology and development expenses was primarily a result2020 consist of a $6.6$72 millionincrease in headcount-related expenses, including share-based compensation expense, related to our October 2018 acquisition of Zillow Home Loans. We expect our technology and development expenses to increase in absolute dollars in future periods as we continue to build new website functionality and other technologies that will facilitate the origination of mortgages in Zillow Home Loans.
General and Administrative. General and administrative expenses were $41.1 million for the year ended December 31, 2019 compared to $19.6 million for the year ended December 31, 2018, an increase of $21.5 million. The increase in general and administrative expenses was primarily due to a $15.6 million increase in headcount-related expenses, including share-based compensation expense, primarily related to our October 2018 acquisition of Zillow Home Loans. In addition, there was a $2.2 million increase in building lease-related expenses including rent, utilities and insurance, a $1.3 million increase in professional services fees, a $1.1 million increase in software and hardware costs and a $1.3 million increase in miscellaneous expenses. We expect general and administrative expenses to increase over time in absolute dollars as we continue to expand our mortgage business.
Acquisition-Related Costs. There were no acquisition-related costs for the year ended December 31, 2019. Acquisition-related costs were $2.3 million for the year ended December 31, 2018 and related to our acquisition of Zillow Home Loans.
Impairment Costs. There were no impairment costs for the year ended December 31, 2019. Impairment costs for the Mortgages Segment for the year ended December 31, 2018 consist of $4.0 million of the total $69.0 million non-cash impairment related to the indefinite-lived Trulia trade names and trademarks intangible asset. For additional information aboutasset, of which $69 million was recorded to the impairment, seeIMT segment and $3 million was recorded to the Mortgages segment. Refer to Note 11 in10 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.10-K for additional information on the impairment costs related to the Trulia trade names and trademarks intangible asset. Additionally, impairment costs include a $5 million non-cash impairment related to our October 2016 equity investment, the entirety of which was recorded to the IMT segment.
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Corporate ItemsTable ofContents
Certain corporate items areAcquisition-Related Costs
Acquisition-related costs consist of investment banking, legal, accounting and tax costs associated with effecting acquisitions. We did not directly attributable torecord any of our segments, including interest income earned on our short-term investments included in Other income and interestmaterial acquisition-related costs on our convertible senior notes included in Interest expense.
Interest Expense. Interest expense was $70.8for the years ended December 31, 2022 or December 31, 2020. Acquisition-related costs were $9 million for the year ended December 31, 2019 compared to $38.92021, primarily as a result of our September 2021 acquisition of ShowingTime.
Gain (Loss) on Extinguishment of Debt
We recorded a $17 million forloss on extinguishment of debt during the year ended December 31, 2018, an increase2021 associated with conversions of $31.9 million, or 82%. This increase was primarily due to the July 2018 issuance of the 2023 Notes, the September 2019 issuance of the 2026 Notes and the September 2019 and October 2019 issuances of the 2024 Notes. For additional information regarding the convertible senior notes maturing in 2023 (“2023 Notes”), 2024 (“2024 Notes”) and 2026 (“2026 Notes”). For additional information on the loss on extinguishment of debt, see Note 15 in13 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Other Income. Income, net
Other income, net consists primarily of interest income earned on our cash, cash equivalents and investments and fair value adjustments on an outstanding warrant.
Other income, net increased $36 million, for the year ended December 31, 2022 as compared to the year ended December 31, 2021. The increase was primarily driven by increases in returns on corporate investments due to rising interest rates, partially offset by a $7 million fair value adjustment on an outstanding warrant recorded within our IMT segment.
Other income, net decreased $18 million, for the year ended December 31, 2021 as compared to the year ended December 31, 2020. The decrease was primarily due to a decrease of $16 million in corporate other income not directly attributable to our segments driven by lower cash and investment balances during the second half of the year ended December 31, 2021. There was also a decrease of $5 million of other income, net in our IMT segment related to the gain recognized on the sale of our October 2016 equity investment during the year ended December 31, 2020.
Interest Expense
Our corporate interest expense consists of interest and deferred issuance costs associated with our convertible senior notes. On January 1, 2022, we adopted guidance which simplifies the accounting for certain financial instruments with characteristics of liabilities and equity, including convertible instruments and contracts in an entity’s own equity. Upon adoption, we de-recognized the remaining debt discounts on the convertible senior notes and no longer recognize amortization of debt discounts to interest expense. Refer to Note 13 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for stated interest rates and interest payment dates for each of our convertible senior notes.
For our Mortgages segment, interest expense includes interest on the warehouse line of credit and interest on the master repurchase agreements related to our Zillow Home Loans business. For additional details related to our credit facilities, see Note 13 to our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Year Ended December 31, 2022 compared to year ended December 31, 2021
Interest expense decreased $93 million, or 73%, primarily due to a $91 million decrease in corporate interest expense not attributable to any of our segments. The decrease in corporate interest expense not attributable to any of our segments was $38.2primarily due to the adoption of guidance which simplifies the accounting for certain financial instruments with characteristics of liabilities and equity, which, as discussed above, eliminated the debt discounts on the convertible senior notes that were previously amortized to interest expense prior to adoption. Additionally, the settlement of conversions and redemptions of the 2023 Notes, 2024 Notes and 2026 Notes during the year ended December 31, 2021 decreased the outstanding principal balances of our convertible senior notes upon which interest was incurred.
Year Ended December 31, 2021 compared to year ended December 31, 2020
Interest expense decreased $10 million, or 7%, due to a $13 million decrease in corporate interest expense not attributable to any of our segments, partially offset by a $3 million increase related to our Mortgages segment.
The decrease in corporate interest expense not attributable to any of our segments was primarily attributable to the settlement of the convertible senior notes due in 2020 (the “2020 Notes”) and the 2021 Notes during the year ended December 31, 2020 and the settlement of 2023 Notes, 2024 Notes and 2026 Notes during the year ended December 31, 2021, which decreased the outstanding principal balances of our convertible senior notes upon which interest was incurred. The decrease in
54

corporate interest expense was partially offset by the impact of additional interest for the May 2020 issuance of the convertible senior notes due in 2025 (the “2025 Notes”).
The increase in Mortgages segment interest expense was due to increased borrowings on our repurchase agreements and warehouse line of credit.
Income Taxes
We are subject to income taxes in the United States (federal and state), Canada, and Serbia. As of December 31, 2022 and December 31, 2021, we have provided a valuation allowance against our net deferred tax assets that we believe, based on the weight of available evidence, are not more likely than not to be realized. There is a reasonable possibility that within the next several years, sufficient positive evidence will become available to demonstrate that a significant portion of the valuation allowance against our U.S. net deferred tax assets will no longer be required. We have accumulated federal tax losses of approximately $1.8 billion as of December 31, 2022, which are available to reduce future taxable income. We have accumulated state tax losses of approximately $63 million (tax effected) as of December 31, 2022.
We recorded income tax expense of $3 million for the year ended December 31, 2019 compared to $19.02022, primarily driven by state taxes. We recorded an income tax benefit of $1 million for the year ended December 31, 2018, an increase2021 that was comprised of $19.2 million. This increase is primarily due to an increasea $3 million income tax benefit from a decrease in the balancevaluation allowance associated with our September 2021 acquisition of ShowingTime, partially offset by the recognition of $2 million of tax expense related to state and foreign income taxes. We recorded an income tax benefit of $8 million for the year ended December 31, 2020, primarily driven by a $10 million income tax benefit associated with the $72 million non-cash impairment we recorded during the year ended December 31, 2020. Refer to Note 10 of our short-term investment portfolio generating an increaseNotes to Consolidated Financial Statements in interest income.Part II, Item 8 of this Annual Report on Form 10-K for additional information on this non-cash impairment charge.
Quarterly Results of Operations
The following tables set forth our unaudited quarterly statements of operations data for each of the periods presented below. In the opinion of management, the data has been prepared on the same basis as the audited consolidated financial statements included in this Annual Report on Form 10-K, and reflects all necessary adjustments, consisting only of normal recurring adjustments, necessary for a fair presentation of the data. The results of historical periods are not necessarily indicative of the results of operations of any future period.period, particularly given continued uncertainty surrounding the health of the housing market, interest rate environment and the COVID-19 pandemic. You should read the data together with our consolidated financial statements and the related notes included elsewhere in this Annual Report on Form 10-K. Amounts are in thousands,millions, except per share data unaudited.which are presented in thousands, unaudited, and we have presented the financial results of Zillow Offers as discontinued operations (see Note 3 in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional details regarding discontinued operations).
4855

 Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
 
Statement of Operations Data:
Revenue:
Homes$603,228  $384,626  $248,924  $128,472  $41,347  $11,018  $—  $—  
IMT319,665  335,290  323,669  298,272  300,708  313,638  305,941  280,856  
     Mortgages21,054  25,292  26,985  27,360  23,280  18,438  19,305  19,023  
Total revenue943,947  745,208  599,578  454,104  365,335  343,094  325,246  299,879  
Cost of revenue (exclusive of amortization) (1)(2):
Homes581,398  370,796  240,732  122,419  39,080  10,226  —  86  
IMT23,894  24,318  26,059  24,251  24,623  25,186  24,290  22,594  
     Mortgages4,325  4,721  4,430  4,678  3,769  1,260  1,237  1,239  
Total cost of revenue609,617  399,835  271,221  151,348  67,472  36,672  25,527  23,919  
Sales and marketing (1)183,761  181,347  187,433  161,587  138,869  128,734  147,727  137,291  
Technology and development (1)125,273  123,974  120,330  107,770  111,195  105,314  100,376  93,933  
General and administrative (1)99,070  88,493  82,839  95,774  74,758  70,743  60,579  56,073  
Impairment costs—  —  —  —  69,000  10,000  —  —  
Acquisition-related costs—  —  —  —  268  1,405  632  27  
Integration costs—   293  352  1,492  523  —  —  
Total costs and expenses1,017,721  793,654  662,116  516,831  463,054  353,391  334,841  311,243  
Loss from operations(73,774) (48,446) (62,538) (62,727) (97,719) (10,297) (9,595) (11,364) 
Other income12,033  8,999  9,458  9,168  5,962  7,773  3,089  2,446  
Interest expense(39,927) (26,502) (18,897) (16,466) (14,327) (12,668) (7,187) (7,073) 
Loss before income taxes(101,668) (65,949) (71,977) (70,025) (106,084) (15,192) (13,693) (15,991) 
Income tax benefit (expense)458  1,300  —  2,500  8,402  14,700  10,600  (2,600) 
Net loss$(101,210) $(64,649) $(71,977) $(67,525) $(97,682) $(492) $(3,093) $(18,591) 
Net loss per share—basic and diluted$(0.49) $(0.31) $(0.35) $(0.33) $(0.48) $—  $(0.02) $(0.10) 
Weighted-average shares outstanding—basic and diluted208,204  207,002  205,754  204,514  203,561  202,416  194,155  191,464  
Other Financial Data:
Segment income (loss) before income taxes:
Homes segment$(107,923) $(87,870) $(71,122) $(45,205) $(28,812) $(16,428) $(10,061) $(4,390) 
IMT segment$36,221  $42,053  $13,238  $(11,452) $(57,454) $6,322  $110  $(6,616) 
Mortgages segment$(12,654) $(12,254) $(10,438) $(9,616) $(13,086) $(623) $356  $(358) 
Adjusted EBITDA (3):
Homes segment$(82,525) $(67,825) $(56,452) $(34,524) $(23,186) $(13,409) $(8,352) $(3,513) 
IMT segment87,659  91,102  64,055  61,047  58,261  75,363  59,718  46,683  
Mortgages segment(8,311) (7,435) (5,306) (2,601) (2,718) 4,211  4,634  3,140  
Total Adjusted EBITDA$(3,177) $15,842  $2,297  $23,922  $32,357  $66,165  $56,000  $46,310  
 Three Months Ended
 December 31, 2022September 30, 2022June 30, 2022March 31, 2022December 31, 2021September 30, 2021June 30, 2021March 31, 2021
Revenue$435 $483 $504 $536 $535 $550 $533 $514 
Gross profit346 394 407 444 440 468 460 441 
Income (loss) from continuing operations(83)(51)36 32 55 55 97 
Net income (loss) from continuing operations(72)(51)10 25 18 19 59 
Net income (loss)(72)(53)16 (261)(329)10 52 
Net income (loss) from continuing operations per share:
Basic$(0.31)$(0.21)$0.04 $0.10 $0.02 $0.07 $0.08 $0.24 
Diluted$(0.31)$(0.21)$0.04 $0.10 $0.02 $0.07 $0.07 $0.23 
Net income (loss) per share:
Basic$(0.31)$(0.22)$0.03 $0.06 $(1.03)$(1.29)$0.04 $0.21 
Diluted$(0.31)$(0.22)$0.03 $0.06 $(1.00)$(1.24)$0.04 $0.20 
Weighted-average shares outstanding:
Basic236,246 240,080 243,942 248,542 254,013 254,074 248,152 243,234 
Diluted236,246 240,080 245,163 265,945 261,181 265,112 261,495 259,346 

 Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
 
(1) Includes share-based compensation as follows:
Cost of revenue$1,099  $1,062  $936  $881  $947  $969  $1,256  $955  
Sales and marketing6,087  6,588  6,801  5,650  5,529  5,911  6,340  5,162  
Technology and development17,980  18,034  18,399  15,508  15,753  15,031  14,347  11,542  
General and administrative21,852  16,444  17,496  44,085  15,489  19,771  17,000  13,082  
Total$47,018  $42,128  $43,632  $66,124  $37,718  $41,682  $38,943  $30,741  
(2) Amortization of website development costs and intangible assets included in technology and development$17,046  $15,835  $14,656  $14,400  $17,575  $18,165  $21,020  $22,549  
(3) See “Adjusted EBITDA” below for more information and for a reconciliation of Adjusted EBITDA to the most directly comparable financial measure calculated and presented in accordance with GAAP, which is net loss on a consolidated basis and income (loss) before income taxes for each segment.


The following tables present our revenue by type and as a percentage of total revenue for the periods presented (in thousands, unaudited):
Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
 
Revenue:
Homes$603,228  $384,626  $248,924  $128,472  $41,347  $11,018  $—  $—  
IMT Revenue:
Premier Agent233,482  240,698  231,961  217,735  221,012  232,703  230,885  213,732  
Rentals39,235  44,430  42,670  37,838  34,917  37,319  33,288  29,063  
Other46,948  50,162  49,038  42,699  44,779  43,616  41,768  38,061  
Total IMT Revenue319,665  335,290  323,669  298,272  300,708  313,638  305,941  280,856  
Mortgages21,054  25,292  26,985  27,360  23,280  18,438  19,305  19,023  
Total Revenue$943,947  $745,208  $599,578  $454,104  $365,335  $343,094  $325,246  $299,879  

 Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
Percentage of Revenue:
Homes64 %52 %42 %28 %11 %%%%
IMT Revenue:
Premier Agent25  32  39  48  60  68  71  71  
Rentals    10  11  10  10  
Other    12  13  13  13  
Total IMT Revenue34  45  54  66  82  91  94  94  
Mortgages        
Total Revenue100 %100 %100 %100 %100 %100 %100 %100 %


Total revenue increased sequentially in all quarters presented, primarily due to our Homes business that launched in April 2018. Additionally, the increase in customer adoption of our mobile applications and websites in the years ended December 31, 2019 and December 31, 2018 was reflected in the growth in visits and unique users, which increase the likelihood of a lead, click, impression, connection or other event that we could monetize across our business segments.
Homes Segment
The sequential increases in Homes revenue were primarily attributable to an increase in the number of homes sold in each period as customer adoption of Zillow Offers increases in geographic areas in which it is currently operating and as Zillow Offers expands into new geographic markets.
IMT Segment
Premier Agent Revenue. Premier Agent revenue increased sequentially in all quarters presented with the exception of the three months ended December 31, 2018 and 2019 and the three months ended March 31, 2019. We believe the decreases in revenue for these periods were driven by certain changes we made to the Premier Agent and Premier Broker programs in the second half of 2018 as discussed in the “Results of Operations” section above in this Item 7. Additionally, we believe seasonality contributed to the decreases in the three months ended December 31, 2018 and 2019 related to the normal cycles of the residential real estate market. For all other quarters, Premier Agent revenue increased, supported by consistent increases in the number of visits and unique users to our mobile applications and websites.
Rentals Revenue. Rentals revenue increased sequentially in all quarters presented with the exception of the three months ended December 31, 2018 and 2019. The quarter over quarter rentals revenue trends are primarily attributable to the corresponding fluctuation in rentals listings, which increase the likelihood of a lead, lease, click or other event we monetize. Additionally, rentals revenue increased quarter over quarter as a result of the launch of our rental applications product in 2018 which allows prospective renters to submit rental applications online through Zillow.com for a flat service fee. We believe the sequential quarterly decreases in rentals revenue for the three months ended December 31, 2018 and 2019 were primarily driven by seasonality related to the residential real estate market.
Other Revenue. Other revenue increased sequentiallydecreased in all quarters presented with the exception of the three months ended March 31, 2019 and2022, which remained flat with the three months ended December 31, 2019.preceding quarter. The sequential decreases in revenue for these periods was driven by a decrease in display advertising sales and alignsthroughout 2022 were attributable to the seasonality of the residential real estate market. For all other quarters, otherongoing macro housing market factors, including interest rate and home price increases, as well as tight housing inventory levels. Total revenue increased supported by increased advertising sales to new home builders through our new construction platform.
Mortgages Segment
We reported year-over-year quarterly growthsequentially in mortgages revenueall quarters in 2019 for all quarters,2021 with the exception of the three months ended December 31, 2019.2021. The year-over-year quarterly growth was primarily a result of the addition of revenue generated by Zillow Home Loans, Zillow’s affiliated mortgage lender, which we acquired in the fourth quarter of 2018. We believe thesequential decrease in mortgages revenue for the three months ended December 31, 2019 compared2021 was attributable to a decrease in visits driven by seasonality related to the three months ended December 31, 2018 isnormal cycles of the residential real estate market coupled with tighter inventory due to our focus on investinga new COVID-19 variant. Total revenue increased in systemsall other quarters throughout 2021 due primarily to increases in visits and operations to seamlessly integrate the Zillow Home Loans platform into our offerings to enhance the customer experience.unique users and persistent low interest rates throughout 2021.
Seasonality
Portions of our business may beare affected by seasonal fluctuations in the residential real estate market, advertising spending and other factors. With respectWe believe that customers’ responses to our Homes segment, themacro housing market factors including interest rate of revenue growthand home price increases and volatility as we expand into new geographic marketswell as tight housing inventory levels may mask seasonality in revenue; werevenue. Although the impact of macroeconomic factors in 2022 and the COVID-19 pandemic impact during 2021 and 2022 may for example, be able to more quickly sell homeshave masked seasonality during the spring and summer high seasons. Similarly, the rate of growth aslast two years, we expand into new markets for Zillow Home Loans may mask seasonality in revenue within the Mortgages segment, as we may be able to originate more mortgages during the spring and summer high seasons. As our revenue growth rate related to our IMT segment slows, wewould generally expect seasonal variances may continue to become more pronounced, causing our operating results to fluctuate. For example, we have begun to observe Premier Agent and Rentalsrentals revenue peakingto peak in the three months ended June 30th30th or September 30th, in line30th, consistent with peak residential real estate activity in the spring and summer seasons. In addition, the average numbersnumber of visits and unique users which have historically peaked during the three months ended June 30th30th or September 30th, consistent30th, aligning with peak residential real estate activity in the spring and summer months. Because the number of visits and unique users impacts impression inventory, leads and connections to real estate professionals, clicks and other events we monetize, we believe this trend in the average number of visits and unique users has generally resulted in seasonal fluctuations in revenue in corresponding periods.


Adjusted EBITDA
The following table sets forth a reconciliation of Adjusted EBITDA to net loss for each of Within the periods presented below. See “Adjusted EBITDA” under “Results of Operations” aboveMortgages segment, we believe that seasonality would result in this Item 7 for additional information about why we have included Adjusted EBITDA in this Annual Report on Form 10-K and how management uses Adjusted EBITDA. Amounts are in thousands, unaudited.
 Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
 
Reconciliation of Adjusted EBITDA to Net Loss
Net loss$(101,210) $(64,649) $(71,977) $(67,525) $(97,682) $(492) $(3,093) $(18,591) 
Other income(12,033) (8,999) (9,458) (9,168) (5,962) (7,773) (3,089) (2,446) 
Depreciation and amortization expense23,579  22,160  21,203  20,525  23,090  23,375  26,020  26,906  
Share-based compensation expense47,018  42,128  43,632  66,124  37,718  41,682  38,943  30,741  
Impairment costs—  —  —  —  69,000  10,000  —  —  
Acquisition-related costs—  —  —  —  268  1,405  632  27  
Interest expense39,927  26,502  18,897  16,466  14,327  12,668  7,187  7,073  
Income tax (benefit) expense(458) (1,300) —  (2,500) (8,402) (14,700) (10,600) 2,600  
Adjusted EBITDA$(3,177) $15,842  $2,297  $23,922  $32,357  $66,165  $56,000  $46,310  
Visits
Refer to “Visits” above in this Item 7 for information about how we measure visits. The number of visits has historically peaked during the three months ended June 30 or September 30, consistent with seasonal variances of home sales which generally peakhigher purchase origination volumes in the spring and summer months. The following table presents the number of visits for the periods presented (in millions, unaudited):

 Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
 
Visits1,759.5  2,104.9  2,181.4  2,019.8  1,607.8  1,888.9  1,920.6  1,764.8  

Unique Users
Refer to “Unique Users” above in this Item 7 for information about how we measure unique users. The average number of unique users has historically peaked during the three months ended June 30 or September 30, consistent withhigh seasons. Our Connect and Custom Quote mortgage marketing products display similar seasonal variances of home sales which generally peak in the spring and summer months. The following table presents the average number of unique users for the periods presented (in millions, unaudited):
 Average for the Three Months Ended
 December 31, 2019September 30, 2019June 30, 2019March 31, 2019December 31, 2018September 30, 2018June 30, 2018March 31, 2018
 
Unique Users172.6  195.6  194.3  181.1  157.2  186.6  186.1  175.5  

fluctuations.
Liquidity and Capital Resources
Our primary sources of liquidity and capital resources are cash flows from operations, debt financing and equity offerings. Our cash requirements consist principally of working capital, general corporate needs and mortgage loan originations. We generally reinvest available cash flows from operations into our business and to service our debt obligations.
56

Sources of Liquidity
As of December 31, 20192022 and December 31, 2018,2021, we had cash and cash equivalents, investments and restricted cash of $2,511.9 million$3.4 billion and $1,567.3 million,$2.8 billion, respectively. Cash and cash equivalents balances consist of operating cash on deposit with financial institutions and money market funds, U.S. government agency securities, commercial paper, treasury bills, corporate notes and bonds and certificates of deposit.funds. Investments consist of fixed income securities, which include U.S. government treasury securities, U.S. government agency securities, investment grade corporate notessecurities, and bonds, commercial paper, municipal securities, certificates of deposit and treasury bills.paper. Restricted cash primarily consists of amounts funded to the reserve and collection accounts related to our credit facilities and amounts held in escrow related to funding customer home purchases in our mortgage origination business. Amounts on deposit with third-party financial institutions exceed the Federal Deposit Insurance Corporation and the Securities Investor Protection Corporation


insurance limits, as applicable. As of December 31, 2019,2022, Zillow Group and its subsidiaries were in compliance with all debt covenants specified in the facilities described below.
We continue to invest in the development and expansion of our operations. Ongoing investments include but are not limited to improvements in infrastructure, networking equipment and software, release improvements to our software code as well as investments in sales and marketing. To finance these investments as well as ongoing operations in the event that we require additional funding to support strategic business opportunities, we have issued convertible senior notes. The following table summarizes our convertible senior notes as of the periods presented (in thousands, except interest rates):

December 31, 2019December 31, 2018
Maturity DateAggregate Principal AmountStated Interest RateCarrying ValueFair ValueCarrying ValueFair Value
September 1, 2026$500,000  1.375 %$327,187  $597,380  $—  $—  
September 1, 2024673,000  0.75 %490,538  730,500  —  —  
July 1, 2023373,750  1.50 %310,175  356,464  294,738  321,855  
December 1, 2021460,000  2.00 %415,502  514,312  394,645  446,200  
December 15, 20209,637  2.75 %9,637  16,842  9,637  16,744  
Total$2,016,387  $1,553,039  $2,215,498  $699,020  $784,799  

Refer to Note 15 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on Zillow Group’s convertible senior notes, including conversion rates, conversion and redemption dates and the related capped call transactions.
Homes
The expansion of Zillow Group’s purchase of homes through the Zillow Offers program and sale of homes on the open market continues to have a significant impact on our liquidity and capital resources as a cash and inventory intensive business. We primarily use debt financing through credit facilities to fund a portion of the purchase price of homes and certain related costs. The following table summarizes our credit facilities as of the periods presented (in thousands, except interest rates):
LenderFinal Maturity DateMaximum Borrowing CapacityOutstanding Borrowings at
December 31, 2019
Outstanding Borrowings at
December 31, 2018
Weighted Average Interest Rate
Goldman Sachs Bank USAApril 20, 2022$500,000  $39,244  $—  4.41 %
Citibank, N.A.January 31, 2022500,000  296,369  —  5.54 %
Credit Suisse AG, Cayman IslandsJuly 31, 2021500,000  355,911  116,700  5.63 %
Total$1,500,000  $691,524  $—  

Refer to Note 15 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on Zillow Group’s credit facilities.
IMT
Our principal sources of liquidity for the IMT segment are cash flows from operations within the segment.
Mortgages
The October 31, 2018 acquisition of Zillow Home Loans continues to impact our liquidity and capital resources as a cash intensive business that funds mortgage loans originated for resale in the secondary market. We primarily use debt financing to fund the mortgage loan originations. The following table summarizes our warehouse lines of credit and master repurchase agreement as of the periods presented (in thousands, except interest rates):
53

LenderMaturity DateMaximum Borrowing Capacity Outstanding Borrowings at
December 31, 2019
 Outstanding Borrowings at
December 31, 2018
Weighted Average Interest Rate
Citibank, N.A.October 27, 2020$75,000  $394  $—  3.29 %
Comerica BankJune 27, 202050,000  30,033  18,892  4.22 %
People’s United Bank, N.A.October 15, 201950,000  —  14,125  4.89 %
Total$30,427  $33,017  

Refer to Note 15 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on Zillow Group’s mortgage facilities.
We believe that cash from operations and cash and cash equivalents and investment balances will be sufficient to meet our ongoing operating activities, working capital, capital expenditures and other capital requirements for at least the next 12 months. We believe we will meet longer-term expected future cash requirements and obligations through a combination of cash flows from operations, debt financing and equity offerings, as applicable.
The cash flows related to discontinued operations have not been separated. Accordingly, the consolidated statements of cash flows and the following discussions include the results of continuing and discontinued operations. See Note 3 in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on discontinued operations, including supplemental cash flow information. The following table presents selected cash flow data for the periods presented (in thousands)millions):
 Year Ended December 31,
 20192018
Cash Flow Data:
Net cash provided by (used in) operating activities$(612,174) $3,850  
Net cash used in investing activities(456,054) (622,639) 
Net cash provided by financing activities1,635,694  930,137  
 Year Ended December 31,
 202220212020
Cash Flow Data:
Net cash provided by (used in) operating activities$4,504 $(3,177)$423 
Net cash provided by (used in) investing activities(1,533)1,088 (1,038)
Net cash provided by (used in) financing activities(4,341)3,148 1,163 
Cash Flows Provided By (Used In) Operating Activities
Our operating cash flows result primarily from cash received from real estate professionals, rental professionals, mortgage professionals, builders and brand advertisers, as well as cash received from sales of mortgages originated by Zillow Home Loans and, prior to September 30, 2022, from customers for sales of homes through Zillow Offers and sales of mortgages originated by Zillow Home Loans.Offers. Our primary uses of cash from operating activities include payments for homes purchased through Zillow Offers, marketing and advertising activities, mortgages funded through Zillow Home Loans and employee compensation and benefits. Additionally, uses of cash from operating activities include costs associated with operating our mobile applications and websites and other general corporate expenditures. Prior to the wind down of Zillow Offers operations, our primary uses of cash from operating activities also included payments for homes purchased through Zillow Offers.
For the year ended December 31, 2019,2022, net cash provided by operating activities was $4.5 billion. This was primarily driven by a net loss of $101 million, adjusted by share-based compensation expense of $451 million, depreciation and amortization expense of $157 million, amortization of contract cost assets of $30 million, amortization of debt discount and debt issuance costs of $26 million, amortization of right of use assets of $23 million, a loss on extinguishment of debt of $21 million and an inventory valuation adjustment of $9 million. This was partially offset by $3 million in other adjustments to reconcile net loss to net cash provided by operating activities. Changes in operating assets and liabilities increased cash provided by operating activities by $3.9 billion. The changes in operating assets and liabilities are primarily related to a $3.9 billion decrease in inventory and an $82 million decrease in accounts receivable as we wound down Zillow Offers operations, a $66 million decrease in mortgage loans held for sale driven by increased interest rates which decreased demand for mortgages, a $6 million decrease in prepaid expenses and other current assets due to the timing of payments and a $7 million increase in other long-term liabilities primarily due to our outstanding warrant agreement. These changes were partially offset by a $71 million decrease in accrued expenses and other liabilities and a $60 million decrease in accrued compensation and benefits driven primarily by the wind down of Zillow Offers operations, a $21 million decrease in lease liabilities primarily due to lease payments, an $18 million increase in contract cost assets and a $7 million decrease in deferred revenue.
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For the year ended December 31, 2021, net cash used in operating activities was $612.2$3.2 billion. This was primarily driven by a net loss of $528 million, adjusted by an inventory valuation adjustment of $408 million, share-based compensation expense of $312 million, depreciation and amortization expense of $130 million, amortization of debt discount and debt issuance costs of $104 million, impairment and restructuring costs of $57 million, amortization of contract cost assets of $42 million, amortization of right of use assets of $23 million, a loss on extinguishment of debt of $17 million and $12 million in other adjustments to reconcile net loss to cash used in operating activities, including deferred income taxes. Changes in operating assets and liabilities offset these adjustments by $3.8 billion. The changes in operating assets and liabilities are primarily related to a $3.8 billion increase in inventory due to home purchases outpacing the sale of homes through Zillow Offers for the year ended December 31, 2021, an $82 million increase in accounts receivable due primarily to an increase in revenue from products and services billed in arrears, an $82 million increase in prepaid expenses and other current assets due to the timing of payments, a $29 million decrease in lease liabilities, a $26 million increase in contract cost assets due primarily to capitalized sales commissions and an $12 million decrease in other long-term liabilities. These changes were partially offset by a $224 million decrease in mortgage loans held for sale, a $61 million increase in accrued expenses and other liabilities driven by the timing of payments, $13 million in accrued compensation and benefits and a $5 million change in accounts payable.
For the year ended December 31, 2020, net cash provided by operating activities was $423 million. This was primarily driven by a net loss of $305.4$162 million, adjusted by share-based compensation expense of $198.9$197 million, depreciation and amortization expense of $87.5$111 million, amortization of thedebt discount and debt issuance costs on the 2021 Notes, 2023 Notes, 2024 Notes and 2026 Notes of $52.1$102 million, non-cash impairment costs of $77 million, amortization of contract cost assets of $35.3$37 million, amortization of right of use assets of $23.1 million, a loss on disposal of property and equipment of $7.2 million, accretion of bond discount of $6.3$24 million and $3 million in other adjustments to reconcile net loss to cash provided by operating activities. This was partially offset by a $4.3 million change in deferred income taxes.gain on extinguishment of debt of $1 million. Changes in operating assets and liabilities increased cash used inprovided by operating activities by $703.1$41 million. The changes in operating assets and liabilities are primarily duerelated to a $673.8$345 million increasedecrease in inventory due to the purchasesale of homes and a decrease in home purchases through Zillow Offers during the year ended December 31, 2020 associated with our temporary pause in Zillow Offers home buying activity to preserve liquidity in response to COVID-19, a $34.7 million increase in contract cost assets due primarily to the capitalization of sales commissions and an $18.9 million decrease in lease liabilities due to scheduled lease payments, partially offset by a $19.6$15 million increase in accrued expenses and other current liabilities driven primarily by the timing of payments, a $6.4$13 million increase in accounts payable, a $10 million increase in other long-term liabilities, a $10 million increase in accrued compensation and benefits and a $5.7$9 million increase in deferred revenue driven primarilyrevenue. These changes were partially offset by a corresponding$294 million increase in sales volumes.
For the year ended December 31, 2018, net cash provided by operating activities was $3.9 million. This was primarily driven bymortgage loans held for sale, a net loss of $119.9 million, adjusted by share-based compensation expense of $149.1 million, depreciation and amortization expense of $99.4 million, non-cash impairment charges totaling $79.0 million, amortization of contract cost assets of $36.0 million, a non-cash change in our deferred income taxes of $31.1 million, amortization of the discount and issuance costs on the 2023 Notes and 2021 Notes of $26.7 million, accretion of bond discount of $4.3 million, a loss on disposal of property and equipment of $3.6 million and a change in deferred rent of $2.0 million. Changes in operating assets and liabilities decreased cash provided by operating activities by $233.5 million. The changes in operating assets and liabilities are primarily due to a $162.8 million increasein inventory due to the purchase of homes through Zillow Offers, a $41.5$42 million increase in contract cost assets due primarily to the capitalization of sales commissions, a $34.1$16 million increase in prepaid expenses and other current assets drivendue primarily by theto timing of payments and growth in our contract assets, a $12.6$7 million increase in accounts receivable due primarily to an
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increase in revenue from products and services billed in arrears and a $11.3$2 million increasedecrease in accrued compensation and benefits driven primarily by the timing oflease liabilities due to scheduled lease payments.
Cash Flows Used InProvided By (Used In) Investing Activities
Our primary investing activities include the purchase and sale or maturity of investments, the purchase of property and equipment and intangible assets and cash paid in connection with acquisitions.
For the year ended December 31, 2019,2022, net cash used in investing activities was $456.1 million.$1.5 billion. This was primarily the result of $369.4$1.4 billion of net purchases of investments and $140 million of purchases of property and equipment and intangible assets.
For the year ended December 31, 2021, net cash provided by investing activities was $1.1 billion. This was the result of $1.7 billion of net proceeds from the maturity of investments, partially offset by $497 million of net cash paid for our September 2021 acquisition of ShowingTime, and $105 million of purchases of property and equipment and intangible assets.
For the year ended December 31, 2020, net cash used in investing activities was $1.0 billion. This was the result of $939 million of net purchases of investments in connection with investment of a portion of the net proceeds from our May 2020 issuance of the 20242025 Notes and 2026 Notes and $86.6 millionoffering of purchases for property and equipment and intangible assets.
For the year ended December 31, 2018, net cash used in investing activities was $622.6 million. This was primarily the result of $489.0 million of net purchases of investments in connection with investment of a portion of the net proceeds from our July 2018 public offerings of Class C capital stock, and 2023 Notes, $78.5$109 million of purchases for property and equipment and intangible assets, and $55.1partially offset by $10 million in proceeds from the sale of net cash paid for acquisitions, related to the October 2018 acquisition of Zillow Home Loans.an equity investment.
Cash Flows Provided By (Used In) Financing Activities
Net cash provided by (used in) financing activities has primarily resulted from repurchases of Class A common stock and Class C capital stock, settlement of long term debt including our securitization term loans, net proceeds from equity offerings, the exercise of employee option awards, and equity awards withheld for tax liabilities, net proceeds from the issuance of convertible notes, netour securitization transaction, proceeds from equity offerings, proceeds fromand repayments of borrowings on our credit facilities related to Zillow Offers and proceeds fromrepayments of borrowings on the warehouse lines of credit and the master repurchase agreements related to Zillow Home Loans.
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For the year ended December 31, 2022, cash used in financing activities was $4.3 billion, which was primarily related to $2.2 billion of repayments on borrowings of our credit facilities and 1.2 billion for the repayment of the term loans associated with the wind down of Zillow Offers operations, $947 million of cash paid for share repurchases and $76 million of net repayments on our warehouse line of credit and master repurchase agreements related to Zillow Home Loans. These cash outflows were partially offset by $46 million of proceeds from the exercise of option awards.
For the year ended December 31, 2021, cash provided by financing activities was $3.1 billion, which was primarily related to $1.8 billion of net borrowings on our credit facilities related to Zillow Offers, $1.1 billion in proceeds from the issuance of the 2021-1 and 2021-2 term loans, net of issuance costs, $545 million in proceeds from the sale of 3 million shares of Class C capital stock under our equity distribution agreement and $127 million of proceeds from the exercise of option awards. These cash inflows were partially offset by $302 million of cash paid for share repurchases pursuant to our stock buyback program and $197 million of net repayments on our warehouse line of credit and master repurchase agreements related to Zillow Home Loans.
For the year ended December 31, 2019,2020, cash provided by financing activities was $1,635.7 million,$1.2 billion, which was primarily resulted from therelated to net proceeds from the issuance of the 2024 Notes and 20262025 Notes of $1,157.7$553 million, $444 million of proceeds from the exercise of option awards, net proceeds from the public offering of our Class C capital stock of $412 million, and $279 million of net borrowings on our warehouse line of credit and master repurchase agreements related to Zillow Home Loans. These cash inflows were partially offset by $159.7 million paid in premiums for the related capped call confirmations. Cash provided by financing activities also included $574.8$330 million of net proceeds fromrepayments of borrowings on our credit facilities related to Zillow Offers and $65.5$195 million of proceedscash paid for the extinguishment of our 2021 Notes.
Capital Resources
We continue to invest in the development and expansion of our continuing operations. Ongoing investments include, but are not limited to, improvements in our technology platforms, infrastructure and continued investments in sales and marketing. To finance these investments and ongoing operations, and in the event that we require additional funding to support strategic business opportunities, we have issued convertible senior notes. As of December 31, 2022, we have a total of $1.7 billion aggregate principal of convertible senior notes outstanding. The convertible notes are senior unsecured obligations, and interest on the convertible notes is paid semi-annually. The following table summarizes our convertible senior notes as of the periods presented (in millions, except interest rates):
December 31, 2022December 31, 2021
Maturity DateAggregate Principal AmountStated Interest RateCarrying ValueCarrying Value
September 1, 2026$499 1.375 %$495 $369 
May 15, 2025565 2.75 %560 443 
September 1, 2024608 0.75 %605 507 
Total$1,672 $1,660 $1,319 
Refer to Note 13 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information regarding our convertible senior notes, including conversion rates, conversion and redemption dates and the related capped call transactions.
On February 17, 2021, we entered into an equity distribution agreement with certain sales agents and/or principals (the “Managers”), pursuant to which we may offer and sell from time to time, through the exerciseManagers, shares of option awards, partially offsetour Class C capital stock, having an aggregate gross sales price of up to $1 billion, in such share amounts as we may specify by $2.6 million of net repayments on our warehouse lines of credit relatednotice to Zillow Home Loans.
Forthe Managers, in accordance with the terms and conditions set forth in the equity distribution agreement. During the year ended December 31, 2018, cash flows provided by financing activities includes $364.02022, we did not sell any shares under the equity distribution agreement. During the year ended December 31, 2021, we issued and sold 3 million shares of net proceeds from the issuance of the 2023 Notes and $360.3 million of net proceeds from our Class C capital stock public offering, partially offset by $29.4for total proceeds of $551 million and net proceeds of $545 million, after deducting $6 million of premiums paid for the related capped call confirmations. It also includes $120.1 million in proceeds from the exercise of option awards, $116.7 million of proceeds from borrowing on the credit facility related to Zillow Offerscommissions and $0.5 million of proceeds from borrowing on the warehouse lines of credit associated with our October 2018 acquisition of Zillow Home Loans, partially offset by $2.0 million of contingent consideration related to a prior period acquisition.
Off-Balance Sheet Arrangements
We did not have any off-balance sheet arrangements other than outstanding surety bonds issued for our benefit of approximately $10.2 million and $8.9 million, respectively, as of December 31, 2019 and 2018. We do not believe that the surety bonds will have a material effect on our liquidity, capital resources, market risk support or credit risk support.offering expenses incurred. For additional information regarding the surety bonds,equity distribution agreement, see Note 2015 in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
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On December 2, 2021, Zillow Group’s Board of Directors authorized the repurchase of up to $750 million of our Class A common stock, Class C capital stock or a combination thereof. On May 4, 2022, the Board of Directors authorized the repurchase of up to an additional $1 billion (together the “Repurchase Authorizations”) of our Class A common stock, Class C capital stock or a combination thereof. During the year ended December 31, 2022, we repurchased 4.1 million shares of Class A common stock and 18.2 million shares of Class C capital stock at an average price of $44.14 and $42.30 per share, respectively, for an aggregate purchase price of $179 million and $768 million, respectively. During the year ended December 31, 2021, we repurchased 4.9 million shares of Class C capital stock at an average price of $61.12 per share for an aggregate purchase price of $302 million. As of December 31, 2022, $500 million remained available for future repurchases pursuant to the Repurchase Authorizations, which repurchases decrease our liquidity and capital resources when effected. On November 1, 2022, the Board of Directors further expanded the Repurchase Authorizations to allow for the repurchase of a portion of our outstanding convertible senior notes. There were no repurchases of convertible senior notes during the year ended December 31, 2022. For additional information on our Repurchase Authorizations, see Note 15 in our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
IMT
Our principal sources of liquidity for the IMT segment are cash flows from operations within the segment.
Mortgages
Zillow Home Loans impacts our liquidity and capital resources as a cash intensive business that funds mortgage loans originated for resale in the secondary market. We primarily use debt financing to fund mortgage loan originations. The following table summarizes our warehouse line of credit and master repurchase agreements as of the periods presented (in millions, except interest rates):
LenderMaturity DateMaximum Borrowing CapacityOutstanding Borrowings at
December 31, 2022
Outstanding Borrowings at
December 31, 2021
Weighted Average Interest Rate
Credit Suisse AG, Cayman IslandsMarch 17, 2023$100 $23 $77 6.16 %
Citibank, N.A.June 9, 2023100 17 6.18 %
Comerica BankJune 24, 202350 11 19 6.22 %
Total$250 $37 $113 
Refer to Note 13 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on Zillow Group’s warehouse line of credit and master repurchase agreements.
Homes
Prior to its wind down, Zillow Group’s purchase of homes through the Zillow Offers program had a significant impact on our liquidity and capital resources as a cash and inventory intensive business. We previously used credit facilities, and beginning in the third quarter of 2021, asset-backed securitizations, to fund a portion of the purchase price of homes and certain related costs. On November 2, 2021, the Board of Directors of Zillow Group made the determination to wind down Zillow Offers operations and as of September 30, 2022, the wind down was complete. As a result of the wind down, during the first half of 2022, certain wholly owned subsidiaries of Zillow Group repaid all amounts drawn on the Zillow Offers credit facilities and all principal on the securitization term loans. We incurred prepayment penalties of $6 million associated with the pay-down of our credit facilities and $8 million in connection with the pay-down of the securitizations. Refer to Note 3 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for additional information on the Zillow Offers wind down.
Contractual Obligations and Other Commitments
Convertible Senior Notes - Includes the aggregate principal amounts of the 2024 Notes, 2025 Notes and 2026 Notes due on their contractual maturity dates, as well as the associated coupon interest. As of December 31, 2022, we have an outstanding aggregate principal amount of $1.7 billion, none of which is payable within 12 months. Future interest payments associated with the convertible senior notes total $75 million, with $27 million payable within 12 months. Refer to Note 13 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for maturity dates, stated interest rates and additional information on our convertible senior notes.

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Mortgages Segment Credit Facilities - Includes principal amounts due for amounts borrowed under the warehouse line of credit and master repurchase agreements to finance mortgages originated through Zillow Home Loans. As of December 31, 2022, we have outstanding principal amounts of $37 million. Amounts exclude an immaterial amount of estimated interest payments.

Operating Lease Obligations - Our lease portfolio primarily comprises operating leases for our office space. As of December 31, 2022, we have operating lease obligations totaling $229 million, with $42 million payable within 12 months. For additional information regarding our operating leases, see Note 12 to our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K under the subsection titled “Surety Bonds”.
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Contractual Obligations and Other Commitments
The following table provides a summary of our contractual obligations10-K. Additionally, as of December 31, 2019 (in thousands):
 Payments Due By Period
 TotalLess Than 1 Year1-3 Years3-5 YearsMore Than 5 Years
 
Convertible senior notes (1)$2,016,387  $9,637  $460,000  $1,046,750  $500,000  
Interest on convertible senior notes (2)106,909  26,994  43,491  24,966  11,458  
Homes segment credit facilities (3)703,991  703,991  —  —  —  
Operating lease obligations (4)342,918  38,914  83,833  77,031  143,140  
Homes under contract (5)163,405  163,405  —  —  —  
Purchase obligations (6)98,896  65,375  33,014  507  —  
Mortgages segment credit facilities (7)30,427  30,427  —  —  —  
Total contractual obligations$3,462,933  $1,038,743  $620,338  $1,149,254  $654,598  
 ____________________
(1) Includes the aggregate principal amount of the convertible senior notes. Refer to Note 15 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for maturity dates, stated interest rates and additional information on our convertible senior notes.
(2) Includes the coupon interest on the convertible senior notes. Refer to Note 15 of our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K for maturity dates, stated interest rates and additional information on our convertible senior notes.
(3) Includes principal amounts due for amounts borrowed under the credit facilities used to provide capital for our Zillow Offers business. Amounts include $12.5 million of estimated interest payments.
(4) For additional information regarding our operating leases, see Note 14 to our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
(5) We have obligations to purchase homes under contract through our Zillow Offers business.
(6) We have noncancellable purchase obligations for content related to our mobile applications and websites and certain cloud computing costs. For additional information regarding our purchase obligations, see Note 20 to our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
(7) Includes principal amounts due for amounts borrowed under the warehouse line of credit and master repurchase agreement to finance mortgages originated through Zillow Home Loans. Amounts exclude an immaterial amount of estimated interest payments.
As of December 31, 20192022 and 2018,2021, we had outstanding letters of credit of approximately $16.9$16 million, which secure our lease obligations in connection with certain of the operating leases of our office spaces.
In the course of business, we are required to provide financial commitments in the form of surety bonds to third parties as a guarantee of our performance on and our compliance with certain obligations. If we were to fail to perform or comply with these obligations, any draws upon surety bonds issued on our behalf would then trigger our payment obligation to the surety bond issuer.
Purchase Obligations - We have outstanding surety bonds issuednon-cancellable purchase obligations for content related to our benefit of approximately $10.2 millionmobile applications and $8.9 million, respectively, aswebsites and certain cloud computing costs. As of December 31, 2019 and 2018.2022, we have purchase obligations totaling $111 million, with $79 million payable within 12 months. For additional information regarding our purchase obligations, seeNote 18 to our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Critical Accounting Policies and Estimates
Our consolidated financial statements are prepared in accordance with GAAP. The preparation of these consolidated financial statements requires us to make estimates, judgments and assumptions that affect the reported amounts of assets, liabilities, revenue and expenses and related disclosures. We evaluate our estimates, judgments and assumptions on an ongoing basis. Our estimates are based on historical experience and various other assumptions that we believe to be reasonable under the circumstances. Our actual results could differ from these estimates.
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Tableestimates, and the health of Contents
the real estate market, the broader economy and the COVID-19 pandemic (including variants) have introduced significant additional uncertainty with respect to estimates, judgments and assumptions, which may materially impact our estimates.
We believe that the assumptionsestimates, judgments and estimatesassumptions associated with accounting for certain revenue recognition, the net realizable value of inventory,offerings, amortization period and recoverability of contract cost assets, website and software development costs, recoverability of long-lived assets and intangible assets with definite lives share-based compensation, and theother long-lived assets, recoverability of goodwill, and indefinite-lived intangible assets,share-based compensation have the greatest potential impact on our consolidated financial statements. Therefore, we consider these to be our critical accounting policies and estimates.
Accounting for Certain Revenue Recognition
Accrued Revenue. We recognizeaccrue revenue when or as we satisfy our performance obligations by transferring control of the promised products or services to our customers in an amount that reflects the consideration to which we expect to be entitled in exchange for those products or services. 
As a practical expedient, we do not adjust the promised amount of consideration for the effects of a significant financing component as the period between our transfer of a promised product or service to a customer and when the customer pays for that product or service is one year or less.
We do not disclose the transaction price related to remaining performance obligations for (i) contracts with an original expected duration of one year or less and (ii) contracts for which we recognize revenue at the amount to which we have the right to invoice for performance completed to date. The remaining durationcertain of our performance obligations is generally less than one year.
In our Homes segment, we generate revenue from the resale of homes on the open market through our Zillow Offers program.
In our IMT segment, we generate revenue from the sale of advertising services and our suite of marketing software and technology solutions to businesses and professionalsproducts, primarily associated with the residential real estate and rental industries. These professionals include real estate and rental professionals and brand advertisers. Our three primary revenue categories within our IMT segment are Premier Agent, Rentals and Other.
In our Mortgages segment, we generate revenue from the sale of advertising services to mortgage lenders and other mortgage professionals, mortgage originations and the related sale of mortgages on the secondary market through Zillow Home Loans, as well as Mortech mortgage software solutions.
Homes Revenue. Homes revenue is derived from the resale of homes on the open market through our Zillow Offers program. Homes revenue is recognized at the time of the closing of the home sale when title to and possession of the property are transferred to the buyer. The amount of revenue recognized for each home sale is equal to the sale price of the home net of resale concessions and credits to the buyer and does not reflect real estate agent commissions, closing or other costs associated with the transaction.
Premier Agent Revenue. Premier Agent revenue is derived from our Premier Agent Flex, rentals pay per lease (“Zillow Lease Connect”) and Premier Broker programs. OurStreetEasy Experts offerings. With Premier Agent and Premier Broker programs offer a suite of marketing and business technology products and services to help real estate agents and brokers achieve their advertising goals, while growing and managing their businesses and brands. All Premier Agents and Premier Brokers receive access to a dashboard portal on our mobile application and website that provides individualized program performance analytics, our customer relationship management, or CRM, tool that captures detailed information about each contact made with a Premier Agent or Premier Broker through our mobile and web platforms and our account management tools. The marketing and business technology products and services promised to Premier Agents and Premier Brokers are delivered over time, as the customer simultaneously receives and consumes the benefit of the performance obligations.
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Premier Agent and Premier Broker advertising products, which include the delivery of impressions and validated consumer connections, or leads, are primarily offered on a share of voice basis. Payment is received prior to the delivery of impressions and connections. Impressions are delivered when an advertisement appears on pages viewed by users of our mobile applications and websites and connections are delivered when consumer contact information is provided to Premier Agents and Premier Brokers. We do not promise any minimum or maximum number of impressions or connections to customers, but instead control when and how many impressions to deliver based on a customer’s share of voice. We determine the number of impressions and connections to deliver to Premier Agents and Premier Brokers in each zip code using a market-based pricing method in consideration of the total amount spent by Premier Agents and Premier Brokers to purchase impressions and connections in the zip code during the month. This results in the delivery of impressions and connections over time in proportion to each Premier Agent’s and Premier Broker’s share of voice. A Premier Agent’s or Premier Broker’s share of voice in a zip code is determined by their proportional monthly prepaid spend in that zip code as a percentage of the total monthly prepaid spend of all Premier Agents and Premier Brokers in that zip code, and includes both the share of impressions delivered as advertisements appearing on pages viewed by users of our mobile applications and websites, as well as the proportion of consumer connections a Premier Agent or Premier Broker receives. The number of impressions and connections delivered for a given spend level is dynamic - as demand for advertising in a zip code increases or decreases, the number of impressions and connections delivered to a Premier Agent or Premier Broker in that zip code decreases or increases accordingly.
We primarily recognize revenue related to the Premier Agent and Premier Broker products and services based on the monthly prepaid spend recognized on a straight-line basis during the monthly billing period over which the products and services are provided. This methodology best depicts how we satisfy our performance obligations to customers, as we continuously transfer control of the performance obligations to the customer over time. Given a Premier Agent or Premier Broker typically prepays their monthly spend and the monthly spend is refunded on a pro-rata basis upon cancellation of the contract by a customer at any point in time, we have determined that Premier Agent and Premier Broker contracts are effectively daily contracts, and each performance obligation is satisfied over time as each day lapses. We have not allocated the transaction price to each performance obligation within our Premier Agent and Premier Broker arrangements, as the amounts recognized would be the same irrespective of any allocation.
In October 2018, we began testing a new pricing model, Flex, for Premier Broker and Premier Agent advertising services in limited markets. With the Flex model, Premier Brokers and Premier Agents are provided with validated leads at no upfrontinitial cost and they pay a performance advertising fee only when a real estate transaction is closed with one of their leads.the leads within two years. With this pricing model, the transaction price represents variable consideration, as the amount to which we expect to be entitled varies based on the number of validated leads that convert into real estate transactions and the value of those transactions. During this testing phase, we recognize revenue when we receive paymentThe transaction prices for a real estate transaction closed with a Flex lead. We will continuously reevaluate this determinationleases generated through Zillow Lease Connect and the point at which we may begin to estimate variable consideration and record revenue as performance obligations are transferred. Once we reach the point at which we may begin to estimate variable consideration associated with Flex, we will estimate the transaction price based on the consideration to which we expect to be entitled in exchange for transferring the validated Flex leads. This will include estimates associated with the probability that Flex leads provided will result in closed real estate transactions and the expected value of those transactions.
Rentals Revenue. Rentals revenue includes the sale of advertising and a suite of tools to rental professionals, landlords and other market participants. Rentals revenue primarily includes revenue generated by advertising sold to property managers, landlords and other rental professionals on a cost per lead, cost per click, cost per lease, cost per listing or cost per impression basis. We recognize revenue as leads, clicks and impressions are provided to rental professionals, or as rental listings are published on our mobile applications and websites, which is the amount for which we have the right to invoice. The number of leases generatedexecuted through our rentals pay per leaseStreetEasy Experts product during the period is accounted for asalso represent variable consideration, and weconsideration. We estimate the amount of variable consideration for Zillow Lease Connect based on the expected number of qualified leases to be secured duringand the period.expected price per closed lease. We estimate the amount of variable consideration for StreetEasy Experts based on the number of validated leads that convert to real estate transactions and the value of those transactions. As of December 31, 2022, we had accrued $71 million in revenue associated with these products.
Although we do not believe that a significant reversal in the amount of cumulative revenue recognized will occur once the uncertainty related to the number of real estate transactions to be closed and qualified leases to be secured is subsequently resolved.
Rentalsresolved, judgment is required to determine the quantity and value of transactions and leases that are expected to be realized in a future period based on the number of leads delivered during the current period. Our estimated revenue also includes revenue generated from our rental applications product through which potential renters can submit applications to multiple rental properties over a 30-day period for a flat service fee. We recognize revenue for the rental applications productis based on a straight-line basis duringnumber of assumptions, which include estimating the contractual period over whichconversion rate of a lead to a real estate transaction or qualified lease, estimating the customer hasvelocity of conversions and estimating the rightfee amounts likely to accessbe received. Estimates are primarily developed based on historical data and submit the rental application.our future expectations based on current market trends.
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OtherMortgage Origination Revenue. Other revenue primarily includes revenue generated by new construction and display, as well as revenue from the sale of various other marketing and business products and services to real estate professionals. Our new construction marketing solutions allow home builders to showcase their available inventory to home shoppers. New construction revenue primarily includes revenue generated by advertising sold to builders on a cost per residential community basis, and revenue is recognized on a straight-line basis during the contractual period over which the communities are advertised on our mobile applications and websites. New construction revenue also includes revenue generated on a cost per impression basis whereby revenue is recognized on a straight-line basis during the contractual period over which the advertising impressions are delivered. Consideration for new construction products is billed in arrears. Display revenue primarily consists of graphical mobile and web advertising sold on a cost per thousand impressions or cost per click basis to advertisers promoting their brands on our mobile applications and websites. We recognize display revenue as clicks occur or as impressions are delivered to users interacting with our mobile applications or websites, which is the amount for which we have the right to invoice.
Mortgages Revenue.Mortgages revenue includes marketing products sold to mortgage professionals on a cost per lead basis, including our Custom Quote and a portion of our Connect services, and on a subscription basis, including a portion of our Connect service, and beginning in the fourth quarter of 2018, also includesMortgage origination revenue generated by Zillow Home Loans our affiliated mortgage lender, and revenue generated by Mortech.
For our Connect and Custom Quote cost per lead marketing products, participating qualified mortgage professionals typically make a prepayment to gain access to consumers interested in connecting with mortgage professionals. Mortgage professionals who exhaust their initial prepayment prepay additional funds to continue to participate in the marketplace. For our Connect subscription mortgage marketing product, participating qualified mortgage professionals generally prepay a monthly subscription fee, which they then allocate to desired geographic counties. In Zillow Group’s Connect platform, consumers answer a series of questions to find a local lender, and mortgage professionals receive consumer contact information, or leads, when the consumer chooses to share their information with a lender. Consumers who request rates for mortgage loans in Custom Quotes are presented with customized quotes from participating mortgage professionals.
For our cost per lead mortgages products, we recognize revenue when a user contacts a mortgage professional through our mortgages platform, which is the amount for which we have the right to invoice. For our subscription product, the opportunity to receive a consumer contact is based on the mortgage professional’s relative share of voice in a geographic county. When a consumer submits a contact, we contact a group of subscription mortgage professionals via text message, and the first mortgage professional to respond receives the consumer contact information. We recognize revenue based on the contractual spend recognized on a straight-line basis during the contractual period over which the service is provided. This methodology best depicts how we satisfy our performance obligation to subscription customers, as we continuously transfer control of the performance obligation to the customer throughout the contractual period.
Mortgage origination revenue reflects (1) origination fees on purchase or refinance mortgages and (2) the corresponding sale, or expected future sale, of a loan. When an interest rate lock commitment is made to a customer, we record the expected gain on sale of the mortgage, plus the estimated earnings from the expected sale of the associated servicing rights, adjusted for a pull-through percentage (which is defined asrepresents the likelihoodprobability that an interest rate lock commitment will be originated)ultimately result in a closed loan), as revenue. Judgment is required to determine the appropriate pull-through rate, which is estimated based on expected changes in market conditions, loan stage and historical borrower behavior. Revenue from loan origination fees is recognized at the time the related real estatepurchase or refinance transactions are completed, usually upon the close of escrow and when we fund the purchase or refinance mortgage loans. Once funded, mortgage loans held for sale are recorded at fair value based on either sale commitments or current market quotes and are adjusted for subsequent changes in fair value until the loan is sold. Net origination costs and fees associated with mortgage loans are recognized as incurred. We sell substantially all of the mortgages we originate and the related servicing rights to third-party purchasers.
Mortgage loans are sold with limited recourse provisions, which can result in repurchases of loans previously sold to investors or payments to reimburse investors for loan losses. Based on historical experience, discussions with our mortgage purchasers, analysis of the volume of mortgages we originated and current housing and credit market conditions, we estimate and record a loss reserve for mortgage loans held in our portfolio and mortgage loans held for sale, as well as known and projected mortgage loan repurchase requests. These have historically not been significant to our financial statements, but could vary in future periods.
Mortgages revenue also includes revenue generated by Mortech, which provides subscription-based mortgage software solutions, including a product and pricing engine and lead management platform, for which we recognize revenue on a straight-line basis during the contractual period over which the services are provided.
Inventory
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Inventory is comprised of homes acquired through our Zillow Offers program and is stated at the lower of cost or net realizable value. Homes are removed from inventory on a specific identification basis when they are resold. Stated cost includes consideration paid to acquire and update each home including associated allocated overhead costs. Work-in-progress inventory includes homes undergoing updates and finished goods inventory includes homes ready for resale. Unallocated overhead costs are expensed as incurred and included in cost of revenue. Selling costs include real estate commissions, escrow and title fees, and staging costs, as well as holding costs incurred during the period that homes are listed for sale, including utilities, taxes and maintenance.
Each quarter we review the value of homes held in inventory for indicators that net realizable value is lower than cost. The calculation of net realizable value is based on several estimates which may ultimately vary materially from actual results. Given the significant assumptions required and the possibility that actual conditions will differ, we consider the valuation of inventory a critical accounting estimate. When evidence exists that the net realizable value of inventory is lower than its cost, the difference is recognized in cost of revenue. We estimate that a 1% decrease in the lower of cost or net realizable value of our inventory balances as of December 31, 2019 and 2018 would increase our inventory valuation adjustment by $8.4 million and $1.6 million, respectively.
Contract Cost Assets
We capitalize certain incremental costs of obtaining contracts with customers thatwhich we expect to recover. These costs relate to commissions paid to sales personnel, primarily for our Premier Agent and Premier Broker programs. As a practical expedient, we recognize the incremental costs of obtaining a contract as an expense when incurred if the amortization period of the asset that we otherwise would have recognized is one year or less. Capitalized commission costs are recorded as contract cost assets in our consolidated balance sheets.program. Contract cost assets are amortized to expense on a straight-line basis over a period that is consistent with the transfer to the customer of the products or services to which the asset relates, generally the estimated life of the customer relationship. Amortization expense related to contract cost assets is included in sales and marketing expenses in our consolidated statements of operations. Our determination of the estimated life of the customer relationship involves significant judgment. In determining the estimated life of our customer relationships, we consider quantitative and qualitative data, including, but not limited to, historical customer data, recent changes or expected changes in product or service offerings, and changes in how we monetize our products and services. The amortization period for capitalized contract costs related to our Premier Agent and Premier Broker programs ranges from two toprogram are approximately three years.
We monitor our contract cost assets for impairment and recognize an impairment loss in the statement of operations to the extent the carrying amount of the asset recognized exceeds the amount of consideration we expect to receive in the future and that we have received but have not recognized in revenue less the costs that relate directly to providing those goods or services that have not yet been recognized as expenses.
Website and Software Development Costs
The costs incurred in the preliminary stages of website and software development are expensed as incurred. Once an application has reached the development stage, internal and external costs, if direct and incremental and deemed by management to be significant, are capitalized in property and equipment and amortized on a straight-line basis over their estimated useful lives. Maintenance and enhancement costs, including those costs in the post-implementation stages, are typically expensed as incurred, unless such costs relate to substantial upgrades and enhancements to the website or software that result in added functionality, in which case the costs are capitalized and amortized on a straight-line basis over the estimated useful lives. Amortization expense related to capitalized website and software development costs is included in technology and development expense.
Capitalized development activities placed in service are amortized over the expected useful lives of those releases, currently estimated at one to five years. The estimated useful lives of website and software development activities are reviewed frequently and adjusted as appropriate to reflect upcoming development activities that may include significant upgrades and/or enhancements to the existing functionality.
We exercise judgment in determining the point at which various projects may be capitalized, in assessing the ongoing value of the capitalized costs and in determining the estimated useful lives over which the costs are amortized. To the extent that we change the manner in which we develop and test new features and functionalities related to our mobile applications and websites, assess the ongoing value of capitalized assets, or determine the estimated useful lives over which the costs are amortized, the amount of website and software development costs we capitalize and amortize could change in future periods.
Recoverability of Intangible Assets with Definite Lives and Other Long-Lived Assets
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We evaluate intangible assets and other long-lived assets for impairment whenever events or circumstances indicate that they may not be recoverable. Recoverability is measured by comparing the carrying amount of an asset group to future undiscounted net cash flows expected to be generated. We group assets for purposes of such review at the lowest level for which identifiable cash flows of the asset group are largely independent of the cash flows of the other groups of assets and liabilities. If this comparison indicates impairment, the amount of impairment to be recognized is calculated as the difference between the carrying value and the fair value of the asset group.
Unforeseen events, changes in circumstances and market conditions and material differences in estimates of future cash flows could adversely affect the fair value of our assets and could result in an impairment charge. Fair value can be estimated utilizing a number of techniques including quoted market prices, prices for comparable assets, or other valuation processes involving estimates of cash flows, multiples of earnings or revenues, and we may make various assumptions and estimates when performing our impairment assessments, particularly as it relates to cash flow projections. Cash flow estimates are by their nature subjective and include assumptions regarding factors such as recent and forecasted operating performance, revenue
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trends and operating margins. These estimates could also be adversely impacted by changes in federal, state, or local regulations, economic downturns or developments, pandemics such as COVID-19, or other market conditions affecting our industry.
Share-Based Compensation
We measure compensation expense for all share-based awards at fair value on the date of grant and recognize compensation expense over the service period for awards expected to vest. We use the Black-Scholes-Merton option-pricing model to determine the fair value for option awards and recognize compensation expense on a straight-line basis over the option awards’ vesting period. For restricted stock units and restricted units, we use the market value of our Class A common stock and Class C capital stock, as applicable, on the date of grant to determine the fair value of the award, and we recognize compensation expense on a straight-line basis over the awards’ vesting period.
Determining the fair value of option awards at the grant date requires judgment. If any of the assumptions used in the Black-Scholes-Merton model changes significantly, share-based compensation expense for future option awards may differ materially compared with the awards granted previously. In valuing our option awards, we make assumptions about risk-free interest rates, dividend yields, volatility, and weighted-average expected lives.
Risk-free interest rate. Risk-free interest rates are derived from U.S. Treasury securities as of the option award’s grant date.
Expected dividend yields. Expected dividend yields are based on our historical dividend payments, which have been zero to date.
Volatility. The expected volatility for our Class A common stock and Class C capital stock is estimated using our historical volatility.
Expected term. The weighted-average expected life of the option awards is estimated based on our historical exercise data.
We will continue to use judgment in evaluating the expected volatility and expected terms utilized for our share-based compensation expense calculations on a prospective basis. Actual results, and future changes in estimates, may differ substantially from management’s current estimates. As we continue to accumulate additional data related to our Class A common stock and Class C capital stock, we may have refinements to the estimates of our expected volatility and expected terms, which could materially impact our future share-based compensation expense. In future periods, we expect our share-based compensation expense to increase as a result of our existing, unrecognized share-based compensation that will be recognized as the awards vest, and as we grant additional share-based awards to attract and retain employees.
Recoverability of Goodwill and Indefinite-Lived Intangible Assets
Goodwill representsis measured as the excess of the cost ofconsideration transferred for an acquired business over the net of the acquisition date fair value of the assets acquired at the date of acquisition,and liabilities assumed, and is not amortized. We assess the impairment of goodwill at the reporting unit level on an annual basis, in our fourth quarter, or whenever events or changes in circumstances indicate that goodwill may be impaired. In our evaluation of goodwill, we typically first perform a qualitative assessment to determine whether the carrying value of each reporting unit is greater than its fair value. If it is more likely than not that the carrying value of a reporting unit is greater than its fair value, we perform a quantitative assessment and an impairment charge is recorded in our statements of operations for the excess of carrying value of the reporting unit over its fair value.
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Our indefinite-lived intangible asset is not amortized, and we assess the asset for impairment on an annual basis,We exercise judgment in our fourth quarter, or whenever events or changes in circumstances indicate that the asset may be impaired. On an interim basis, we consider if there are any events and circumstances that could affect the significant inputs used to determine the fair value of the indefinite-lived intangible asset, including, but not limited to, costs that could have a negative effect on future expected earnings and cash flows, changes in certain key performance metrics, and changes in management, key personnel, strategy or customers. In our evaluation of our trade names and trademarks indefinite-lived intangible asset, we typically first perform a qualitative assessment to determinedetermining whether the fair value of the indefinite-lived intangible asset is more likely than not impaired. If so, we perform a quantitative assessment and an impairment charge is recorded in our statements of operations for the excess of the carrying value of the indefinite-lived intangible assets over their fair value.
During the year ended December 31, 2019, we first performed a qualitative assessment to determine whether the carrying value of the indefinite-lived intangible asset was greater than the fair value. In doing so, we determined that it is not more likely than not that the indefinite-lived intangible assetcarrying value of each reporting unit is impairedgreater than its fair value. The following events and therefore didcircumstances are considered when performing the qualitative assessment:
Macroeconomic conditions, industry and market considerations, and entity-specific conditions, such as changes in cost factors and financial performance;
The amount by which the fair values of each reporting unit exceeded their carrying values as of the date of the most recent quantitative assessment;
Changes in interest rates since the most recent quantitative assessment;
Changes in our business or strategy since our most recent quantitative assessment;
The current reporting unit forecasts as compared to the forecasts included in the most recent quantitative assessment;
Changes in our market capitalization and overall enterprise value.
The examples noted above are not all-inclusive, and we consider other relevant events and circumstances that affect the fair value of a reporting unit in determining whether to perform a quantitative assessment. In connection with this
Commencing in the first quarter of 2023, our operating structure will be realigned into one reportable segment. This change may result in the identification of new reporting units, which may require us to perform a goodwill impairment test for each reporting unit immediately before and after the segment change. While we believe the assumptions used in our 2022 impairment analysis are reasonable and representative of expected results for our 2022 reporting unit structure, we evaluated our planned future usemay recognize a goodwill impairment charge immediately after the segment change as the reassigned carrying values of the Trulia trade names and trademarks intangible asset and concluded that it remains appropriate to consider this asset to have an indefinite life. While we used our best estimates and assumptions for the analysis, our estimates are inherently uncertain and require judgment. To the extent there is a shortfall in actual revenue attributable to the Trulia brand as compared to our estimates and assumptions additional impairment could be recorded in future periods.
During the year endedreporting units may exceed their respective estimated fair values. At December 31, 2018, we recognized a non-cash impairment charge2022, our total goodwill balance was $2.4 billion.
Share-Based Compensation
We measure compensation expense for all share-based awards at fair value on the date of $69.0 million relatedgrant and recognize compensation expense over the service period for awards expected to our indefinite-lived Trulia trade names and trademarks intangible asset. The impairment charge is included in Impairment costs within our IMT and Mortgages segments for $65.0 million and $4.0 million, respectively. In connection with our annual budgeting process that was substantially completed duringvest. We use the three months ended December 31, 2018, we identified factors that led us to conclude it was more likely than not that the $177.0 million carrying value of the asset exceeded its fair value. The most significant of such factors was a shortfall in projected revenue related to the Trulia brand compared to projections at the time the intangible asset was remeasured as of October 1, 2017. Accordingly, with the assistance of a third-party valuation specialist, we performed a quantitative analysisBlack-Scholes-Merton option-pricing model to determine the fair value offor option awards and recognize compensation expense on a straight-line basis over the intangible asset and concluded that our best estimate of its fair value was $108.0 million. The valuation was prepared using an income approach based on the relief-from-royalty method and relied on inputs with unobservable market prices including the assumed revenue growth rates, royalty rate, discount rate, and estimated tax rate, and therefore is considered a Level 3 measurement underoption awards’ vesting period.
Determining the fair value hierarchy. Fairof option awards at the grant date requires judgment. If any of the assumptions used in the Black-Scholes-Merton model changes significantly, share-based compensation expense for future option awards may differ materially compared with the awards granted previously. In valuing our option awards, we make assumptions about risk-free interest rates, dividend yields, volatility, and weighted-average expected lives. When determining the grant date fair value can beof share-based awards, management considers whether an adjustment is required to the observable market price or volatility of our Class C capital stock used in the valuation as a result of material non-public information.
Risk-free interest rate. Risk-free interest rates are derived from U.S. Treasury securities as of the option award’s grant date.
Expected dividend yields. Expected dividend yields are based on our historical dividend payments, which have been zero to date.
Volatility. The expected volatility for our Class A common stock and Class C capital stock is estimated utilizingusing our historical volatility.
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Expected term. The weighted-average expected life of the option awards is estimated based on our historical exercise data.
We will continue to use judgment in evaluating the expected volatility expected terms utilized for our share-based compensation expense calculations on a numberprospective basis. We will also continue to use judgment when determining whether an adjustment is required to the observable market price or volatility as a result of techniques including quoted market prices, prices for comparable assets, or other valuation processes involvingmaterial non-public information. Actual results, and future changes in estimates, may differ substantially from management’s current estimates. As we continue to accumulate additional data related to our Class C capital stock, we may have refinements to the estimates of cash flows, multiplesour expected volatility and expected terms, which could materially impact our future share-based compensation expense. In future periods, we expect our share-based compensation expense to increase as a result of earnings or revenues,our existing, unrecognized share-based compensation that will be recognized as the awards vest, and as we may make various assumptionsgrant additional share-based awards to attract and estimates when performing our impairment assessments, particularly as it relates to cash flow projections. Cash flow estimates are by their nature subjective and include assumptions regarding factors such as recent and forecasted operating performance, revenue trends and operating margins. These estimates could also be adversely impacted by changes in federal, state or local regulations, economic downturns or developments or other market conditions affecting our industry. Changes in these estimates could result in future material impairment losses related to the Trulia trade names and trademarks intangible asset.retain employees.
Recently Adopted Accounting Standards and Recently Issued Accounting Standards Not Yet Adopted
For information about our recently adopted accounting standards and recently issued accounting standards not yet adopted, see Note 2 of the accompanying Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
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Item 7A. Quantitative and Qualitative Disclosures About Market Risk.
We are exposed to market risks in the ordinary course of our business. These risks primarily consist of fluctuations in interest rates.
Interest Rate Risk
Under our current investment policy, we invest our excess cash in money market funds, certificates of deposit,U.S. government treasury securities, U.S. government agency securities, treasury bills, commercial paper, foreign government securities, municipalinvestment grade corporate securities and corporate notes and bonds.commercial paper. Our current investment policy seeks first to preserve principal,capital, second to provide sufficient liquidity for our operating and capital needs and third to maximize yield without putting our principal at risk.
Our short-term investments are exposed to market risk due to the fluctuation of prevailing interest rates that may reduce the yield on our investments or their fair value. AsFor our investment portfolio, is short-term in nature, we do not believe an immediate 10% increase in interest rates would have a material effect on the fair market value of our portfolio.
OurAs of December 31, 2022, we had approximately $1.7 billion aggregate principal amount of convertible senior notes outstanding with maturities ranging from September 2024 through September 2026. All outstanding convertible senior notes bear fixed rates of interest at fixed rates. Thus, we have no related directand, therefore, do not expose us to financial statement risk associated with changes in interest rates. However, theThe fair values of the convertible senior notes change primarily when the market price of our stock fluctuates or interest rates change. The following table summarizes our outstanding convertible senior notes as of December 31, 2019 (in thousands, except interest rates):
Maturity DateAggregate Principal AmountStated Interest Rate
September 1, 2026$500,000  1.375 %
September 1, 2024673,000  0.75 %
July 1, 2023373,750  1.50 %
December 1, 2021460,000  2.00 %
December 15, 20209,637  2.75 %
$2,016,387  
We are subject to market risk by way of changes in interest rates on borrowings under our credit facilities that provide capital for Zillow Offers. As of December 31, 2019 and December 31, 2018, we had outstanding $691.5 million and $116.7 million, respectively, of borrowings on these credit facilities which bear interest at a floating rate based on the one-month London Interbank Offered Rate (“LIBOR”) plus an applicable margin, which increase was primarily driven by the growth of our Zillow Offers business and the addition of two credit facilities in 2019. Accordingly, fluctuations in market interest rates may increase or decrease our interest expense. Assuming no change in the outstanding borrowings on our revolving credit facilities, we estimate that a one percentage point increase in LIBOR would increase our annual interest expense by approximately $6.9 million for the year ended December 31, 2019 compared to an increase of $1.2 million for the year ended December 31, 2018.
We are also subject to market risk by way of changes inwhich may impact our mortgage loan origination volume and associated revenue and the net interest rates onmargin derived from borrowings under our warehouse line of credit and master repurchase agreementagreements that provide capital for Zillow Home Loans. Market risk occurs in periods where changes in short-term interest rates result in mortgage loans being originated with terms that provide a smaller interest rate spread above the financing terms of our warehouse line of credit and master repurchase agreements, which can negatively impact our net income (loss). This risk is primarily mitigated through expedited sale of our loans. As of December 31, 20192022 and December 31, 2018,2021, we had outstanding $30.4$37 million and $33.0$113 million, respectively, of outstanding borrowings on our warehouse line of credit and master repurchase agreementagreements which bear interest either at a floating rate based on LIBORSecured Overnight Financing Rate (“SOFR”) plus an applicable margin.margin, as defined by the governing agreements, or Bloomberg Short-Term Bank Yield Index Rate (“BSBY”) plus an applicable margin, as defined by the governing agreements. We manage the interest rate risk associated with our mortgage loan origination services through the use of forward sales of mortgage-backed securities. Assuming no change in the outstanding borrowings on the warehouse line of credit and master repurchase agreement,agreements, we estimate that a one percentage point increase in LIBORSOFR or BSBY, as applicable, would increasenot have a material effect on our annual interest expense associated with the warehouse line of credit and master repurchase agreement by an insignificant amount foragreements as of December 31, 2022 and December 31, 2021.
For additional details related to our credit facilities and convertible senior notes, see Note 13 to our Notes to Consolidated Financial Statements in Part II, Item 8 of this Annual Report on Form 10-K.
Inflation Risk
The macroeconomic environment in the yearsUnited States has experienced, and continues to experience, significant inflationary pressures, including the highest levels of inflation in nearly four decades. While it is difficult to accurately measure the impact of these inflationary pressures on our business, we believe these effects have been pervasive throughout our business during the year ended December 31, 20192022. In response to ongoing inflationary pressures in the United States, the Federal Reserve has implemented a number of increases to the federal funds rate during 2022. These increases have impacted other market rates derived from this benchmark rate, including mortgage interest rates. The increase in mortgage interest rates across the industry has decreased demand for mortgages overall and, 2018.
Inflation Risk
We do not believe that inflation hasin turn, had a material effectan adverse impact on our business,the results of operations or financial condition. for our Mortgages segment during 2022.
If the inflation rate continues to increase, our costs, werein particular labor, marketing and hosting costs, will continue to becomebe subject to significant inflationary pressures and we may not be able to fully offset such higher costs through price increases. In addition, uncertain or changing economic and market conditions, including inflation or deflation, may continue to affect demand for our products and services and the housing markets in which we operate. Our inability or failure to do soquickly respond to inflation could harm our business, results of operations and financial condition. We cannot predict the duration or magnitude of these inflationary pressures, or how they may change over time, but we expect to see continued impacts on the residential real estate industry, our customers and our company. Despite these near-term effects, we do not expect these inflationary pressures to have a material impact on our ability to execute our long-term business strategy.
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Foreign Currency Exchange Risk
We do not believe that foreign currency exchange risk has had a material effect on our business, results of operations or financial condition. As we do not maintain a significant balance of foreign currency, we do not believe an immediate 10% increase or decrease in foreign currency exchange rates relative to the U.S. dollar would have a material effect on our business, results of operations or financial condition.
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Item 8. Financial Statements and Supplementary Data.
Index to Consolidated Financial Statements
The supplementary financial information required by this Item 8 is included in Item 7 under the caption “Quarterly Results of Operations” in this Annual Report on Form 10-K.
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REPORT OF DELOITTE & TOUCHE LLP, INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM
TheTo the shareholders and the Board of Directors and Shareholders of Zillow Group, Inc.
Opinion on the Financial Statements
We have audited the accompanying consolidated balance sheets of Zillow Group, Inc. (the “Company”) as of December 31, 20192022 and 2018,2021, the related consolidated statements of operations, comprehensive loss, shareholders’ equity, and cash flows, for each of the three years in the period ended December 31, 2019,2022, and the related notes (collectively referred to as the “financial statements”). In our opinion, the financial statements present fairly, in all material respects, the financial position of the Company as of December 31, 20192022 and 2018,2021, and the results of its operations and its cash flows for each of the three years in the period ended December 31, 2019,2022, in conformity with accounting principles generally accepted in the United States of America.

We have also audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company’s internal control over financial reporting as of December 31, 2019,2022, based on criteria established in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission and our report dated February 19, 202015, 2023 expressed an unqualified opinion on the Company’s internal control over financial reporting.
Change in Accounting Principle
As discussed in Note 2 to the financial statements, the Company changed its method of accounting for leases as of January 1, 2019 due to the adoption of Accounting Standards Codification (ASC) 842, Leases.
Basis for Opinion
These financial statements are the responsibility of the Company’s management. Our responsibility is to express an opinion on the Company’s financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.

We conducted our audits in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether the financial statements are free of material misstatement, whether due to error or fraud. Our audits included performing procedures to assess the risks of material misstatement of the financial statements, whether due to error or fraud, and performing procedures that respond to those risks. Such procedures included examining, on a test basis, evidence regarding the amounts and disclosures in the financial statements. Our audits also included evaluating the accounting principles used and significant estimates made by management, as well as evaluating the overall presentation of the financial statements. We believe that our audits provide a reasonable basis for our opinion.

Critical Audit MattersMatter
The critical audit mattersmatter communicated below are mattersis a matter arising from the current periodcurrent-period audit of the consolidated financial statements that werewas communicated or required to be communicated to the audit committee and that (1) relaterelates to accounts or disclosures that are material to the financial statements and (2) involved our especially challenging, subjective, or complex judgments. The communication of critical audit matters does not alter in any way our opinion on the financial statements, taken as a whole, and we are not, by communicating the critical audit mattersmatter below, providing a separate opinionsopinion on the critical audit mattersmatter or on the accounts or disclosures to which they relate.

Debt - Convertible Senior Notes — Refer to Note 15 in the Notes to Consolidated Financial Statements
Critical Audit Matter Description
On September 9, 2019, the Company issued $600.0 million aggregate principal amount of Convertible Senior Notes due 2024 (the “Initial 2024 Notes”) and $500.0 million aggregate principal amount of Convertible Senior Notes due 2026 (the “2026 Notes”) in a private offering to qualified institutional buyers. The net proceeds from the issuance of the Initial 2024 Notes and 2026 Notes were approximately $592.2 million and $493.5 million, respectively, in each case after deducting fees and expenses payable by the Company. The Company used approximately $75.2 million and $75.4 million, respectively, of the net proceeds from the issuance of the Initial 2024 Notes and the 2026 Notes to pay the cost of the capped call transactions entered into in connection with the issuances. On October 9, 2019, the Company issued $73.0 million aggregate principal amount of
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0.75% Convertible Senior Notes due 2024 (the “Additional Notes” and, together with the Initial 2024 Notes, the “2024 Notes”). The Additional Notes were sold pursuant to the initial purchasers’ partial exercise of their option to purchase such notes, granted in connection with the offering of the Initial 2024 Notes. The Additional Notes have the same terms, and were issued under the same indenture, as the Initial 2024 Notes. The net proceeds from the offering of the Additional Notes were approximately $72.0 million, after deducting fees and expenses payable by the Company. The Company used approximately $9.1 million of the net proceeds from the issuance of the Additional Notes to pay the cost of the capped call transactions entered into in connection with the issuance of the Additional Notes. The 2024 Notes and 2026 Notes are convertible into cash, shares of Class C capital stock or a combination thereof, at the Company’s election. In accounting for the issuance of the 2024 Notes and 2026 Notes, the Company separated proceeds into liability and equity components. The carrying amount of the liability component for each of the 2024 Notes and 2026 Notes was calculated by measuring the fair value of a similar liability that does not have an associated convertible feature. The carrying amount of the equity component, representing the conversion option, was determined by deducting the fair value of the liability component from the par value of the 2024 Notes and 2026 Notes, respectively.

Given the complexity in accounting for convertible debt issuances and the related capped call transactions, the required involvement of professionals with specialized expertise, as well as the degree of judgment required in evaluating the significant assumptions related to volatility, implied yield, and synthetic credit rating in determining the fair value of the liability, we considered the audit of such conclusions to be a critical audit matter.

How the Critical Audit Matter Was Addressed in the Audit
Our audit procedures related to the accounting for the 2024 Notes and 2026 Notes and the related capped call transactions, including management’s judgments and calculations related to the determination of the fair value of the liability component of the 2024 Notes and 2026 Notes, involved the following procedures, among others:
We tested the design and operating effectiveness of the Company’s internal controls over the accounting for the 2024 Notes and 2026 Notes and related capped call transactions, and over the determination of the fair value of the liability component of the 2024 Notes and 2026 Notes, including the significant assumptions related to volatility, implied yield, and synthetic credit rating.
We evaluated the reasonableness of management’s business and accounting assumptions used in the fair value measurement by:
Assessing the reasonableness of the expected dividend yield by evaluating the Company’s history and future plans;
Validating the amount of outstanding 2024 Notes and 2026 Notes as of the estimate date;
Validating the senior unsecured nature of the 2024 Notes and 2026 Notes; and
Considering the impact of events and transactions that have occurred after December 31, 2019 but before the completion of the audit on the conclusions reached.
With the assistance of our fair value specialists, we audited the valuation methodology and key assumptions used to determine the fair value of the liability component of the 2024 Notes and 2026 Notes by:
Evaluating the appropriateness of the valuation model and techniques used in determining the fair value; and
Assessing whether valuation assumption inputs, including synthetic credit rating, volatility and implied yield are consistent with those that would be used by market participants through the testing of source information, checking the mathematical accuracy of the calculation, and developing a range of independent estimates and comparing to those selected by management, where applicable.
We evaluated management’s conclusions regarding the accounting applied to the 2024 Notes and 2026 Notes and the related capped call transactions through consideration of possible alternatives under accounting principles generally accepted in the United States of America.

it relates.
Revenue – Highly Automated Revenue Systems in the Internet, Media and Technology Segment — Refer to Note 2 and Note 24 in20 to the Notes to Consolidated Financial Statements
Critical Audit Matter Description
The Company’s Internet, Media & Technology (IMT) segment, which includes the financial results for the Premier Agent Rentals, and new constructionrentals marketplaces, as well as dotloop, display,Other IMT, which includes the new construction marketplace and revenue from the sale of various other marketingadvertising and business products and services totechnology solutions for real estate professionals, including display, StreetEasy for-sale product offerings and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans, derives substantially all of its revenue from the sale of advertising services and a suite of marketing software and technology solutions to businesses and professionals primarily associated with the residential real estate, rental and residential construction industries. The totalTotal revenue for the IMT segment for the year ended
67

December 31, 20192022 was $1.3approximately $1.8 billion. The Company operates multiple mobile applications and websites to deliver each of its products to end users, and the revenue for each product consists of a significant volume of transactions utilizing multiple systems.

The process to calculate, aggregate, and record revenue across the IMT segment product offerings is highly automated, relies on multiple internally developed tools and systems, and involves interfacing significant volumes of data across the systems. Given
68

the complexity of the information technology (IT) environment, the required involvement of professionals with expertise in IT to identify, test, and evaluate the revenue data flows, systems, and automated controls, we considered the audit of the Company’s revenue generatingrevenue-generating transactions within the IMT segment to be a critical audit matter.

How the Critical Audit Matter Was Addressed in the Audit
Our audit procedures related to the Company’s relevant revenue transactions within the IMT segment included the following, among others:
With the assistance of our IT specialists, we:
Identified the relevant systems used to calculate and record revenue transactions;transactions.
Tested the general IT controls over each of thesethe relevant systems, including testing of user access controls, change management controls, and IT operations controls; andcontrols.
Performed testing of system interface controls and automated controls within the relevant revenue streams.
We tested controls within the relevant business process controlsprocesses, including those in place to reconcile the various systems to the Company’s general ledgers.ledgers and to reconcile transactional data to relevant revenue systems.
WeFor a sample of revenue transactions, we performed detail transaction testing of transactions by agreeing the amounts recognized to source documents and testing the mathematical accuracy of the recorded revenue.

/s/ DELOITTE & TOUCHE LLP
Seattle, Washington
February 19, 202015, 2023
We have served as the Company’s auditor since 2016.
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68

ZILLOW GROUP, INC.
CONSOLIDATED BALANCE SHEETS
(in thousands,millions, except share data)
December 31,
20192018
Assets
Current assets:
Cash and cash equivalents$1,141,263  $651,058  
Short-term investments1,280,989  903,867  
Accounts receivable, net of allowance for doubtful accounts of $4,522 and $4,838 at December 31, 2019 and 2018, respectively67,005  66,083  
Mortgage loans held for sale36,507  35,409  
Inventory836,627  162,829  
Prepaid expenses and other current assets58,117  61,067  
Restricted cash89,646  12,385  
Total current assets3,510,154  1,892,698  
Contract cost assets45,209  45,819  
Property and equipment, net170,489  135,172  
Right of use assets212,153  —  
Goodwill1,984,907  1,984,907  
Intangible assets, net190,567  215,904  
Other assets18,494  16,616  
Total assets$6,131,973  $4,291,116  
Liabilities and shareholders’ equity
Current liabilities:
Accounts payable$8,343  $7,471  
Accrued expenses and other current liabilities85,442  63,101  
Accrued compensation and benefits37,805  31,388  
Borrowings under credit facilities721,951  149,718  
Deferred revenue39,747  34,080  
Deferred rent, current portion—  1,740  
Lease liabilities, current portion17,592  —  
Convertible senior notes, current portion9,637  —  
Total current liabilities920,517  287,498  
Deferred rent, net of current portion—  19,945  
Lease liabilities, net of current portion220,445  —  
Long-term debt1,543,402  699,020  
Deferred tax liabilities and other long-term liabilities12,188  17,474  
Total liabilities2,696,552  1,023,937  
Commitments and contingencies (Note 20)
Shareholders’ equity:
Preferred stock, $0.0001 par value; 30,000,000 shares authorized; no shares issued and outstanding—  —  
Class A common stock, $0.0001 par value; 1,245,000,000 shares authorized; 58,739,989 and 58,051,448 shares issued and outstanding as of December 31, 2019 and 2018, respectively  
Class B common stock, $0.0001 par value; 15,000,000 shares authorized; 6,217,447 shares issued and outstanding as of December 31, 2019 and 2018  
Class C capital stock, $0.0001 par value; 600,000,000 shares authorized; 144,109,419 and 139,635,370 shares issued and outstanding as of December 31, 2019 and 2018, respectively14  14  
Additional paid-in capital4,412,200  3,939,842  
Accumulated other comprehensive income (loss)340  (905) 
Accumulated deficit(977,140) (671,779) 
Total shareholders’ equity3,435,421  3,267,179  
Total liabilities and shareholders’ equity$6,131,973  $4,291,116  
December 31,
20222021
Assets
Current assets:
Cash and cash equivalents$1,466 $2,315 
Short-term investments1,896 514 
Accounts receivable, net of allowance for doubtful accounts72 77 
Mortgage loans held for sale41 107 
Prepaid expenses and other current assets126 140 
Restricted cash
Current assets of discontinued operations— 4,526 
Total current assets3,603 7,680 
Contract cost assets23 35 
Property and equipment, net271 215 
Right of use assets126 130 
Goodwill2,374 2,374 
Intangible assets, net154 176 
Other assets12 
Noncurrent assets of discontinued operations— 82 
Total assets$6,563 $10,695 
Liabilities and shareholders’ equity
Current liabilities:
Accounts payable$20 $11 
Accrued expenses and other current liabilities90 89 
Accrued compensation and benefits48 61 
Borrowings under credit facilities37 113 
Deferred revenue44 51 
Lease liabilities, current portion31 24 
Current liabilities of discontinued operations— 3,533 
Total current liabilities270 3,882 
Lease liabilities, net of current portion139 148 
Convertible senior notes1,660 1,319 
Other long-term liabilities12 
Total liabilities2,081 5,354 
Commitments and contingencies (Note 18)
Shareholders’ equity:
Preferred stock, $0.0001 par value; authorized — 30,000,000 shares; no shares issued and outstanding— — 
Class A common stock, $0.0001 par value; authorized — 1,245,000,000 shares; issued and outstanding — 57,494,698 and 61,513,634 shares, respectively— — 
Class B common stock, $0.0001 par value; authorized — 15,000,000 shares; issued and outstanding — 6,217,447 shares— — 
Class C capital stock, $0.0001 par value; authorized — 600,000,000 shares; issued and outstanding — 170,555,565 and 182,898,987 shares, respectively— — 
Additional paid-in capital6,109 7,001 
Accumulated other comprehensive income (loss)(15)
Accumulated deficit(1,612)(1,667)
Total shareholders’ equity4,482 5,341 
Total liabilities and shareholders’ equity$6,563 $10,695 
See accompanying notes to consolidated financial statements.
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69

ZILLOW GROUP, INC.
CONSOLIDATED STATEMENTS OF OPERATIONS
(in millions, except share data, which are presented in thousands, exceptand per share data)
 Year Ended December 31,
 201920182017
Revenue:
Homes$1,365,250  $52,365  $—  
IMT1,276,896  1,201,143  996,203  
Mortgages100,691  80,046  80,591  
Total revenue2,742,837  1,333,554  1,076,794  
Cost of revenue (exclusive of amortization) (1):
Homes1,315,345  49,392  —  
IMT98,522  96,693  80,310  
Mortgages18,154  7,505  4,893  
Total cost of revenue1,432,021  153,590  85,203  
Sales and marketing714,128  552,621  448,201  
Technology and development477,347  410,818  319,985  
General and administrative366,176  262,153  210,816  
Impairment costs—  79,000  174,000  
Acquisition-related costs—  2,332  463  
Integration costs650  2,015  —  
Total costs and expenses2,990,322  1,462,529  1,238,668  
Loss from operations(247,485) (128,975) (161,874) 
Other income39,658  19,270  5,385  
Interest expense(101,792) (41,255) (27,517) 
Loss before income taxes(309,619) (150,960) (184,006) 
Income tax benefit4,258  31,102  89,586  
Net loss$(305,361) $(119,858) $(94,420) 
Net loss per share — basic and diluted$(1.48) $(0.61) $(0.51) 
Weighted-average shares outstanding — basic and diluted206,380  197,944  186,453  
 ____________________
(1) Amortization of website development costs and intangible assets included in technology and development
$61,937  $79,309  $94,349  
 Year Ended December 31,
 202220212020
Revenue$1,958 $2,132 $1,624 
Cost of revenue367 323 255 
Gross profit1,591 1,809 1,369 
Operating expenses:
Sales and marketing664 715 535 
Technology and development498 421 324 
General and administrative498 414 324 
Impairment and restructuring costs24 10 77 
Acquisition-related costs— — 
Integration costs— — 
Total operating expenses1,684 1,570 1,260 
Income (loss) from continuing operations(93)239 109 
Gain (loss) on extinguishment of debt— (17)
Other income, net43 25 
Interest expense(35)(128)(138)
Income (loss) from continuing operations before income taxes(85)101 (3)
Income tax benefit (expense)(3)
Net income (loss) from continuing operations(88)102 
Net loss from discontinued operations, net of income taxes(13)(630)(167)
Net loss$(101)$(528)$(162)
Net income (loss) from continuing operations per share:
Basic$(0.36)$0.41 $0.02 
Diluted$(0.36)$0.39 $0.02 
Net loss per share:
Basic$(0.42)$(2.11)$(0.72)
Diluted$(0.42)$(2.02)$(0.70)
Weighted-average shares outstanding:
Basic242,163 249,937 223,848 
Diluted242,163 261,826 231,435 
See accompanying notes to consolidated financial statements.
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70

ZILLOW GROUP, INC.
CONSOLIDATED STATEMENTS OF COMPREHENSIVE LOSS
(in thousands)
Year Ended December 31,
201920182017
Net loss$(305,361) $(119,858) $(94,420) 
Other comprehensive income (loss):
Unrealized gains (losses) on investments1,377  144  (858) 
Currency translation adjustments(132) 51  —  
Total other comprehensive income (loss)1,245  195  (858) 
Comprehensive loss$(304,116) $(119,663) $(95,278) 
millions)
Year Ended December 31,
202220212020
Net loss$(101)$(528)$(162)
Other comprehensive income (loss):
Unrealized gains (losses) on investments(22)— 
Total other comprehensive income (loss)(22)— 
Comprehensive loss$(123)$(521)$(162)
See accompanying notes to consolidated financial statements.
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71

ZILLOW GROUP, INC.
CONSOLIDATED STATEMENTS OF SHAREHOLDERS’ EQUITY
(in thousands,millions, except share data)data, which are presented in thousands)

Class A Common
Stock, Class B
Common Stock and
Class C Capital Stock
Additional
Paid-In
Capital
Accumulated
Deficit
Accumulated
Other
Comprehensive
Income (Loss)
Total
Shareholders’
Equity
Class A Common
Stock, Class B
Common Stock and
Class C Capital Stock
Additional
Paid-In
Capital
Accumulated
Deficit
Accumulated
Other
Comprehensive
Income (Loss)
Total
Shareholders’
Equity
Class A Common
Stock, Class B
Common Stock and
Class C Capital Stock
Additional
Paid-In
Capital
Accumulated
Deficit
Accumulated
Other
Comprehensive
Income (Loss)
Total
Shareholders’
Equity
SharesAmount
Balance at December 31, 2016182,458,718  $18  $3,030,854  $(497,043) $(242) $2,533,587  
Cumulative-effect adjustment from adoption of guidance on accounting for share-based payment transactions—  —  780  (780) —  —  
Balance at January 1, 2020Balance at January 1, 2020209,067 $— $4,412 $(977)$— $3,435 
Issuance of common and capital stock upon exercise of stock optionsIssuance of common and capital stock upon exercise of stock options6,202,421   98,070  —  —  98,072  Issuance of common and capital stock upon exercise of stock options13,745 — 444 — — 444 
Vesting of restricted stock unitsVesting of restricted stock units1,463,825  —  —  —  —  —  Vesting of restricted stock units3,013 — — — — — 
Shares and value of restricted stock units withheld for tax liability(9,816) —  (365) —  —  (365) 
Share-based compensation expenseShare-based compensation expense—  —  124,807  —  —  124,807  Share-based compensation expense— — 214 — — 214 
Issuance of Class C capital stock in connection with equity offering, net of issuance costsIssuance of Class C capital stock in connection with equity offering, net of issuance costs8,800 — 412 — — 412 
Equity component of issuance of convertible senior notes maturing in 2025, net of issuance costsEquity component of issuance of convertible senior notes maturing in 2025, net of issuance costs— — 155 — — 155 
Settlement of convertible senior notesSettlement of convertible senior notes6,219 — 244 — — 244 
Unwind of capped call transactionsUnwind of capped call transactions(318)— — — — — 
Net lossNet loss— — — (162)— (162)
Balance at December 31, 2020Balance at December 31, 2020240,526 — 5,881 (1,139)— 4,742 
Issuance of common and capital stock upon exercise of stock optionsIssuance of common and capital stock upon exercise of stock options3,304 — 127 — — 127 
Vesting of restricted stock unitsVesting of restricted stock units2,982 — — — — — 
Restricted stock units withheld for tax liabilityRestricted stock units withheld for tax liability(1)— — — — — 
Share-based compensation expenseShare-based compensation expense— — 347 — — 347 
Issuance of Class C capital stock in connection with equity offering, net of issuance costsIssuance of Class C capital stock in connection with equity offering, net of issuance costs3,164 — 545 — — 545 
Settlement of convertible senior notesSettlement of convertible senior notes6,265 — 403 — — 403 
Unwind of capped call transactionsUnwind of capped call transactions(666)— — — — — 
Repurchases of Class C capital stockRepurchases of Class C capital stock(4,944)— (302)— — (302)
Net lossNet loss— — — (528)— (528)
Other comprehensive incomeOther comprehensive income— — — — 
Balance at December 31, 2021Balance at December 31, 2021250,630 — 7,001 (1,667)5,341 
Cumulative-effect adjustment from adoption of guidance on accounting for convertible instruments and contracts in an entity’s own equityCumulative-effect adjustment from adoption of guidance on accounting for convertible instruments and contracts in an entity’s own equity— — (492)156 — (336)
Issuance of common and capital stock upon exercise of stock optionsIssuance of common and capital stock upon exercise of stock options1,129 — 45 — — 45 
Vesting of restricted stock unitsVesting of restricted stock units4,722 — — — — — 
Share-based compensation expenseShare-based compensation expense— — 502 — — 502 
Repurchases of Class A common stock and Class C capital stockRepurchases of Class A common stock and Class C capital stock(22,213)— (947)— — (947)
Net lossNet loss—  —  —  (94,420) —  (94,420) Net loss— — — (101)— (101)
Other comprehensive lossOther comprehensive loss—  —  —  —  (858) (858) Other comprehensive loss— — — — (22)(22)
Balance at December 31, 2017190,115,148  20  3,254,146  (592,243) (1,100) 2,660,823  
Cumulative-effect adjustment from adoption of guidance on revenue from contracts with customers—  —  —  40,322  —  40,322  
Issuance of common and capital stock upon exercise of stock options5,472,728  —  120,074  —  —  120,074  
Vesting of restricted stock units1,740,134  —  —  —  —  —  
Shares and value of restricted stock units withheld for tax liability(1,489) —  (70) —  —  (70) 
Share-based compensation expense—  —  157,674  —  —  157,674  
Portion of conversion recorded in additional paid-in-capital in connection with partial conversion of convertible senior notes maturing in 202020,727  —  500  —  —  500  
Issuance of Class C capital stock in connection with equity offering, net of issuance costs of $13,4256,557,017   360,345  —  —  360,346  
Premiums paid for capped call confirmations—  —  (29,414) —  —  (29,414) 
Equity component of issuance of 2023 Notes, net of issuance costs of $2,047—  —  76,587  —  —  76,587  
Net loss—  —  —  (119,858) —  (119,858) 
Other comprehensive income—  —  —  —  195  195  
Balance at December 31, 2018203,904,265  21  3,939,842  (671,779) (905) 3,267,179  
Issuance of common and capital stock upon exercise of stock options2,918,053  —  65,465  —  —  65,465  
Vesting of restricted stock units2,244,631  —  —  —  —  —  
Shares and value of restricted stock units withheld for tax liability(94) —  (3) —  —  (3) 
Share-based compensation expense—  —  210,849  —  —  210,849  
Premiums paid for capped call confirmations—  —  (159,677) —  —  (159,677) 
Equity component of issuance of 2024 Notes and 2026 Notes, net of issuance costs of $4,725—  —  355,724  —  —  355,724  
Net loss—  —  —  (305,361) —  (305,361) 
Other comprehensive income—  —  —  —  1,245  1,245  
Balance at December 31, 2019209,066,855  $21  $4,412,200  $(977,140) $340  $3,435,421  
Balance at December 31, 2022Balance at December 31, 2022234,268 $— $6,109 $(1,612)$(15)$4,482 
See accompanying notes to the consolidated financial statements.
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ZILLOW GROUP, INC.
CONSOLIDATED STATEMENTS OF CASH FLOWS
(in thousands)
 Year Ended December 31,
 201920182017
Operating activities
Net loss$(305,361) $(119,858) $(94,420) 
Adjustments to reconcile net loss to net cash provided by (used in) operating activities:
Depreciation and amortization87,467  99,391  110,155  
Share-based compensation expense198,902  149,084  113,571  
Amortization of right of use assets23,142  —  —  
Amortization of contract cost assets35,323  36,013  —  
Amortization of discount and issuance costs on 2021 Notes, 2023 Notes, 2024 Notes and 2026 Notes52,097  26,672  18,012  
Impairment costs—  79,000  174,000  
Deferred income taxes(4,258) (31,102) (89,586) 
Loss on disposal of property and equipment and other assets7,174  3,617  5,678  
Bad debt expense2,772  869  7,349  
Deferred rent—  (2,045) 7,085  
Amortization (accretion) of bond premium (discount)(6,344) (4,313) 431  
Changes in operating assets and liabilities:
Accounts receivable(3,694) (12,556) (21,203) 
Mortgage loans held for sale(1,098) (1,161) —  
Inventory(673,798) (162,829) —  
Prepaid expenses and other assets(978) (34,068) 10,807  
Lease liabilities(18,940) —  —  
Contract cost assets(34,713) (41,510) —  
Accounts payable(496) 1,311  (373) 
Accrued expenses and other current liabilities19,573  1,920  19,000  
Accrued compensation and benefits6,417  11,291  (4,948) 
Deferred revenue5,667  2,162  2,633  
Other long-term liabilities(1,028) 1,962  —  
Net cash provided by (used in) operating activities(612,174) 3,850  258,191  
Investing activities
Proceeds from maturities of investments1,126,058  399,228  259,227  
Purchases of investments(1,495,477) (901,761) (407,032) 
Proceeds from sales of investments—  13,567  —  
Purchases of property and equipment(67,044) (66,054) (66,728) 
Purchases of intangible assets(19,591) (12,481) (11,907) 
Purchases of equity investments—  —  (10,000) 
Proceeds from divestiture of business—  —  579  
Cash paid for acquisitions, net—  (55,138) (11,533) 
Net cash used in investing activities(456,054) (622,639) (247,394) 
Financing activities
Proceeds from issuance of convertible notes, net of issuance costs1,157,675  364,020  —  
Premiums paid for capped call confirmations(159,677) (29,414) —  
Proceeds from issuance of Class C capital stock, net of issuance costs—  360,345  —  
Proceeds from borrowings on credit facilities688,489  116,700  —  
Repayments of borrowings on credit facilities(113,665) —  —  
Net borrowings (repayments) on warehouse lines of credit and Repurchase Agreement(2,590) 482  —  
Proceeds from exercise of stock options65,465  120,074  98,071  
Value of equity awards withheld for tax liability(3) (70) (365) 
Contingent merger consideration—  (2,000) —  
Net cash provided by financing activities1,635,694  930,137  97,706  
Net increase in cash, cash equivalents and restricted cash during period567,466  311,348  108,503  
Cash, cash equivalents and restricted cash at beginning of period663,443  352,095  243,592  
Cash, cash equivalents and restricted cash at end of period$1,230,909  $663,443  $352,095  
Supplemental disclosures of cash flow information
Cash paid for interest$42,156  $15,473  $9,198  
Noncash transactions:
Capitalized share-based compensation$11,947  $8,590  $11,236  
Write-off of fully depreciated property and equipment$36,159  $22,364  $15,004  
Write-off of fully amortized intangible assets$9,999  $12,999  $5,473  
Property and equipment purchased on account$8,775  $3,844  $4,268  
millions)
 Year Ended December 31,
 202220212020
Operating activities
Net loss$(101)$(528)$(162)
Adjustments to reconcile net loss to net cash provided by (used in) operating activities:
Depreciation and amortization157 130 111 
Share-based compensation451 312 197 
Amortization of right of use assets23 23 24 
Amortization of contract cost assets30 42 37 
Amortization of debt discount and debt issuance costs26 104 102 
Loss (gain) on extinguishment of debt21 17 (1)
Impairment and restructuring costs— 57 77 
Inventory valuation adjustment408 — 
Other adjustments to reconcile net loss to net cash provided by (used in) operating activities(3)12 (3)
Changes in operating assets and liabilities:
Accounts receivable82 (82)(7)
Mortgage loans held for sale66 224 (294)
Inventory3,904 (3,827)345 
Prepaid expenses and other assets(82)(16)
Contract cost assets(18)(26)(42)
Lease liabilities(21)(29)(2)
Accounts payable13 
Accrued expenses and other current liabilities(71)61 15 
Accrued compensation and benefits(60)13 10 
Deferred revenue(7)
Other long-term liabilities(12)10 
Net cash provided by (used in) operating activities4,504 (3,177)423 
Investing activities
Proceeds from maturities of investments802 2,206 2,232 
Proceeds from sales of investments— — 116 
Purchases of investments(2,191)(516)(3,287)
Purchases of property and equipment(115)(74)(85)
Purchases of intangible assets(25)(31)(24)
Proceeds from sale of equity investment— — 10 
Cash paid for acquisitions, net(4)(497)— 
Net cash provided by (used in) investing activities(1,533)1,088 (1,038)
Financing activities
Proceeds from issuance of convertible senior notes, net of issuance costs— — 553 
Proceeds from issuance of Class C capital stock, net of issuance costs— 545 412 
Proceeds from issuance of term loan, net of issuance costs— 1,138 — 
Proceeds from borrowings on credit facilities— 3,618 349 
Repayments of borrowings on credit facilities(2,206)(1,780)(679)
Net borrowings (repayments) on warehouse line of credit and repurchase agreements(76)(197)279 
Repurchases of Class A common stock and Class C capital stock(947)(302)— 
Settlement of long-term debt(1,158)(1)(195)
Proceeds from exercise of stock options46 127 444 
Net cash provided by (used in) financing activities(4,341)3,148 1,163 
Net increase (decrease) in cash, cash equivalents and restricted cash during period(1,370)1,059 548 
Cash, cash equivalents and restricted cash at beginning of period2,838 1,779 1,231 
Cash, cash equivalents and restricted cash at end of period$1,468 $2,838 $1,779 
Supplemental disclosures of cash flow information
Cash paid for interest$50 $109 $51 
Cash paid for taxes— — 
Noncash transactions:
Write-off of fully amortized intangible assets$203 $58 $63 
Write-off of fully depreciated property and equipment53 49 115 
Capitalized share-based compensation51 30 17 
Issuance (settlement) of beneficial interests in securitizations(79)63 — 
See accompanying notes to consolidated financial statements.
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ZILLOW GROUP, INC.
NOTES TO CONSOLIDATED FINANCIAL STATEMENTS
Note 1. Organization and Description of Business
Zillow Group Inc. houses one of the largest portfolios ofis reimagining real estate brands on mobile and the web. Zillow Group is committed to leveraging its proprietary data, technology and innovations to make home buying, selling, financingit easier to unlock life’s next chapter. As the most visited real estate website in the United States, Zillow and renting a seamless,its affiliates offer customers an on-demand experience for customers. As its flagship brand,selling, buying, renting or financing with transparency and ease.
Our portfolio of consumer brands includes Zillow now offers a fully integrated home shopping experience that includes access to for sale and rental listings, Zillow Offers, which provides a hassle-free way to buy and sell eligible homes directly through Zillow, and beginning in October 2018,Premier Agent, Zillow Home Loans, (formerly Mortgage Lenders of America, L.L.C.), Zillow’s affiliatedour affiliate lender, that provides an easy way to receive mortgage pre-approvals and financing. Other consumer brands includeZillow Closing Services, Zillow Rentals, Trulia, StreetEasy, HotPads Naked Apartments and Out East. In addition, Zillow Group provides a comprehensive suite of marketing software and technology solutions to helpfor the real estate partners maximize business opportunities and connect with millions of customers. Zillow Group business brands for real estate, rental and mortgage professionals,industry which include Mortech, dotloop,New Home Feed and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and New Home Feed.interactive floor plans.
In the fourth quarter of 2021, we began to wind down the operations of Zillow Inc.Offers, our iBuying business which purchased and sold homes directly in markets across the country. The wind down was incorporated as a Washington corporationcompleted in December 2004,the third quarter of 2022, and we launchedhave presented the initial version of our website, Zillow.com, in February 2006. Zillow Group, Inc. was incorporated as a Washington corporation in July 2014 in connection with our acquisition of Trulia, Inc. (“Trulia”). Upon the closing of the Trulia acquisition in February 2015, eachfinancial results of Zillow Inc. and Trulia became wholly owned subsidiaries of Zillow Group.Offers as discontinued operations in our consolidated financial statements for all periods presented. See Note 3 for additional information.
Certain Significant Risks and Uncertainties
We operate in a dynamic industry and, accordingly, can be affected by a variety of factors. For example, we believe that changes in any of the following areas could have a significant negative effect on us in terms of our future financial position, results of operations or cash flows: current and future health and stability of the economy, financial conditions, and residential housing market; changes in general economic and financial conditions (including federal monetary policy, interest rates, of revenue growth; our ability to manage advertisinginflation, home price fluctuations, housing inventory, or pricing; engagementlabor shortages and usage of our products;supply chain issues); our investment of resources to pursue strategies and develop new products and services that may not prove effective; competition in our market; the stability of the residentialeffective or that are not attractive for customers and real estate marketpartners or that do not allow us to compete successfully; our compliance with multiple listing service rules and the impact of interest rate changes; changes in technology, products, markets or services by us or our competitors; addition or loss of significant customers; our abilityrequirements to access and use listing data, and to maintain or establish relationships with listings and data providers; our ability to obtain or maintain licenses and permits to support our current and future businesses; actual or anticipated changesour ability to operate and grow our mortgage origination business, including the ability to obtain sufficient financing and resell originated mortgages on the secondary market; the duration and impact of natural disasters and other catastrophic events (including public health crises) on our ability to operate, demand for our products or services or general economic conditions; our ability to realize the benefits of our past or future strategic partnerships, acquisitions, joint ventures, capital-raising activities, investments or other corporate transactions or commitments; our ability to manage advertising inventory or pricing; effectivity of our technology and services;information security systems, or those of third parties on which we rely; changes in laws or government regulation affecting our business; outcomes of legal proceedings; natural disasters and catastrophic events; scaling and adaptation of existing technology and network infrastructure; management of our growth; our ability to attract and retain qualified employees and key personnel; our ability to successfully integrate and realize the benefits of our past or future strategic acquisitions or investments; protection of customers’ information and other privacy concerns; protection of our brand and intellectual property; and intellectual property infringement and other claims, among other things.
Note 2. Summary of Significant Accounting Policies
Basis of Presentation
The accompanying consolidated financial statements include Zillow Group, Inc. and its wholly-owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation. These consolidated financial statements have been prepared in conformity with U.S.United States generally accepted accounting principles (“GAAP”). We have presented the financial results of Zillow Offers as discontinued operations in our consolidated financial statements for all periods presented. See Note 3 for additional information.
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Use of Estimates
The preparation of financial statements in conformity with GAAP requires management to make certain estimates, judgments and assumptions that affect the reported amounts of assets and liabilities and the related disclosures at the date of the financial statements, as well as the reported amounts of revenue and expenses during the periods presented. On an ongoing basis, we evaluate our estimates, including those related to the net realizable value of inventory,accounting for certain revenue offerings, restructuring costs, amortization period and recoverability of contract cost assets, website and software development costs, recoverability of long-lived assets and intangible assets, with definite lives, share-based compensation, income taxes, the presentation of discontinued and continuing operations, business combinations and the recoverability of goodwill, and indefinite-lived intangible assets, among others. To the extent there are material differences between these estimates, judgments or assumptions and actual results, our financial statements will be affected. The health of the residential housing market, interest rate environment and the COVID-19 pandemic (including variants) have introduced significant additional uncertainty with respect to estimates, judgments and assumptions, which may materially impact the estimates previously listed, among others.
Concentrations of Credit Risk
Financial instruments, which potentially subject us to concentrations of credit risk, consist primarily of cash and cash equivalents, investments, accounts receivable and mortgage loans held for sale. We place cash and cash equivalents and investments with major financial institutions, which management assesses to be of high credit quality, in order to limit exposure of our investments.
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Credit risk with respect to accounts receivable is dispersed due to the large number of customers. There were no customers that comprised 10% or more of our total accounts receivable as of December 31, 20192022 and 2018.2021. Further, our credit risk on accounts receivable is mitigated by the relatively short payment terms that we offer. Collateral is not required for accounts receivable. We maintain an allowance for doubtful accounts such that receivables are stated at net realizable value.
Similarly, our credit risk on mortgage loans held for sale is dispersed due to a large number of customers. Further, our credit risk on mortgage loans held for salecustomers and is mitigated by the fact that we typically sell mortgages on the secondary market within a relatively short period of time after the loan is originated.
Cash and Cash Equivalents
Cash includes demand deposits with banks or financial institutions. Cash equivalents include short-term, highly liquid investments that are both readily convertible to known amounts of cash, and so near their maturity that they present minimal risk of changes in value because of changes in interest rates. Our cash equivalents include only investments with original maturities of three months or less. We regularly maintain cash in excess of federally insured limits at financial institutions.
Short-term Investments
Our investments consist of fixed income securities, which include U.S. government treasury securities, U.S. government agency securities, investment grade corporate notes and bonds, commercial paper, treasury bills, municipal securities, and certificates of deposit, and are classified as available-for-sale securities. As thecommercial paper. The investments are available to support current operations our available-for-sale securitiesand are classified as short-term investments. Available-for-saleinvestments measured at fair value. Our investment policy only allows for purchases of investment-grade securities and provides guidelines on concentrations to ensure minimum risk of loss. We evaluate whether unrealized losses on available-for-sale debt securities are carried at fair value withthe result of credit worthiness of the securities held or other non-credit related factors. If an unrealized gains andloss is the result of credit quality factors, we recognize an allowance reflective of our current estimate of credit losses reported as a component of accumulated other comprehensive income (loss) in shareholders’ equity, while realized gains and losses and other-than-temporary impairments are reported as a component of net loss based on specific identification. An impairment charge is recorded in the consolidated statements of operations for declines in fair value below the cost of an individual investment that are deemedexpected to be other than temporary. We assess whetherincurred over the life of the financial instrument on a declinespecific identification basis upon initial recognition and at each reporting period. If a reduction in value is temporary based ona result of other factors, we continue to classify the lengthlosses as a reduction of time that the fair market value has been below cost, the severity of the decline and the intent and abilitycomprehensive loss unless either we intend to hold or sell the investment.security or it is more likely than not we will be required to sell the security. We did 0tnot identify any investments as other-than-temporarily impairedunrealized loss positions in our available-for-sale securities that were the result of credit losses as of December 31, 20192022 or 2018.2021. Additionally, we have the ability to hold to maturity and more likely than not will not be required to sell the securities before a recovery of the amortized cost basis has occurred.
Restricted Cash
Restricted cash primarily consists of amounts funded to the reserve and collection accounts related to our credit facilities (see Note 15) and amounts held in escrow related to funding customer home purchases in our mortgage originationsorigination business.
Accounts Receivable and Allowance for Doubtful Accounts
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Accounts receivable represent our unconditional right to consideration. Accounts receivable are generally due within 30 days and are recorded net of the allowance for doubtful accounts. We consider accounts outstanding longer than the contractual terms past due. We review accounts receivable on a regular basis and estimate an amount of losses for uncollectible accounts based on our historical collections experience, age of the receivable, knowledge of the customer and the condition of the general economy and industry as a whole. We record changes in our estimate to the allowance for doubtful accounts through bad debt expense and relieve the allowance when accounts are ultimately determined to be uncollectible. Bad debt expense is included in general and administrative expenses.Table ofContents
Mortgage Loans Held for Sale
Mortgage loans held for sale include residential mortgages originated for sale in the secondary market in connection with our October 2018 acquisition of Zillow Home Loans. We have elected the fair value option for all mortgage loans held for sale as election of this option allows for a better offset of the changes in fair values of the loans and the derivative instruments used to economically hedge them without having to apply complex hedge accounting provisions. Mortgage loans held for sale are initially recorded at fair value based on either sale commitments or current market quotes and are adjusted for subsequent changes in fair value until the loans are sold. Net origination costs and fees associated with mortgage loans are recognized as incurred. We sell substantially all of the mortgages we originate and the related servicing rights to third-party purchasers. Interest income is earned from the date a mortgage loan is originated until the loan is sold and is classified within Otherother income, net in the consolidated statements of operations.
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Substantially all of the mortgage loans originated are sold within a short period of time in the secondary mortgage market on a servicing released, nonrecourse basis, which limits exposure to nonperformance by loan buyer counterparties althoughcounterparties. However, we remain liable for certain limited representations and warranties related to loan sales, such as non-compliance with defined loan origination or documentation standards, including misstatement in the loan documents, early payoff or default on early payments. Mortgage investors could seek to have us buy back loans or compensate them for losses incurred on mortgages we have sold based on claims that we breached our limited representations and warranties. We have established reservesrecord a reserve for probable losses.losses in connection with the sale of mortgage loans within other long-term liabilities in the consolidated balance sheet.
Loan Commitments and Related Derivatives
We are party to interest rate lock commitments (“IRLCs”), which are extended to borrowers who have applied for loan funding and meet defined credit and underwriting criteria in connection with our October 2018 acquisition of Zillow Home Loans.Loans mortgage origination business. IRLCs are accounted for as derivative instruments recorded at fair value with gains and losses recognized in revenue in the consolidated statements of operations. We manage our interest rate risk related to IRLCs and mortgage loans held for sale through the use of derivative instruments, generally forward contracts on mortgage-backed securities (“MBS”MBSs”), which are commitments to either purchase or sell a specified financial instrument at a specified future date for a specified price, and mandatory loan commitments, which are an obligation by an investor to buy loans at a specified price within a specified time period. We do not enter into or hold derivatives for trading or speculative purposes, and our derivatives are not designated as hedging instruments. Changes in the fair value of our derivative financial instruments are recognized in revenue in our consolidated statements of operations, and the fair values are reflected in other current assets or other current liabilities, as applicable. The net change in fair value was not significantRefer to Note 4 to our consolidated financial statements for the years ended December 31, 2019additional information regarding IRLCs and 2018.related derivatives.
There are no credit-risk-related contingent features within our derivative agreements, and counterparty risk is considered minimal. Gains and losses on IRLCs are substantially offset by corresponding gains or losses on forward contracts on mortgage-backed securitiesMBSs and mandatory loan commitments. We are generally not exposed to variability in cash flows of derivative instruments for more than approximately 90 days.
InventoryContract Balances
Inventory is comprisedAccounts receivable represent our unconditional right to consideration. Accounts receivable are generally due within 30 days and are recorded net of homes acquired throughthe allowance for doubtful accounts. We have an allowance for doubtful accounts for our Zillow Offers program and is stated ataccounts receivable balances, which represents our estimate of expected credit losses over the lowercontractual life of cost or net realizable value. Homes are removed from inventorythe accounts receivable. To evaluate the adequacy of our allowance for doubtful accounts each reporting period, we analyze the accounts receivable balances with similar risk characteristics on a specific identificationcollective basis, when theyconsidering factors such as the aging of receivable balances, payment terms, historical loss experience, current information and future expectations. Changes to the allowance for doubtful accounts are resold. Stated cost includes consideration paid to acquire and update each home including associated allocated overhead costs. Work-in-progress inventory includes homes undergoing updates and finished goods inventory includes homes ready for resale. Unallocated overhead costs are expensed as incurred andadjusted through credit loss expense, which is included in cost of revenue. For our Homes segment, selling costs, such as real estate agent commissions, escrowgeneral and title fees, and staging costs, as well as holding costs incurred during the period that homes are listed for sale, including utilities, taxes and maintenance are expensed as incurred and classified within sales and marketingadministrative expenses in the consolidated statements of operations.
Contract assets represent our right to consideration in exchange for goods and services that we have transferred to the customer when that right is conditional on something other than the passage of time. Contract assets are primarily related to our Premier Agent Flex, Zillow Lease Connect and StreetEasy Experts offerings, whereby we estimate variable consideration based on the expected number of real estate transactions to be closed for Premier Agent Flex and StreetEasy Experts, and qualified leases to be secured for Zillow Lease Connect. We recognize revenue when we satisfy our performance obligations under the corresponding contracts. The current portion of contract assets are recorded $22.6 millionwithin prepaid expenses and $1.9 millionother current assets and the long-term portion of contract assets are recorded within other assets in holding costs for the years ended December 31, 2019our consolidated balance sheets.
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Contract liabilities consist of deferred revenue, which relates to payments received in advance of performance under a revenue contract. Deferred revenue is primarily related to prepaid advertising fees received or billed in advance of satisfying our performance obligations and 2018, respectively.
Each quarter we review the value of homes held in inventory for indicators that net realizable value is lower than cost. When evidence exists that the net realizable value of inventory is lower than its cost, the differenceprepaid but unrecognized subscription revenue. Deferred revenue is recognized in cost of revenue and the value of the corresponding asset is reduced.when or as we satisfy our obligations under contracts with customers.
Contract Cost Assets
We capitalize certain incremental costs of obtaining contracts with customers which we expect to recover. These costs relate to commissions paid to sales personnel, primarily for our Premier Agent and Premier Broker programs.program. As a practical expedient, we recognize the incremental costs of obtaining a contract as an expense when incurred if the amortization period of the asset that we otherwise would have recognized is one year or less. Capitalized commission costs are recorded as contract cost assets in our consolidated balance sheets. Contract cost assets are amortized to expense on a straight-line basis over a period that is consistent with the transfer to the customer of the products or services to which the asset relates, generally the estimated life of the customer relationship. Amortization expense related to contract cost assets is included in sales and marketing expenses in our consolidated statements of operations. In determining the estimated life of our customer relationships, we consider quantitative and qualitative data, including, but not limited to, historical customer data, recent changes or expected changes in product or service offerings and changes in how we monetize our products and services. The amortization period for capitalized contract costs related to our Premier Agent and Premier Broker programs ranges from two toprogram is approximately three years.
We monitor our contract cost assets for impairment and recognize an impairment loss in the consolidated statements of operations to the extent the carrying amount of the asset recognized exceeds the amount of consideration that we expect to
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receive in the future and that we have received but have not recognized in revenue less the costs that relate directly to providing those goods or services that have not yet been recognized as expenses. Write-offs of contract cost assets were not material for the years ended December 31, 2019 and December 31, 2018. Refer to Note 7 of our consolidated financial statements for more information regarding contract cost assets.
Property and Equipment
Property and equipment is recorded at cost and depreciated using the straight-line method over the estimated useful lives of the related assets. The useful lives are as follows:
Computer equipment  2 to 3 years
Office equipment, furniture and fixtures  5 to 7 years
Leasehold improvements  Shorter of expected useful life or lease term
Maintenance and repair costs are charged to expense as incurred. Major improvements, which extend the useful life of the related asset, are capitalized. Upon disposal of a fixed asset, we record a gain or loss based on the difference between the proceeds received and the net book value of the disposed asset. We remove fully depreciated property and equipment from the cost and accumulated depreciation amounts disclosed.
Website and Software Development Costs
The costs incurred in the preliminary stages of website and software development are expensed as incurred. Once an application has reached the development stage, internal and external costs, if direct and incremental and deemed by management to be significant, are capitalized in property and equipment and amortized on a straight-line basis over their estimated useful lives. Maintenance and enhancement costs, including those costs in the post-implementation stages, are typically expensed as incurred, unless such costs relate to substantial upgrades and enhancements to the website or software that result in added functionality, in which case the costs are capitalized and amortized on a straight-line basis over the estimated useful lives. Amortization expense related to capitalized website and software development costs is included in technology and development expense.cost of revenue in our consolidated statements of operations.
Capitalized development activities placed in service are amortized over the expected useful lives of those releases, currently estimated at one to five years. The estimated useful lives of website and software development activities are reviewed frequently and adjusted as appropriate to reflect upcoming development activities that may include significant upgrades and/or enhancements to the existing functionality. We remove fully amortized website and software development costs from the cost and accumulated amortization amounts disclosed.
Construction-in-progress primarily consists of website development costs that are capitalizable, but for which the associated applications hadhave not been placed in service.
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Leases
Our lease portfolio is primarily composed of operating leases for our office space. We determine whether a contract is or contains a lease at inception of the contract. Our operating leases are included in right of use assets and lease liabilities on our consolidated balance sheets. We do not have any material financing leases.
We have lease agreements that include both lease components (e.g., fixed rent) and non-lease components (e.g., common area maintenance). For such leases, we account for the lease and non-lease components as a single component. For leases with an initial term of 12 months or less, we recognize the associated lease payments in the consolidated statements of operations on a straight-line basis over the lease term.
Right of use assets represent our right to use an underlying asset during the lease term and lease liabilities represent our obligation to make lease payments. Right of use assets and lease liabilities are recognized at the lease commencement date based on the present value of the total lease payments not yet paid, including lease incentives not yet received, with the right of use assets further adjusted for any prepaid or accrued lease payments, lease incentives received and/or initial direct costs incurred. Certain lease arrangements also include variable payments for costs such as common-area maintenance, utilities, taxes or other operating costs, which are based on a percentage of actual expenses incurred or a fluctuating rate which is unknown at the inception of the contract. These variable lease payments are excluded from the measurement of the right of use assets and lease liabilities.
Our leases have remaining lease terms ranging from less than one year to ten years, most of which include one or more options to extend the lease term. The renewal options can generally extend the lease term for up to an additional five to ten years. When determining if a renewal option is reasonably certain of being exercised at lease commencement, we consider several factors, including but not limited to, contract-based, asset-based and entity-based factors. We reassess the term of existing leases if there is a significant event or change in circumstances within our control that affects whether we are reasonably certain to exercise an option to extend a lease. Examples of such events or changes include construction of significant leasehold improvements or other modifications or customizations to the underlying asset, relevant business decisions or subleases. As of December 31, 2022, we have concluded that our renewal options are not reasonably certain of being exercised, therefore, renewals are not included in the right of use assets and lease liabilities.
As our leases do not provide an implicit rate, we use our incremental borrowing rate based on the information available at the lease commencement date in determining the present value of the lease payments. We apply a portfolio approach for determining the incremental borrowing rate based on the applicable lease terms and the current economic environment.
We recognize lease expense for operating leases on a straight-line basis over the lease term. Variable lease payments are generally recognized when incurred. These expenses are included in general and administrative expenses in the consolidated statements of operations.
From time to time, we may enter into sublease agreements with third parties. Our subleases generally do not relieve us of our primary obligations under the corresponding head lease. As a result, we account for the head lease based on the original assessment at lease inception. We determine if the sublease arrangement is either a sales-type, direct financing, or operating lease at inception of the sublease. If the total remaining lease cost on the head lease for the term of the sublease is greater than the anticipated sublease income, the right of use asset is assessed for impairment. Our subleases are generally operating leases and we recognize sublease income on a straight-line basis over the sublease term.
Recoverability of Goodwill and Indefinite-Lived Intangible Assets
Goodwill representsis measured as the excess of the cost ofconsideration transferred for an acquired business over the net of the acquisition date fair valuevalues of the assets acquired atand the date of acquisition,liabilities assumed, and is not amortized. We assess the impairment of goodwill at the reporting unit level on an annual basis, in our fourth quarter, or whenever events or changes in circumstances indicate that goodwill may be impaired. In our evaluation of goodwill, we typically firstinitially perform a qualitative assessment to determine whether the existence of events or circumstances indicates that it is more likely than not that the carrying value of each reporting unit is greater than its fair value. If it is more likely than not that the carrying value of a reporting unit is greater than its fair value, we perform a quantitative assessment and an impairment charge is recorded in our statements of operations for the excess of carrying value of the reporting unit over its fair value.
During the years ended December 31, 2019, 2018,2022, 2021 and 20172020, we did not record any impairments related to goodwill. Refer to Note 10 for additional information related to goodwill.
Our trade names and trademarks indefinite-lived intangible asset is not amortized, and we assess the asset for impairment on an annual basis, in our fourth quarter, or whenever events or changes in circumstances indicate that the asset may be impaired. On an interim basis we consider if there are any events and circumstances that could affect the significant inputs used to determine the fair value of the indefinite-lived intangible asset, including, but not limited to, costs that could have a negative effect on future expected earnings and cash flows, changes in certain key performance metrics, and changes in management, key personnel, strategy or customers. In our evaluation of our trade names and trademarks indefinite-lived intangible asset, we typically first perform a qualitative assessment to determine whether the fair value of the indefinite-lived intangible asset is more likely than not impaired. If so, we perform a quantitative assessment and an impairment charge is recorded in our statements of operations for the excess of the carrying value of the indefinite-lived intangible asset over its fair value.
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We did 0t record any non-cash impairments related to the indefinite-lived Trulia trade names and trademarks intangible asset during the year ended December 31, 2019. During the years ended December 31, 2018 and 2017, we recorded non-cash impairments for $69.0 million and $174.0 million, respectively, related to the indefinite-lived Trulia trade names and trademarks intangible asset. For additional information about the non-cash impairments, see Note 11 to our consolidated financial statements.
Intangible Assets
We purchase and license data content from multiple data providers. This data content consists of U.S.United States county data about home details (e.g., the number of bedrooms, bathrooms, square footage) and other information relating to the purchase price of homes, both current and historical, as well as imagery, mapping and parcel data that is displayed on our mobile applications and websites. Our home details data not only provides information about a home and its related transactions which is displayed on our mobile applications and websites, but is also used in our proprietary valuation algorithms to produce Zestimates, Rent Zestimates and Zillow Home Value Indexes. License agreement terms vary by vendor. In some instances, we retain perpetual rights to this information after theour contract with a vendor ends; in other instances, the information and data are licensed only during the fixed term of the agreement. Additionally, certain data license agreements provide for uneven payment amounts throughout the contract term.
We capitalize payments made to third parties for data licenses that we expect to recover through generation of revenue and margins. For data license contracts that include uneven payment amounts, we capitalize the payments as they are made as an intangible asset and the total contract value is typically amortized on a straight-line basis over the term of the contract, which is equivalent to the estimated useful life of the asset. We evaluate data content contracts for potential capitalization at the inception of the arrangement as well as each time periodic payments to third parties are made.
The amortization period for the capitalized purchased content is based on our best estimate of the useful life of the asset, which is approximately fiveranges from three to seven years. The determination of the useful life includes consideration of a variety of factors including, but not limited to, our assessment of the expected use of the asset and contractual provisions that may limit the useful life, as well as an assessment of when the data is expected to become obsolete based on our estimates of the diminishing value of the data over time. We evaluate the useful life of the capitalized purchased data content each reporting period to determine whether events and circumstances warrant a revision to the remaining useful life. If we determine the estimate of the asset’s useful life requires modification, the carrying amount of the asset is amortized prospectively over the revised useful life. The capitalized purchased data content is amortized on a straight-line basis as the pattern of delivery of the economic benefits of the data cannot reliably be determined because we do not have the ability to reliably predict future traffic to our mobile applications and websites.
Under certain other data agreements, the underlying data is obtained on a subscription basis with consistent monthly or quarterly recurring payment terms over the contractual period. Upon the expiration of such arrangements, we no longer have the right to access the related data, and therefore, the costs incurred under such contracts are not capitalized and are expensed as payments are made. We would immediately lose rights to data under these arrangements if we were to cancel the subscription and/or cease making payments under the subscription arrangements.
We also capitalize costs related to the license of certain internal-use software from third parties, including certain licenses of software in cloud computing arrangements. Additionally, we capitalize costs incurred during the application development stage related to the development of internal-use software and enterprise cloud computing services. We expense costs as incurred related to the planning and post-implementation phases of development. Capitalized internal-use software costs are amortized on a straight-line basis over the estimated useful life of the asset, which is currently one to five years.
Intangibles-in-progress consist of purchased content and software that are capitalizable but have not been placed in service.
We also have intangible assets for developed technology, customer relationships, and trade names and trademarks and advertising relationships which we recorded in connection with acquisitions. Purchased intangible assets with a determinable economic life are carried at cost less accumulated amortization. These intangible assets are amortized over the estimated useful life of the asset on a straight-line basis.
For each of the intangible assets described above, we have removed fully amortized assets from the cost and accumulated amortization amounts disclosed.
Recoverability of Intangible Assets with Definite Lives and Other Long-Lived Assets
We evaluate intangible assets and other long-lived assets for impairment whenever events or circumstances indicate that they may not be recoverable. Recoverability is measured by comparing the carrying amount of an asset group to future undiscounted net cash flows expected to be generated. We group assets for purposes of such review at the lowest level for
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which identifiable cash flows of the asset group are largely independent of the cash flows of the other groups of assets and liabilities. If this comparison indicates impairment, the amount of impairment to be recognized is calculated as the difference between the carrying value and the fair value of the asset group.
Deferred Revenue
Deferred revenue consists of prepaid advertising fees received or billed in advance of satisfying our performance obligations and prepaid but unrecognized subscription revenue. Deferred revenue is recognized when or as we satisfy our obligations under contracts with customers.
Business Combinations
We recognize identifiable assets acquired and liabilities assumed at their acquisition date fair values. Goodwill as of the acquisition date is measured as the excess of consideration transferred over the net of the acquisition date fair values of the assets acquired and the liabilities assumed. While we use our best estimates and assumptions for the purchase price allocation process to value assets acquired and liabilities assumed at the acquisition date, our estimates are inherently uncertain and subject to refinement. As a result, during the measurement period, which may be up to one year from the acquisition date, we record adjustments to the assets acquired and liabilities assumed, with the corresponding offset to goodwill to the extent that we identify adjustments to the preliminary purchase price allocation. Upon the conclusion of the measurement period or final determination of the values of assets acquired or liabilities assumed, whichever comes first, any subsequent adjustments are recorded to our consolidated statements of operations. We recognize adjustments to provisional amounts that are identified during the measurement period in the reporting period in which the adjustment amounts are determined.
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Revenue Recognition
We recognize revenue when or as we satisfy our performance obligations by transferring control of the promised products or services to our customers in an amount that reflects the consideration to which we expect to be entitled in exchange for those products or services.
As a practical expedient, we do not adjust the promised amount of consideration for the effects of a significant financing component as the period between our transfer of a promised product or service to a customer and when the customer pays for that product or service is generally one year or less.
We do not disclose the transaction price related to remaining performance obligations for (i) contracts with an original expected duration of one year or less andor (ii) contracts for which we recognize revenue at the amount to which we have the right to invoice for performance completed to date. The remaining duration ofover which we satisfy our performance obligations is generally less than one year.
In our Homes segment, we generate revenue from the resale of homes on the open market through our Zillow Offers program.
In our IMT segment, we generate revenue from the sale of advertising services and our suite of marketing software and technology solutions to businesses and professionals primarily associated with the residential real estate and rental industries. These professionals include real estate and rental professionals and brand advertisers. Our three primary revenue categories within our IMT segment are Premier Agent, Rentals and Other.
In our Mortgages segment, we generate revenue from the sale of advertising services to mortgage lenders and other mortgage professionals, mortgage originations and the related sale of mortgages on the secondary market through Zillow Home Loans, as well as Mortech mortgage software solutions.
Homes Revenue. Homes revenue is derived from the resale of homes on the open market through our Zillow Offers program. Homes revenue is recognized at the time of the closing of the home sale when title to and possession of the property are transferred to the buyer. The amount of revenue recognized for each home sale is equal to the sale price of the home net of resale concessions and credits to the buyer and does not reflect real estate agent commissions, closing or other costs associated with the transaction.Segment
Premier Agent Revenue. Premier Agent revenue is derived from our Premier Agent and Premier Broker programs.program. Our Premier Agent and Premier Broker programs offerprogram offers a suite of marketing and business technology products and services to help real estate agents and brokers achieve their advertising goals while growing and managing their businesses and brands. All Premier Agents and Premier Brokers receive access to a dashboard portal on our mobile application and website that provides individualized program performance analytics, our customer relationship management, or CRM, tool that captures detailed information about each contact made with a Premier Agent or Premier Broker through our mobile and web platforms and our
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account management tools. The marketing and business technology products and services promised to Premier Agents and Premier Brokers are delivered over time, as the customer simultaneously receives and consumes the benefit of the performance obligations.
Premier Agent and Premier Broker advertising products, which include the delivery of impressions and validated consumer connections, or leads, are primarily offered on a share of voice basis. Payment is received prior to the delivery of impressions and connections. Impressions are delivered when an advertisement appears on pages viewed by users of our mobile applications and websites and connectionsConnections are delivered when consumer contact information is provided to Premier Agents and Premier Brokers.Agents. We do not promise any minimum or maximum number of impressions or connections to customers, but instead control when and how many impressionsconnections to deliver based on a customer’s share of voice. We determine the number of impressions and connections to deliver to Premier Agents and Premier Brokers in each zip code using a market-based pricing method in consideration of the total amount spent by Premier Agents and Premier Brokers to purchase impressions and connections in the zip code during the month. This results in the delivery of impressions and connections over time in proportion to each Premier Agent’s and Premier Broker’s share of voice. A Premier Agent’s or Premier Broker’s share of voice in a zip code is determined by their proportional monthly prepaid spend in that zip code as a percentage of the total monthly prepaid spend of all Premier Agents and Premier Brokers in that zip code, and includes both the share of impressions delivered as advertisements appearing on pages viewed by users of our mobile applications and websites, as well asdetermines the proportion of consumer connections a Premier Agent or Premier Broker receives. The number of impressions and connections delivered for a given spend level is dynamic - as demand for advertising in a zip code increases or decreases, the number of impressions and connections delivered to a Premier Agent or Premier Broker in that zip code decreases or increases accordingly.
We primarily recognize revenue related to the Premier Agent and Premier Broker products and services based on the monthly prepaid spend recognized on a straight-line basis during the monthly billing period over which the products and services are provided. This methodology best depicts how we satisfy our performance obligations to customers, as we continuously transfer control of the performance obligations to the customer over time. Given a Premier Agent or Premier Broker typically prepays their monthly spend and the monthly spend is refunded on a pro-rata basis upon cancellation of the contract by a customer, at any point in time, we have determined that Premier Agent and Premier Broker contracts are effectively daily contracts, and each performance obligation is satisfied over time as each day lapses. We have not allocated the transaction price to each performance obligation within our Premier Agent and Premier Broker arrangements, as the amounts recognized would be the same irrespective of any allocation.
In October 2018, we began testingWe also offer a newpay for performance pricing model Flex,called “Flex” for Premier Agent and Premier Broker advertising services in limitedcertain markets. Flex is available to select partners alongside our legacy market-based pricing model. With the Flex model, Premier Agents and Premier Brokers are provided with validated leads at no upfrontinitial cost and they pay a performance advertising fee only when a real estate transaction is closed with one of their leads.the leads within two years. With this pricing model, the transaction price represents variable consideration, as the amount to which we expect to be entitled varies based on the number of validated leads that convert into real estate transactions and the value of those transactions. During this testing phase, we recognize revenue when we receive payment for a real estate transaction closed with a Flex lead. We will continuously reevaluate this determination and the point at which we may begin to estimate variable consideration and record revenue as performance obligations, or validated leads, are transferred. We do not believe that a significant reversal in the amount of cumulative revenue recognized will occur once the uncertainty related to the number of transactions closed is subsequently resolved. We record a corresponding contract asset for the estimate of variable consideration for Flex when the right to the consideration is conditional. When the right to consideration becomes unconditional, we reclassify amounts to accounts receivable.
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Rentals Revenue.Rentals revenue includes the sale of advertising and a suite of tools to rental professionals, landlords and other market participants.participants under the Zillow and StreetEasy brands. Rentals revenue primarily includes revenue generated by advertising sold to property managers, landlords and other rental professionals on a cost per lead, cost per click, cost per lease, cost per listing or cost per impression basis.basis or for a fixed fee for certain advertising packages. Rentals revenue also includes revenue generated from our rental applications product, through which potential renters can submit applications to multiple properties for a flat service fee. We recognize revenue as leads, clicks and impressions are provided to rental professionals, or as rental listings are published on our mobile applications and websites, which is the amount for which we have the right to invoice. We recognize revenue related to our fixed fee rentals product on a straight-line basis over the contract term as the performance obligations, rental listings on our mobile applications and websites, are satisfied over time based on time elapsed. The number of leases generated through our rentals pay per lease product, Zillow Lease Connect, during the period is accounted for as variable consideration, and we estimate the amount of variable consideration based on the expected number of qualified leases secured during the period. We do not believe that a significant reversal in the amount of cumulative revenue recognized will occur once the uncertainty related to the number of leases secured is subsequently resolved. We record a corresponding contract asset for the estimate of variable consideration for Zillow Lease Connect when the right to the consideration is conditional. When the right to consideration becomes unconditional, we reclassify amounts to accounts receivable.
Rentals revenue also includes revenue generated from our rental applications product through which potential renters can submit applications to multiple rental properties over a 30-day period for a flat service fee. We recognize revenue for the rental applications product on a straight-line basis during the contractual period over which the customer has the right to access and submit the rental application.
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Other Revenue. Other IMT revenue primarily includes revenue generated by our new construction marketplace and display, as well as revenue from the sale of various other marketingadvertising and business products and services totechnology solutions for real estate professionals. professionals, including display, StreetEasy for-sale product offerings and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans.
Our new construction marketing solutions allow home builders to showcase their available inventory to home shoppers. New construction revenue primarily includes revenue generated by advertising sold to builders on a cost per residential community basis andwhereby we recognize revenue is recognized on a straight-line basis during the contractual period over which the communities are advertised on our mobile applications and websites. New construction revenue also includes revenue generated on a cost per impression basis whereby we recognize revenue as impressions are delivered to users interacting with our mobile applications and websites, which is the amount for which we have the right to invoice. Consideration for new construction products is billed in arrears.
ShowingTime revenue is primarily generated by Appointment Center, a software-as-a-service and call center solution allowing real estate agents, brokerages and multiple listing services to efficiently schedule real estate viewing appointments on behalf of their customers. Appointment Center revenue is primarily billed in advance on a monthly basis and recognized ratably over the contract period which aligns to our satisfaction of performance obligations.
StreetEasy for-sale revenue primarily consists of our pay for performance pricing model available in the New York City market for which agents and brokers are provided with leads at no initial cost and pay a performance referral fee only when a real estate purchase transaction is closed with one of the leads. Under the StreetEasy pricing model, the transaction price represents variable consideration, as the amount to which we expect to be entitled varies based on the number of leads that convert into real estate transactions and the value of those transactions. We estimate variable consideration based on the expected number of closed transactions during the period. We do not believe that a significant reversal in the amount of cumulative revenue recognized will occur once the uncertainty related to the number of transactions closed is subsequently resolved. We record a corresponding contract asset for the estimate of variable consideration for StreetEasy Experts when the right to the consideration is conditional. When the right to consideration becomes unconditional, we reclassify amounts to accounts receivable.
Our dotloop real estate transaction management software-as-a-service solution is primarily billed in advance on a monthly basis and revenue is recognized ratably over the contract period which aligns to our satisfaction of performance obligations.
Display revenue primarily consists of graphical mobile and web advertising sold on a cost per thousand impressions or cost per click basis to advertisers promoting their brands on our mobile applications and websites. We recognize display revenue as clicks occur or as impressions are delivered to users interacting with our mobile applications or websites, which is the amount for which we have the right to invoice.

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Mortgages Segment
Mortgages Revenue. Mortgages revenue primarily includes revenue generated by Zillow Home Loans, our affiliated mortgage lender, and marketing products sold to mortgage professionals on a cost per lead basis, including our Custom Quote and Connect services.
Mortgage origination revenue recorded within our Mortgages segment reflects origination fees on purchase or refinance mortgages and the corresponding sale, or expected future sale, of a portionloan. When an IRLC is made to a customer, we record the expected gain on sale of the mortgage, plus the estimated earnings from the expected sale of the associated servicing rights, adjusted for a pull-through percentage (which is defined as the likelihood that an interest rate lock commitment will be originated), as revenue. Revenue from loan origination fees is recognized at the time the related purchase or refinance transactions are completed, usually upon the close of escrow and when we fund the purchase or refinance mortgage loans. Once funded, mortgage loans held for sale are recorded at fair value based on either sale commitments or current market quotes and are adjusted for subsequent changes in fair value until the loan is sold. Origination costs associated with originating mortgage loans are recognized as incurred. We sell substantially all of the mortgages we originate and the related servicing rights to third-party purchasers.
Mortgage loans are sold with limited recourse provisions, which can result in repurchases of loans previously sold to investors or payments to reimburse investors for loan losses. Based on historical experience, discussions with our Connect services,mortgage purchasers, analysis of the volume of mortgages we originated and oncurrent housing and credit market conditions, we estimate and record a subscription basis, including a portion ofloss reserve for mortgage loans held in our Connect service,portfolio and beginning in the fourth quarter of 2018, also includes revenue generated by Zillow Home Loans,mortgage loans held for sale, as well as known and projected mortgage loan repurchase requests. These have historically not been significant to our affiliated mortgage lender, and revenue generated by Mortech.financial statements.
Zillow Group operates Custom Quote and Connect through its wholly owned subsidiary, Zillow Group Marketplace, Inc., a licensed mortgage broker. For our Connect and Custom Quote cost per lead marketing products, participating qualified mortgage professionals typically make a prepayment to gain access to consumers interested in connecting with mortgage professionals. Mortgage professionals who exhaust their initial prepayment prepay additional funds to continue to participate in the marketplace. For our Connect subscription mortgage marketing product, participating qualified mortgage professionals generally prepay a monthly subscription fee, which they then allocate to desired geographic counties. In Zillow Group’s Connect platform, consumers answer a series of questions to find a local lender, and mortgage professionals receive consumer contact information, or leads, when the consumer chooses to share their information with a lender. Consumers who request rates for mortgage loans in Custom Quotes are presented with customized quotes from participating mortgage professionals.
For our cost per lead mortgages products, we recognize revenue when a user contacts a mortgage professional through our mortgages platform, which is the amount for which we have the right to invoice. For our subscription product, the opportunity
Homes Segment
Zillow Closing Services. Zillow Closing Services offers title and escrow services to receive a consumer contact is based on the mortgage professional’s relative share of voice in a geographic county. When a consumer submits a contact, we contact a group of subscription mortgage professionals via text message,home buyers and the first mortgage professional to respond receives the consumer contact information. We recognize revenue based on the contractual spend recognized on a straight-line basis during the contractual period over which the service is provided. This methodology best depicts how we satisfy our performance obligation to subscription customers, as we continuously transfer control of the performance obligation to the customer throughout the contractual period.
Mortgage origination revenue reflects both origination fees and the corresponding sale, or expected future sale, of a loan. When an interest rate lock commitment is made to a customer, we record the expected gain on sale of the mortgage, plus the estimated earnings from the expected sale of the associated servicing rights, adjustedsellers, including title search procedures for a pull-through percentage (which is defined as the likelihood that an interest rate lock commitment will be originated), as revenue. Revenue from loan origination fees is recognized at the time the related real estate transactions are completed, usually upon the close oftitle insurance policies, escrow and when we fund mortgage loans. Once funded, mortgage loans held for sale areother closing services. Title insurance, which is recorded at fair value based on either sale commitments or current market quotesnet of amounts remitted to third-party underwriters, and are adjusted for subsequent changes in fair value until the loan is sold. Net origination costs associated with mortgage loanstitle and escrow closing fees, are recognized as incurred. We sell substantially allrevenue upon closing of the mortgages we originate and the related servicing rights to third-party purchasers.
Mortgage loans are sold with limited recourse provisions, which can result in repurchases of loans previously sold to investors or payments to reimburse investors for loan losses. Based on historical experience, discussions with our mortgage purchasers, analysis of the volume of mortgages we originated and the current housing and credit conditions, we estimate and record a loss reserve for mortgage loans held in our portfolio and mortgage loans held for sale, as well as known and projected mortgage loan repurchase requests on loans previously sold. These have historically not been significant to our financial statements.
Mortgage revenue also includes revenue generated by Mortech, which provides subscription-based mortgage software solutions, including a product and pricing engine and lead management platform, for which we recognize revenue on a straight-line basis during the contractual period over which the services are provided.
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Table of Contentsunderlying real estate transaction.
There were no customers that generated 10% or more of our total revenue in the years ended December 31, 2019, 20182022, 2021 or 2017.2020.
Cost of Revenue
Our costRevenue. Cost of revenue consists of expenses related to operating our mobile applications and websites, including associated headcountheadcount-related expenses, such as salaries, benefits, bonuses and share-based compensation expense, as well as revenue-sharing costs related to our commercial business relationships, depreciation expense, and costs associated with hosting our mobile applications and websites. For our Homes segment, our costCost of revenue also consistsincludes amortization costs related to capitalized website and development activities, amortization of the consideration paidsoftware, amortization of certain intangible assets and other costs to acquireobtain data used to populate our mobile applications and makewebsites, and amortization of certain repairs and updates to each home,intangible assets recorded in connection with acquisitions, including associated overhead costs, as well as inventory valuation adjustments.developed technology. For our IMT and Mortgages segments, cost of revenue also includes credit card fees and ad serving costs paid to third parties. For our Mortgages segment, our cost of revenue also consists of lead acquisition costs and direct costs to originate loans, including underwriting and processing costs.
Sales and Marketing. Sales and marketing expenses consist of advertising costs and other sales expenses related to promotional and marketing activities, headcount-related expenses, including salaries, commissions, benefits, bonuses and share-based compensation expense for sales, sales support, customer support, including the customer connections team, marketing and public relations employees, depreciation expense and amortization of certain intangible assets recorded in connection with acquisitions, including trade names and trademarks and customer relationships. For our Mortgages segment, sales and marketing expenses include headcount-related expenses for loan officers and specialists supporting Zillow Home Loans.
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Advertising costs are expensed as incurred. For the years ended December 31, 2022, 2021 and 2020, expenses attributable to advertising totaled $144 million, $206 million and $112 million, respectively.
Technology and Development
Development. Technology and development expenses consist of headcountheadcount-related expenses, including salaries, benefits, bonuses and share-based compensation expense for individuals engaged in the design, development and testing of our products, mobile applications and websites and the tools and applications that support our products. Technology and development expenses also include equipment and maintenance costs and depreciation expense. Finally, technology and development expenses include amortization costs related to capitalized website and development activities, amortization of software, amortization of certain intangibles and other data agreement costs related to the purchase of data used to populate our mobile applications and websites, and amortization of intangible assets recorded in connection with acquisitions, including developed technology and customer relationships, amongst others.
Research and development costs are expensed as incurred and are recorded in technology and development expenses. For the years ended December 31, 2019, 20182022, 2021 and 2017,2020, expenses attributable to research and development for our business totaled $343.7$495 million, $298.1$358 million and $193.0$283 million, respectively.
Share-Based Compensation
Compensation. We measure compensation expense for all share-based awards at fair value on the date of grant and recognize compensation expense over the service period on a straight-line basis for awards expected to vest.
We use the Black-Scholes-Merton option-pricing model to determine the fair value for option awards. In valuing our option awards, we make assumptions about risk-free interest rates, dividend yields, volatility and weighted-average expected lives. We account for forfeitures as they occur. Risk-free interest rates are derived from U.S. Treasury securities as of the option award grant date. Expected dividend yield is based on our historical cash dividend payments, which have been zero to date. The expected volatility for our Class A common stock and Class C capital stock is estimated using our historical volatility. The weighted-average expected life of the option awards is estimated based on our historical exercise data.
When determining the grant date fair value of share-based awards, management considers whether an adjustment is required to the observable market price or volatility of the Company’s Class C capital stock used in the valuation as a result of material non-public information.
For issuances of restricted stock units and restricted units, we determine the fair value of the award based on the market value of our Class A common stock or Class C capital stock, as applicable, at the date of grant.
Advertising Costs
AdvertisingRestructuring Costs. The main components of our restructuring costs recorded within impairment and restructuring costs in our consolidated statement of operations relate to employee termination costs, contract termination costs, and charges attributable to the wind down of Zillow Offers operations and additional cost actions to streamline our operations and prioritize investments. One-time employee termination benefits are recognized when the plan of termination has been communicated to employees and certain other criteria are met. Other severance and employee costs, primarily pertaining to ongoing employee benefit arrangements, are recognized when it is probable that the employees are entitled to the severance benefits and the amounts can be reasonably estimated. Contract termination costs are expensedrecognized when a contract is terminated in accordance with its terms or at the cease-use date. Asset write-offs are recognized upon their cease-use date. The cumulative effect of a change resulting from a revision to either the timing or the amount of estimated cash flows for restructuring is recognized as incurred. Foran adjustment to the years ended December 31, 2019, 2018 and 2017, expenses attributable to advertising totaled $185.2 million, $193.5 million and $166.5 million, respectively. Advertising costs are recordedliability in sales and marketing expenses.the period of the change.

Income Taxes
We use the asset and liability approach for accounting and reporting income taxes, which requires the recognition of deferred tax assets and liabilities for the expected future tax consequences of temporary differences between the financial statement and tax bases of assets and liabilities at the applicable enacted tax rates. A valuation allowance against deferred tax assets would be established if, based on the weight of available evidence, it is more likely than not (a likelihood of more than 50%) that some or all of the deferred tax assets are not expected to be realized.
We establish reserves for tax-related uncertainties based on estimates of whether, and the extent to which, additional taxes will be due. We adjust these reserves in light of changing facts and circumstances, such as the closing of a tax audit, new tax legislation or the change of an estimate. To the extent that the final tax outcome of these matters is different than the
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amounts recorded, such differences will affect the provision for income taxes in the period in which such determination is made. Interest and penalties related to unrecognized tax benefits are recorded as income tax expense.
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Recently Adopted Accounting Standards
In February 2018,August 2020, the Financial Accounting Standards Board (“FASB”) issued guidance on income taxwhich simplifies the accounting related tofor certain financial instruments with characteristics of liabilities and equity, including convertible instruments and contracts in an entity’s own equity. Among other changes, the Tax Cutsguidance removes the liability and Jobs Act (the “Tax Act”). Thisequity separation models for convertible instruments. Instead, entities must account for convertible debt instruments wholly as debt unless convertible instruments contain features that require bifurcation as a derivative or that result in substantial premiums accounted for as paid-in capital. The guidance permits a reclassification from accumulated other comprehensive income (loss) to accumulated deficit foralso requires the adjustment of deferred taxes due to the reductionapplication of the historical corporate income tax rateif-converted method to calculate the newly enacted corporate income tax rate under the Tax Act. It also requires certain disclosures regarding these reclassifications.impact of convertible instruments on diluted earnings per share. The guidance iswas effective for interim and annual reporting periodsfiscal years beginning after December 15, 2018, and2021, with early adoption is permitted. This guidance mustpermitted for fiscal years beginning after December 15, 2020, and could be appliedadopted on either on a prospective basis in the period of adoptionretrospective or retrospectively to each period in which the effect of the change in the corporate income tax rate is recognized.modified retrospective basis. We adopted this guidance on January 1, 2019. The2022 using the modified retrospective approach whereby amounts previously reported have not been revised. Upon adoption we recognized a decrease to additional paid-in capital of $492 million, an increase to long-term debt of $336 million and a cumulative-effect adjustment to accumulated deficit of $156 million.
In October 2021, the FASB issued guidance requiring contract assets and contract liabilities acquired in a business combination to be recognized and measured in accordance with guidance governing revenue from contracts with customers. Prior to the adoption of this guidance, did notwe recognized contract assets and contract liabilities at the acquisition date based on fair value estimates, which resulted in a reduction to unearned revenue on the balance sheet, and therefore, a reduction to revenue that would have a material impact on our financial position, results of operations or cash flows.
In March 2017, the FASB issuedotherwise been recorded as an independent entity. The guidance related to the premium amortization on purchased callable debt securities. This guidance shortens the amortization period for certain callable debt securities purchased at a premium by requiring that the premium be amortized to the earliest call date. This guidance iswas effective for interim and annual reporting periods beginning after December 15, 2018, and2022 on a prospective basis, with early adoption is permitted. This guidance must be applied on a modified retrospective basis through a cumulative-effect adjustment directly to retained earnings as of the beginning of the period of adoption. We adopted this guidance on Januaryeffective April 1, 2019. The adoption of this guidance did not have a material impact on our financial position, results of operations or cash flows.
In February 2016, the FASB issued guidance on leases. This guidance requires the recognition of a right of use asset2022, and lease liability on the balance sheet for all leases. This guidance also requires more detailed disclosures to enable users of financial statements to understand the amount, timing, and uncertainty of cash flows arising from leases. This guidance is effective for interim and annual reporting periods beginning after December 15, 2018. In July 2018, the FASB issued certain targeted improvements to the accounting and disclosure requirements for leases, including an additional optional transition method that allows entities to initially apply the new standard at the adoption date and recognize a cumulative-effect adjustment to the opening balance of retained earnings in the period of adoption without restating prior periods. When adopting the lease guidance, an entity may elect a practical expedient package, under which it need not reassess (a) whether any expired or existing contracts are or contain leases; (b) the lease classification for any expired or existing leases; and (c) initial direct costs for any existing leases. These three practical expedients mustwill be elected as a package and must be consistently applied to all existing leases at the date of adoption.business combinations after that date. We adopted the new guidance on leases on January 1, 2019 using the optional transition method and elected to adopt the practical expedient package. Under this approach, we did not restateenter into any material business combinations during the prior financial statements presented. Based on our lease portfolio as ofyear ended December 31, 2018, we recorded on our consolidated balance sheet right of use assets of $106.5 million as well as operating lease liabilities of $129.0 million, and we removed the existing deferred rent balance of $22.5 million. The adoption of the standard did not have a material impact on our consolidated statements of operations and cash flows.2022.
Recently Issued Accounting Standards Not Yet Adopted
In August 2018,June 2022, the FASB issued guidance related to a customer’s accounting for implementation costs incurred in hosting arrangements. The guidance conforms the requirements for capitalizing implementation costs incurred in cloud computing arrangements that are service contracts with the accounting guidance that provides for the capitalization of costs incurred to develop or obtain internal-use software. Under the guidance, implementation costs that are capitalized should be characterized in financial statements in the same manner as other service costsimprove existing measurement and assets related to service costs and amortized over the term of the hosting arrangement. This guidance is effective for interim and annual reporting periods beginning after December 15, 2019, and early adoption is permitted. Entities are permitted to apply either a retrospective or prospective transition approach to adopt this guidance. We adopted this guidance on January 1, 2020 using the prospective transition approach under which we apply the guidance to all eligible costs incurred subsequent to adoption. Under this new guidance, we record the implementation costs incurred in cloud computing arrangements that are service contracts within prepaid expenses and other current assets or other long-term assets in our consolidated balance sheets, depending on the length of the underlying cloud computing contract. We amortize these costs on a straight-line basis over the term of the hosting arrangement unless another systematic and rational basis is more representative of the pattern in which we expect to benefit from access to the hosted software. We do not expect the adoption of this guidance to have a material impact on our financial position, results of operations or cash flows.
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In August 2018, the FASB issued guidance related to disclosure requirements for fair value measurements. This guidance removes, modifies and adds disclosures relatedequity securities that are subject to certain assets and liabilities measured at fair value. The amendments on changes in unrealized gains and losses, the range and weighted average of significant unobservable inputs used to develop Level 3 fair value measurements and the narrative description of measurement uncertainty should be applied prospectively for only the most recent interim and annual period presented in the initial fiscal year of adoption. All other amendments should be applied retrospectively to all periods presented upon their effective date.a contractual sale restriction. This guidance is effective for interim and annual periods beginning after December 15, 2019, and2023 on a prospective basis, with early adoption is permitted. We adoptedexpect to adopt this guidance on January 1, 2020.2024. We have not historically recorded material amounts of Level 3 assets and liabilities or material transfers of assets or liabilities between levels withinyet determined the fair value hierarchy and therefore do not anticipateimpact the adoption of this guidance towill have any impact on our financial statement disclosures.
In June 2016, and subsequently amended in April 2019, May 2019 and November 2019, the FASB issued guidance on the measurement of credit losses on financial assets. This guidance will require an entity to measure and recognize expected credit losses for certain financial instruments and financial assets, including trade receivables. This guidance requires an entity to recognize an allowance that reflects the entity’s current estimate of credit losses expected to be incurred over the life of the financial instrument on initial recognition and at each reporting period, whereas current guidance employs an incurred loss methodology. This guidance is effective for interim and annual periods beginning after December 15, 2019, and early adoption is permitted for interim and annual reporting periods beginning after December 15, 2018. The adoption of this guidance requires a cumulative-effect adjustment to retained earnings as of the beginning of the first reporting period in which the guidance is adopted. We adopted this guidance on January 1, 2020. We have substantially completed our evaluation of the necessary changes to our accounting policies, processes and systems as a result of the adoption of the guidance and determined that the standard will primarily impact our trade accounts receivable and certain available-for-sale investments. Upon adoption, we expect to record a cumulative-effect adjustment to accumulated deficit as of January 1, 2020 to reflect estimated credit losses for trade receivables that are not currently aged. We do not expect the adoption of this guidance to have a material impact on our financial position, results of operations orand cash flows.
Note 3. Discontinued Operations
Zillow Offers Wind Down
In November 2021, the Board of Directors of Zillow Group made the determination to wind down Zillow Offers operations. This decision was made in light of home pricing unpredictability, capacity constraints and other operational challenges faced by Zillow Offers that were exacerbated by an unprecedented housing market, a global pandemic and a difficult labor and supply chain environment, all of which led us to conclude that, despite its initial promise in earlier quarters, Zillow Offers was unlikely to be a sufficiently stable line of business to meet our goals going forward.
Historically Zillow Offers has been reported within our Homes segment. The wind down of Zillow Offers was completed in the third quarter of 2022, at which time Zillow Offers met the criteria for discontinued operations. Accordingly, we have presented the assets and liabilities and results of operations, excluding allocation of any general corporate expenses, of Zillow Offers for all periods presented as discontinued operations in our consolidated financial statements. No assets or liabilities were classified as discontinued operations as of December 31, 2022.
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The following table presents the major classes of assets and liabilities of discontinued operations as of December 31, 2021 (in millions):
Assets
Current assets:
Cash and cash equivalents$296 
Accounts receivable, net78 
Inventory3,913 
Prepaid expenses and other current assets13 
Restricted cash226 
Total current assets of discontinued operations4,526 
Intangible assets, net
Other assets78 
Total assets of discontinued operations$4,608 
Liabilities
Current liabilities:
Accounts payable$
Accrued expenses and other current liabilities72 
Accrued compensation and benefits47 
Borrowings under credit facilities2,199 
Securitization term loans1,209 
Total current liabilities of discontinued operations$3,533 

The following table presents the major classes of line items of the discontinued operations included in the consolidated statements of operations for the periods presented (in millions):
Year Ended December 31,
202220212020
Revenue$4,249 $6,015 $1,716 
Cost of revenue4,023 6,071 1,611 
Gross profit (loss)226 (56)105 
Operating expenses:
Sales and marketing153 361 156 
Technology and development53 66 
General and administrative10 35 33 
Impairment and restructuring costs25 62 — 
Total operating expenses194 511 255 
Income (loss) from discontinued operations32 (567)(150)
Loss on extinguishment of debt(21)— — 
Other income, net13 — 
Interest expense(36)(64)(17)
Loss from discontinued operations before income taxes(12)(628)(167)
Income tax benefit (expense)(1)(2)— 
Net loss from discontinued operations$(13)$(630)$(167)
Net loss from discontinued operations per share:
Basic$(0.05)$(2.52)$(0.75)
Diluted$(0.05)$(2.41)$(0.72)

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The following table presents significant non-cash items and capital expenditures of the discontinued operations for the periods presented (in millions):
Year Ended December 31,
202220212020
Amortization of debt discount and debt issuance costs$21 $11 $— 
Loss on debt extinguishment21 — — 
Share-based compensation16 40 27 
Inventory valuation adjustment408 — 
Depreciation and amortization10 
Capital expenditures
Issuance (settlement) of beneficial interests in securitizations(79)63 — 

Restructuring
The following table presents a summary of restructuring charges attributable to discontinued operations for the periods presented (in millions):
Year Ended December 31,
Line Item of Discontinued Operations20222021Cumulative Amount Recognized
Inventory write-downCost of revenue$$408 N/A
Other charges:
Employee termination costsImpairment and restructuring costs$20 $52 $72 
Financing-related chargesInterest expense and Loss on debt extinguishment37 43 
Contract termination costsImpairment and restructuring costs10 14 
Accelerated depreciation and amortizationCost of revenue14 19 
Asset write-offsImpairment and restructuring costs— 
Other chargesImpairment and restructuring costs— 
Total other charges76 74 150 
Total$85 $482 $567 
Restructuring charges attributable to continued operations relate to employee termination costs within our IMT and Mortgages segments and certain indirect costs of the Homes segment that do not qualify as discontinued operations. These costs totaled $12 million, $4 million and $8 million, respectively, for the year ended December 31, 2022. Cumulative restructuring charges attributable to continued operations as of December 31, 2022 totaled $33 million, $10 million of which pertained to employee cost actions that occurred during the fourth quarter of 2022 that did not relate to the Zillow Offers wind down. The remaining liability balance associated with such restructuring charges as of December 31, 2022 is not material.
Note 3.4. Fair Value Measurements
We apply fair value measurements on a recurring and, as otherwise required, on a nonrecurring basis. Accounting standards define fair value as the price that would be received to sell an asset or paid to transfer a liability (an exit price) in the principal or most advantageous market in an orderly transaction between market participants on the measurement date. The standards also establish a fair value hierarchy, which requires an entity to maximize the use of observable inputs and minimize the use of unobservable inputs when measuring fair value. There are three levels of inputs that may be used to measure fair value:

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Level 1—1 — Quoted prices in active markets for identical assets or liabilities.
Level 2—2 — Assets and liabilities valued based on observable market data for similar instruments, such as quoted prices for similar assets or liabilities.
Level 3—3 — Unobservable inputs that are supported by little or no market activity; instruments valued based on the best available data, some of which is internally developed, and considers risk premiums that a market participant would require.
We appliedapply the following methods and assumptions in estimating our fair value measurements:measurements on a recurring basis:
Cash equivalents — The fair value measurement of money market funds is based on quoted market prices in active markets.markets (Level 1). The fair value measurement of corporate notes and bonds, commercial paper, U.S. government agency securities, treasury bills and certificates of depositother cash equivalents is based on observable market-based inputs or inputs that areprincipally derived principally from or corroborated by observable market data by correlation or other means.(Level 2).
Short-term investments — The fair value measurement of our short-term investments is based on observable market-based inputs or inputs that are derived principally from or corroborated by observable market data by correlation or other means.means (Level 2).
Restricted cash Restricted cash consists of cash received from the resale of homes through Zillow Offers which may be used to repay amounts borrowed on our credit facilities (see Note 15) and amounts held in escrow related to funding home purchases in our mortgage origination business. The carrying value of restricted cash approximates fair value due to the short period of time amounts borrowed on the revolving credit facilities are outstanding.held in escrow (Level 1).
Mortgage loans held for sale — The fair value of mortgage loans held for sale is generally calculated by reference to quoted prices in secondary markets for commitments to sell mortgage loans with similar characteristics.characteristics (Level 2).
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TableForward contracts — The fair value of Contentsmandatory loan sales commitments and derivative instruments such as forward sales of mortgage-backed securities that are utilized as economic hedging instruments is calculated by reference to quoted prices for similar assets (Level 2).
Interest rate lock commitments — The fair value of IRLCs is calculated by reference to quoted prices in secondary markets for commitments to sell mortgage loans with similar characteristics. Expired commitments are excluded from the fair value measurement. We generally only issue IRLCs for products that meet specific purchaser guidelines. Since not all IRLCs will become closed loans, we adjust our fair value measurements for the estimated amount of IRLCs that will not close. This adjustment is effected through the pull-through rate, which represents the probability that an IRLC will ultimately result in a closed loan. For IRLCs that are cancelled or expire, any recorded gain or loss is reversed at the end of the commitment period (Level 3).
Forward contracts The pull-through rate is based on estimated changes in market conditions, loan stage and historical borrower behavior. Pull-through rates are directly related to the fair value of mandatory loan sales commitmentsIRLCs as an increase in the pull-through rate, in isolation, would result in an increase in the fair value measurement. Conversely, a decrease in the pull-through rate, in isolation, would result in a decrease in the fair value measurement. Changes in the fair value of IRLCs are included within Mortgages revenue in our consolidated statements of operations.
The following table presents the range and derivative instruments suchweighted average pull-through rates used in determining the fair value of IRLCs as forward sales of mortgage-backed securities that are utilized as economic hedging instruments are calculated by reference to quoted prices for similar assets.the dates presented:
December 31, 2022December 31, 2021
Range47% - 100%42% - 100%
Weighted average87%85%
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The following tables present the balances of assets and liabilities measured at fair value on a recurring basis, by level within the fair value hierarchy, as of the dates presented (in thousands)millions):
 December 31, 2019
TotalLevel 1Level 2
Cash equivalents:
Money market funds$872,431  $872,431  $—  
U.S. government agency securities35,009  —  35,009  
Commercial paper31,113  —  31,113  
Treasury bills6,441  —  6,441  
Corporate notes and bonds1,065  —  1,065  
Certificates of deposit249  —  249  
Short-term investments:
U.S. government agency securities862,154  —  862,154  
Corporate notes and bonds159,431  —  159,431  
Commercial paper150,267  —  150,267  
Treasury bills80,003  —  80,003  
Municipal securities27,889  —  27,889  
Certificates of deposit1,245  —  1,245  
Mortgage origination-related:
Mortgage loans held for sale36,507  —  36,507  
IRLCs937  —  937  
Forward contracts - other current assets —   
Forward contracts - other current liabilities(60) —  (60) 
        Total$2,264,688  $872,431  $1,392,257  
 December 31, 2022
TotalLevel 1Level 2Level 3
Cash equivalents:
Money market funds$1,338 $1,338 $— $— 
Short-term investments:
U.S. government treasury securities1,716 — 1,716 — 
Corporate bonds161 — 161 — 
Commercial paper10 — 10 — 
U.S. government agency securities— — 
Mortgage origination-related:
Mortgage loans held for sale41 — 41 — 
Forward contracts - other current assets— — 
        Total$3,276 $1,338 $1,938 $— 

December 31, 2018 December 31, 2021
TotalLevel 1Level 2 TotalLevel 1Level 2Level 3
Cash equivalents:Cash equivalents:Cash equivalents:
Money market fundsMoney market funds$541,575  $541,575  $—  Money market funds$2,132 $2,132 $— $— 
Short-term investments:Short-term investments:
U.S. government treasury securitiesU.S. government treasury securities471 — 471 — 
Corporate bondsCorporate bonds33 — 33 — 
Commercial paperCommercial paper3,999  —  3,999  Commercial paper10 — 10 — 
Short-term investments:
U.S. government agency securities646,496  —  646,496  
Corporate notes and bonds112,933  —  112,933  
Commercial paper85,506  —  85,506  
Municipal securities39,306  —  39,306  
Foreign government securities14,915  —  14,915  
Certificates of deposit4,711  —  4,711  
Mortgage origination-related:Mortgage origination-related:Mortgage origination-related:
Mortgage loans held for saleMortgage loans held for sale35,409  —  35,409  Mortgage loans held for sale107 — 107 — 
IRLCs847  —  847  
Forward contracts - other current liabilities(125) —  (125) 
IRLCs - other assetsIRLCs - other assets— — 
Total Total$1,485,572  $541,575  $943,997   Total$2,758 $2,132 $621 $
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Table of ContentsThe following table presents the changes in our IRLCs for the periods presented (in millions):
Year Ended December 31, 2022Year Ended December 31, 2021
Balance, beginning of the period$$12 
Issuances15 70 
Transfers(17)(78)
Fair value changes recognized in earnings(3)
Balance, end of period$— $
At December 31, 2019,2022, the notional amounts of the hedging instruments related to our mortgage loans held for sale were $34.3$62 million and $64.7$90 million for our IRLCs and forward contracts, respectively. At December 31, 2018,2021, the notional amounts of the hedging instruments related to our mortgage loans held for sale were $26.7$305 million and $28.8$388 million for our IRLCs and forward contracts, respectively. We do not have the right to offset our forward contract derivative positions.
See Note 1513 for the carrying amount and estimated fair value of the Company’sour convertible senior notes.
We did 0t have any Level 3 assets as of December 31, 2019 or 2018. There were 0 material liabilities measured at fair value as of December 31, 2019 or 2018.
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Note 4.5. Cash and Cash Equivalents, Short-term Investments and Restricted Cash
The following tables presenttable presents the amortized cost gross unrealized gains and losses and estimated fair market value of our cash and cash equivalents, available-for-sale investments, and restricted cash as of the dates presented (in thousands)millions):
 December 31, 2019
 Amortized
Cost
Gross
Unrealized
Gains
Gross
Unrealized
Losses
Estimated
Fair Market
Value
Cash$194,955  $—  $—  $194,955  
Cash equivalents:
Money market funds872,431  —  —  872,431  
U.S. government agency securities35,011  —  (2) 35,009  
Commercial paper31,113  —  —  31,113  
Treasury bills6,441  —  —  6,441  
Corporate notes and bonds1,065  —  —  1,065  
Certificates of deposit249  —  —  249  
Short-term investments:
U.S. government agency securities861,862  365  (73) 862,154  
Corporate notes and bonds159,382  91  (42) 159,431  
Commercial paper150,267  —  —  150,267  
Treasury bills79,989  14  —  80,003  
Municipal securities27,836  56  (3) 27,889  
Certificates of deposit1,245  —  —  1,245  
Restricted cash89,646  —  —  89,646  
        Total$2,511,492  $526  $(120) $2,511,898  

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 December 31, 2018
 Amortized
Cost
Gross
Unrealized
Gains
Gross
Unrealized
Losses
Estimated
Fair Market
Value
Cash$105,484  $—  $—  $105,484  
Cash equivalents:
Money market funds541,575  —  —  541,575  
Commercial paper3,999  —  —  3,999  
Short-term investments:
U.S. government agency securities647,266  51  (821) 646,496  
Corporate notes and bonds113,109   (177) 112,933  
Commercial paper85,506  —  —  85,506  
Municipal securities39,316  23  (33) 39,306  
Foreign government securities14,929  —  (14) 14,915  
Certificates of deposit4,711   (1) 4,711  
Restricted cash12,385  —  —  12,385  
        Total$1,568,280  $76  $(1,046) $1,567,310  

 December 31, 2022December 31, 2021
 Amortized
Cost
Estimated
Fair Market
Value
Amortized
Cost
Estimated
Fair Market
Value
Cash$128 $128 $183 $183 
Cash equivalents:
Money market funds1,338 1,338 2,132 2,132 
Short-term investments:
U.S. government treasury securities (1)1,731 1,716 473 471 
Corporate bonds (2)162 161 33 33 
Commercial paper10 10 10 10 
U.S. government agency securities— — 
Restricted cash
Total$3,380 $3,364 $2,832 $2,830 
(1) The estimated fair market value includes $15 million and $2 million of gross unrealized losses as of December 31, 2022 and December 31, 2021, respectively.
(2) The estimated fair market value includes $1 million of gross unrealized losses as of December 31, 2022.
The following table presents available-for-sale investments by contractual maturity date as of December 31, 20192022 (in thousands)millions):
Amortized CostEstimated Fair Market Value
Due in one year or less$1,254,763  $1,255,186  
Due after one year through two years25,818  25,803  
Total$1,280,581  $1,280,989  

Amortized CostEstimated Fair
Market Value
Due in one year or less$1,159 $1,150 
Due after one year753 746 
Total$1,912 $1,896 
Note 5. Accounts Receivable, net6. Contract Balances
The following table presents the detail of accounts receivableContract assets were $71 million and $78 million as of December 31, 2022 and December 31, 2021, respectively.
For the dates presented (in thousands):
December 31,
20192018
Accounts receivable$60,579  $61,134  
Unbilled accounts receivable10,948  9,787  
Less: allowance for doubtful accounts(4,522) (4,838) 
Accounts receivable, net$67,005  $66,083  
The following table presents the changesyears ended December 31, 2022 and 2021, we recognized revenue of $51 million and $48 million, respectively, that was included in the allowance for doubtful accounts fordeferred revenue balance at the periods presented (in thousands):
Year Ended December 31,
201920182017
Allowance for doubtful accounts:
Balance, beginning of period$4,838  $5,341  $1,337  
Additions charged to expense2,772  869  7,349  
Less: write-offs, net of recoveries and other adjustments(3,088) (1,372) (3,345) 
Balance, end of period$4,522  $4,838  $5,341  

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Note 6. Inventory
The following table presents the components of inventory, net of applicable lower of cost or net realizable value adjustments, asbeginning of the dates presented (in thousands):
December 31,
20192018
Work-in-process$152,171  $45,943  
Finished goods684,456  116,886  
Inventory$836,627  $162,829  

related period.
Note 7. Contract Cost Assets
As of December 31, 20192022 and December 31, 2018,2021, we had $45.2$23 million and $45.8$35 million, respectively, of contract cost assets. Write-offs of contract cost assets that we determined were not recoverable duringFor the years ended December 31, 20192022 and 2018 were2021, we did not material. record any material impairment losses to our contract cost assets.
We recorded amortization expense related to contract cost assets of $35.3$30 million, $42 million and $36.0$37 million during the years ended December 31, 20192022, 2021 and 2018,2020, respectively.
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Note 8. Property and Equipment, net
The following table presents the detail of property and equipment as of the dates presented (in thousands)millions):
December 31,
20192018
Website development costs$149,648  $149,891  
Leasehold improvements81,981  65,012  
Construction-in-progress45,337  29,037  
Office equipment, furniture and fixtures36,582  39,510  
Computer equipment31,942  22,477  
Property and equipment345,490  305,927  
Less: accumulated amortization and depreciation(175,001) (170,755) 
Property and equipment, net$170,489  $135,172  
December 31,
20222021
Website development costs$291 $175 
Leasehold improvements90 107 
Office equipment, furniture and fixtures24 26 
Computer equipment18 19 
Construction-in-progress
Property and equipment430 334 
Less: accumulated amortization and depreciation(159)(119)
Property and equipment, net$271 $215 

We recorded depreciation expense related to property and equipment (other than website development costs) of $24.9$25 million, $19.5$26 million and $15.6$31 million respectively, during the years ended December 31, 2019, 20182022, 2021 and 2017.2020, respectively.
We capitalized $42.3$143 million, $34.1$82 million and $49.9$53 million respectively, in website development costs during the years ended December 31, 2019, 20182022, 2021 and 2017.2020, respectively. Amortization expense for website development costs included in technology and development expensescost of revenue was $17.0$67 million, $28.6$36 million and $40.0$25 million respectively, for the years ended December 31, 2019, 20182022, 2021 and 2017.2020, respectively.
Note 9. Acquisitions and Equity InvestmentsAcquisition
Acquisition of Mortgage Lenders of AmericaShowingTime.com, Inc.
On October 31, 2018,September 30, 2021, Zillow Group’s wholly owned subsidiary, ZGM Holdco,Group acquired ShowingTime.com, Inc., acquired the outstanding equity of Mortgage Lenders of America, L.L.C. (“MLOA”ShowingTime”), a national mortgage lender headquartered in Overland Park, Kansasexchange for approximately $66.7$512 million in cash.
Our acquisition of MLOA wasShowingTime has been accounted for as a business combination, and assets acquired and liabilities assumed were recorded at their estimated fair values as of October 31, 2018.September 30, 2021. Goodwill, which represents the expected synergies from combining the acquired assets and the operations of the acquirer, as well as intangible assets that do not qualify for separate recognition, is measured as of the acquisition date as the excess of consideration transferred, which is also measured at fair value, and the net of the fair values of the assets acquired and the liabilities assumed as of the acquisition date. The goodwill recognized in conjunction with this business combination was initially allocated to our Internet, Media & Technology (“IMT”) segment. However, beginning January 1, 2019, we have 3 operating and reportable segments, which have been identified
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based on the way in which our chief operating decision-maker manages our business, makes operating decisions and evaluates operating performance. In conjunction with this segment change, we reallocated goodwill to each segment based on the relative fair value of the segments impacted by the change. Refer to Note 10 for the allocation of goodwill to each of our reportable segments.
The total consideration paid upon acquisition waspurchase price has been allocated to the assets acquired and liabilities assumed, including identifiable intangible assets, based on their respective fair values at the acquisition date. Based upon the fair values determined by us, in which we considered or relied in part upon a valuation report of a third-party expert, the totalThe purchase price was allocated as follows (in thousands)millions):

Cash and cash equivalents$10,79615 
Restricted cash753 
Mortgage loans available for sale34,248 
Property, plant and equipment1,315 
IntangibleIdentifiable intangible assets2,600111 
Goodwill53,831389 
Other acquired assets3,0796 
Accounts payableDeferred tax liability(1,953)(4)
Accrued expenses(2,591)
Warehouse lines of credit(32,536)
Other assumed liabilities(2,855)(5)
Total purchase price$66,687512 
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The fair value of identifiable intangible assets acquired and associated useful lives consisted of the following (in millions):
Estimated Fair ValueEstimated Weighted-Average Useful Life (in years)
Customer relationships$55 8
Developed technology47 4
Trade names and trademarks10
Total$111 
We used an income approach to measure the fair value of the customer relationships based on the excess earnings method, whereby the fair value is estimated based upon the present value of cash flows that the applicable asset is expected to generate. We used an income approach to measure the fair value of the developed technology and the trade names and trademarks based on the relief-from-royalty method. These fair value measurements were based on Level 3 inputs under the fair value hierarchy.
Acquisition-related costs incurred, which primarily included legal, accounting regulatory and other external costs directly related to the acquisition, are included within Acquisition-relatedacquisition-related costs withinin our consolidated statements of operations and were expensed as incurred and were not material.incurred.
The results of operations related to the acquisition of MLOA have been included in our consolidated financial statements since the date of acquisition. On an unaudited pro forma basis, revenue would have been approximately 3.0% higher for the year ended December 31, 2018 and 5.0% higher for the year-ended December 31, 2017 if the acquisition would have been consummated as of January 1, 2017. Unaudited pro forma earnings information has not been presented as the effects were not material to our consolidated financial statements.
Equity Investments
In June 2017, we purchased an equity interest in a privately held corporation for approximately $10.0 million.
In October 2016, we purchased a 10% equity interest in a privately held variable interest entity within the real estate industry for $10.0 million. The entity is financed through its business operations. We are not the primary beneficiary of the entity, as we do not direct the activities that most significantly impact the entity’s economic performance. Therefore, we do not consolidate the entity. Our maximum exposure to loss is $10.0 million, the carrying amount of the investment as of December 31, 2019.
These investments are equity securities without readily determinable fair values which we account for at cost minus any impairment, plus or minus changes resulting from observable price changes in orderly transactions for identical or similar investments of the same issuer. During the year ended December 31, 2018, we recognized a non-cash impairment charge of $10.0 million related to our June 2017 investment. The impairment charge is included in Impairment costs within our consolidated statements of operations. During the third quarter of 2018, in connection with our quarterly qualitative assessment of this investment for impairment indicators, we identified factors that led us to conclude that the investment was impaired and the fair value of the investment was less than the carrying value. The most significant of such factors was related to the business prospects of the investee. Accordingly, we performed an analysis to determine the fair value of the investment and concluded that our best estimate of its fair value was $0.0 million. This is considered a Level 3 measurement under the fair value hierarchy.
There has been 0 impairment or upward or downward adjustments to our October 2016 equity investment as of December 31, 2019 that would impact the carrying amount of the investment. The equity investment is classified within other assets in the consolidated balance sheets.
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Note 10. Goodwill and Intangible Assets, net
Beginning January 1, 2019, we have 3 operating and reportable segments, which have been identified based on the way in which our chief operating decision-maker manages our business, makes operating decisions and evaluates operating performance. In conjunction with this segment change, we reallocated goodwill to each reporting unit based on the relative fair value of the reporting units impacted by the segment change. The following table presents goodwill by reportable segment as of the period presentedDecember 31, 2022 and 2021 (in thousands)millions):
December 31, 2019
HomesIMT$2,175 
IMT1,786,416 
Mortgages198,491199 
Total$1,984,9072,374 
There was no change in the total balance of goodwill during 2019.
The goodwill balance asrecorded in connection with the acquisition of December 31, 2018 was fully attributable to ourShowingTime, which includes intangible assets that do not qualify for separate recognition, is not deductible for tax purposes and is included within the IMT segment.
Note 11. Intangible Assets, net
The following tables present the detail of intangible assets subject to amortization as of the dates presented (in thousands)millions):
December 31, 2019 December 31, 2022
CostAccumulated
Amortization
Net CostAccumulated
Amortization
Net
Customer relationshipsCustomer relationships$102,600  $(73,770) $28,830  Customer relationships$59 $(10)$49 
SoftwareSoftware54 (15)39 
Developed technologyDeveloped technology107,200  (81,383) 25,817  Developed technology49 (15)34 
Trade names and trademarksTrade names and trademarks45 (15)30 
Purchased contentPurchased content47,298  (40,636) 6,662  Purchased content(6)
Intangibles-in-progress6,391  —  6,391  
Software35,527  (20,843) 14,684  
Lender licenses400  (217) 183  
TotalTotal$299,416  $(216,849) $82,567  Total$215 $(61)$154 
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December 31, 2018 December 31, 2021
CostAccumulated
Amortization
Net CostAccumulated
Amortization
Net
Customer relationshipsCustomer relationships$103,900  $(60,733) $43,167  Customer relationships$139 $(84)$55 
Developed technologyDeveloped technology111,980  (72,788) 39,192  Developed technology133 (86)47 
Purchased content42,110  (30,477) 11,633  
Trade names and trademarksTrade names and trademarks45 (9)36 
SoftwareSoftware24,296  (13,925) 10,371  Software53 (18)35 
Intangibles-in-progressIntangibles-in-progress2,941  —  2,941  Intangibles-in-progress— 
Lender licenses400  (17) 383  
Trade names and trademarks4,900  (4,683) 217  
Purchased contentPurchased content(3)
TotalTotal$290,527  $(182,623) $107,904  Total$376 $(200)$176 

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Amortization expense recorded for intangible assets for the years ended December 31, 2019, 20182022, 2021 and 20172020 was $44.9$58 million, $50.8$56 million and $54.3$49 million, respectively,respectively. Amortization expense for trade names and these amounts aretrademarks and customer relationships intangible assets is included in technologysales and developmentmarketing expenses.
Intangibles-in-progress consists Amortization expense for all other intangible assets is included in cost of software that is capitalizable but has not been placed in service.revenue.
Estimated future amortization expense for intangible assets, including amortization related to future commitments (see Note 20)18), as of December 31, 20192022 is as follows (in thousands)millions):

2020$43,986  
202136,867  
20227,231  
2023587  
Total future amortization expense$88,671  

2023$45 
202441 
202530 
202616 
202714 
Thereafter24 
Total future amortization expense$170 
We have an indefinite-liveddid not record any impairment costs related to our intangible asset that we recorded in connection with our February 2015 acquisition of Truliaassets for Trulia’s trade names and trademarks that is not subject to amortization. The carrying value of the Trulia trade names and trademarks intangible asset was $108.0 million as ofyears ended December 31, 20192022 and 2018.
2021. During the year ended December 31, 2018,2020, we recognized a non-cash impairment charge of $69.0$72 million related to our indefinite-lived Trulia trade names and trademarks intangible asset. The impairment charge is included in Impairmentimpairment costs in our consolidated statement of operations within our IMT and Mortgages segments for $65.0the year ended December 31, 2020 for $69 million and $4.0$3 million, respectively. In connection with our annual budgeting process that was substantially completed during the three months ended December 31, 2018,March 2020, we identified factors, including shortfalls in projected revenue related to the Trulia brand, directly related to the COVID-19 pandemic that led us to conclude it was more likely than not that the $177.0 million carrying value of the asset exceeded its fair value. The most significant of such factors was a shortfall in projected revenue related to the Trulia brand compared to projections at the time the intangible asset was remeasured as of October 1, 2017. Accordingly, with the assistance of a third-party valuation specialist, we performed a quantitative analysis to determine the fair value of the intangible asset and concluded that our best estimate of its fair value was $108.0 million.asset. The valuation was prepared using an income approach based on the relief-from-royalty method and relied on inputs with unobservable market prices including the assumedprojected revenue, growth rates, royalty rate, discount rate, and estimated tax rate, and therefore is considered a Level 3 measurement under the fair value hierarchy.
During the year ended December 31, 2017, we recognized a non-cash impairment charge of $174.0 million related to our indefinite-lived Trulia trade names and trademarks intangible asset. The impairment charge is included in Impairment costs within our IMT and Mortgages segments for $161.9 million and $12.1 million, respectively. In connection with our qualitative assessment of the recoverability of this asset during our annual impairment test as of October 1, 2017, we identified factors that led us to conclude it was more likely than not that the $351.0 million carrying value of the asset exceeded its fair value. The most significant of such factors was a shortfall in projected revenue related to the Trulia brand compared to projections at the time the intangible asset was initially recorded in February 2015. Accordingly, with the assistance of a third-party valuation specialist, we performed a quantitative analysis to determine the fair value of the intangible asset and concluded that our best estimate of its fair value was $177.0 million. The valuation was prepared using an income approach based on the relief-from-royalty method and relied on inputs with unobservable market prices including the assumed revenue growth rates, royalty rate, discount rate, and estimated tax rate, and therefore is considered a Level 3 measurement under the fair value hierarchy.
In connection with our impairment analyses in 2019, we evaluated our planned future use of the Trulia trade names and trademarks intangible asset and concluded that it remains appropriate to consider this asset to have an indefinite life.
Note 12.11. Accrued Expenses and Other Current Liabilities
The following table presents the detail of accrued expenses and other current liabilities as of the dates presented (in thousands)millions):
December 31,
20222021
Accrued estimated legal liabilities and legal fees$21 $
Accrued marketing and advertising27 
Other accrued expenses and other current liabilities60 55 
Total accrued expenses and other current liabilities$90 $89 
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Table of Contents
 December 31,
 20192018
Accrued marketing and advertising$18,343  $18,559  
Taxes payable6,287  1,381  
Merger consideration payable to former stockholders of certain acquired entities6,117  5,904  
Accrued interest expense4,501  794  
Accrued estimated legal liabilities and legal fees3,882  7,305  
Accrued purchased content156  4,256  
Other accrued expenses and other current liabilities46,156  24,902  
Total accrued expenses and other current liabilities$85,442  $63,101  

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Note 13. Deferred Revenue
The following table presents the change in deferred revenue for the periods presented (in thousands):
Year Ended December 31,
20192018
Balance as of the beginning of the period$34,080  $31,918  
Deferral of revenue during the period1,049,634  982,647  
Less: Revenue recognized during the period(1,043,967) (980,485) 
Balance as of the end of the period$39,747  $34,080  
During the year ended December 31, 2019 we recognized as revenue a total of $32.7 million pertaining to amounts that were recorded in deferred revenue as of December 31, 2018. During the year ended December 31, 2018, we recognized as revenue a total of $28.8 million pertaining to amounts that were recorded in deferred revenue as of December 31, 2017.
Note 14.12. Leases
Our lease portfolio is primarily composed of operating leases for our office space. We have lease agreements that include lease components (e.g., fixed rent) and non-lease components (e.g., common area maintenance), which are accounted for as a single component, as we have elected the practical expedient to group lease and non-lease components. We also elected the practical expedient to keep leases with an initial term of 12 months or less off the balance sheet and recognize the associated lease payments in the consolidated statements of operations on a straight-line basis over the lease term.
Our leases have remaining lease terms ranging from less than one year to eleven years, some of which include options to extend the lease term for up to an additional ten years. For example, our largest leases, which include our corporate headquarters in Seattle, Washington and office space in New York, New York and San Francisco, California, include options to renew the existing leases for either 1 or 2 periods of five years. When determining if a renewal option is reasonably certain of being exercised at lease commencement, we consider several factors, including but not limited to, contract-based, asset-based and entity-based factors. We reassess the term of existing leases if there is a significant event or change in circumstances within our control that affects whether we are reasonably certain to exercise an option to extend a lease. Examples of such events or changes include construction of significant leasehold improvements or other modifications or customizations to the underlying asset, relevant business decisions or subleases. In most cases, we have concluded that renewal options are not reasonably certain of being exercised, therefore, such renewals are not included in the right of use asset and lease liability.
During the year ended December 31, 2019, it became reasonably certain that in a future period we would exercise the first of 2 five year renewal options related to the office space lease for our corporate headquarters in Seattle, Washington, due to the construction of significant leasehold improvements. Therefore, the payments associated with the renewal are included in the measurement of the lease liability and right of use asset.
As our leases do not provide an implicit rate, we use our incremental borrowing rate based on the information available at the lease commencement date in determining the present value of the lease payments. For those leases that existed as of January 1, 2019, we used our incremental borrowing rate based on information available at that date. We apply a portfolio approach for determining the incremental borrowing rate based on the applicable lease terms and the current economic environment, and we utilize the assistance of third-party specialists to assist us in determining our yield curve.
The components of our operating lease expense were as follows for the yearperiods presented (in millions):
Year Ended December 31,
202220212020
Operating lease cost$36 $38 $40 
Variable lease cost18 13 10 
     Total lease cost$54 $51 $50 
We have subleases related to certain of our operating leases. We recognize sublease income on a straight-line basis over the sublease term, which is recorded as a reduction to our operating lease cost. For the years ended December 31, 2019 (in thousands):
Operating lease cost$35,837 
Variable lease cost11,231 
     Total lease cost$47,068 

Cash paid for amounts included in the measurement2022 and 2021, we recognized $10 million and $7 million, respectively, of lease liabilitiessublease income. Sublease income was not material for the year ended December 31, 2019 was $31.8 million. Right of use assets obtained in exchange for new operating2020.
Total lease obligationscosts associated with short-term leases were not material for the yearyears ended December 31, 2019 were $128.4 million. The weighted average remaining term2022, 2021 and 2020.
Other information related to operating leases was as follows for our leases as of December 31, 2019 was 8.50 years. The weighted average discount ratethe periods presented (in millions, except for our leases as of December 31, 2019 was 6.5%.
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Year Ended December 31,
20222021 (1)2020
Cash paid for amounts included in the measurement of operating lease liabilities, net of lease incentives of $9, $— and $19 for the years ended December 31, 2022, 2021 and 2020, respectively$34 $43 $18 
Right of use assets obtained in exchange for new operating lease obligations$19 $(36)$— 
Weighted average remaining lease term for operating leases7 years7 years8 years
Weighted average discount rate for operating leases8.2 %7.2 %6.5 %
(1) During the year ended December 31, 2021, we modified our existing office space lease for our corporate headquarters in Seattle, Washington, whereby the renewal options for certain existing office space which we had previously included in the measurement of the lease liability and right of use asset were removed and we partially terminated our lease early for certain existing office space, resulting in a reduction of the lease liability and right of use asset of approximately $44 million and $42 million, respectively. The lease term for certain other existing leased office space in Seattle was extended such that it now expires in 2032 and retains the two five-year renewal options, partially offsetting the reduction of the lease liability and right of use asset described above.
The following table presents the scheduled maturities of our operating lease liabilities by fiscal year as of December 31, 20192022 (in thousands)millions):
2020$38,914  
202143,073  
202240,760  
202340,991  
202436,040  
All future years143,140  
     Total lease payments342,918  
Less: Imputed interest(104,881) 
     Present value of lease liabilities$238,037  

2023$42 
202437 
202523 
202624 
202723 
Thereafter80 
     Total lease payments229 
Less: Imputed interest(59)
     Present value of lease liabilities$170 
Operating lease expense forliabilities included in the years ended December 31, 2018 and 2017 was $23.7 million and $21.4 million, respectively. The following table presents our future minimum payments for all operating leases asabove do not include sublease income. As of December 31, 2018, including future minimum payments for operating leases that had not yet commenced as2022, we expect to receive sublease income of December 31, 2018 totaling $112.9approximately $34 million (in thousands):
2019$29,085  
202038,060  
202140,099  
202237,721  
202336,458  
All future years85,462  
Total future minimum lease payments$266,885  

from 2023 through 2030.
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Note 15.13. Debt
The following table presents the carrying values of Zillow Group’s debt as of the periodsdates presented (in thousands)millions):

December 31,
20192018
Homes Segment
Credit facilities:
Goldman Sachs Bank USA$39,244  $—  
Citibank, N.A.296,369  —  
Credit Suisse AG, Cayman Islands355,911  116,700  
Total Homes Segment debt691,524  116,700  
Mortgages Segment
Repurchase agreement:
Citibank, N.A.394  —  
Warehouse lines of credit:
Comerica Bank30,033  18,892  
People’s United Bank, N.A.—  14,125  
Total Mortgages Segment debt30,427  33,017  
Convertible Senior Notes
1.375% convertible senior notes due 2026327,187  —  
0.75% convertible senior notes due 2024490,538  —  
1.50% convertible senior notes due 2023310,175  294,738  
2.0% convertible senior notes due 2021415,502  394,645  
2.75% convertible senior notes due 20209,637  9,637  
Total convertible senior notes1,553,039  699,020  
Total$2,274,990  $848,737  

Homes Segment
To provide capital for Zillow Offers, we utilize credit facilities that are classified as current liabilities in our consolidated balance sheets. We classify these credit facilities as current liabilities as amounts drawn to purchase homes are typically repaid as homes are sold, which we expect to be within one year. The following table summarizes certain details related to our credit facilities (in thousands, except interest rates):
LenderFinal Maturity DateMaximum Borrowing CapacityWeighted Average Interest Rate
Goldman Sachs Bank USAApril 20, 2022$500,000  4.41 %
Citibank, N.A.January 31, 2022500,000  5.54 %
Credit Suisse AG, Cayman IslandsJuly 31, 2021500,000  5.63 %
Total$1,500,000  

Undrawn amounts available under the credit facilities included in the table above are not committed, meaning the applicable lender is not committed to, but may in its discretion, advance loan funds in excess of the outstanding borrowings. The final maturity dates are inclusive of extensions which are subject to agreement by the respective lender. The Goldman Sachs Bank USA credit facility has an initial term of two years which may be extended for 1 additional period of six months, subject to certain conditions. The Citibank, N.A. credit facility has an initial term of two years and may be extended for up to 2 additional periods of six months each. The Credit Suisse AG, Cayman Islands Branch credit facility has an initial term of one year and then automatically renews on a monthly basis for up to 24 additional months.

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Zillow Group formed certain special purpose entities (each, an “SPE”) to purchase and sell residential properties through Zillow Offers. Each SPE is a wholly owned subsidiary of Zillow Group and a separate legal entity, and neither the assets nor credit of any such SPE are available to satisfy the debts and other obligations of any affiliate or other entity. The credit facilities are secured by the assets and equity of one or more SPEs. These SPEs are variable interest entities and Zillow Group is the primary beneficiary as it has the power to control the activities that most significantly impact the SPEs’ economic performance and the obligation to absorb losses of the SPEs or the right to receive benefits from the SPEs that could potentially be significant to the SPEs. The SPEs are consolidated within Zillow Group’s consolidated financial statements and primarily increased inventory and borrowings under credit facilities by $836.6 million and $691.5 million, respectively, as of December 31, 2019 and $162.8 million and $116.7 million, respectively, as of December 31, 2018.
Outstanding amounts drawn under each credit facility are required to be repaid on the facility maturity date or earlier if accelerated due to an event of default. Further, each SPE is required to repay any resulting shortfall if the value of the eligible properties owned by such SPE falls below a certain percentage of the principal amount outstanding under the applicable credit facility. Continued inclusion of properties in each credit facility is subject to various eligibility criteria. For example, aging criteria limit the inclusion in the borrowing base of properties owned longer than a specified number of days, and properties owned for longer than one year are ineligible.
The stated interest rate on our credit facilities is one-month LIBOR plus an applicable margin as defined in the respective credit agreements. Our credit facilities include customary representations and warranties, provisions regarding events of default and covenants. The terms of these credit facilities and related financing documents require Zillow Group and certain of its subsidiaries, as applicable, to comply with a number of customary financial and other covenants, such as maintaining certain levels of liquidity, tangible net worth, leverage ratios, adequate insurance coverage and market capitalization. As of December 31, 2019, Zillow Group was in compliance with all financial covenants and no event of default had occurred. Except for certain limited circumstances, the credit facilities are non-recourse to Zillow Group. Our credit facilities require that we establish, maintain and in certain circumstances that Zillow Group fund specified reserve accounts. These reserve accounts include, but are not limited to, interest reserves, insurance reserves, tax reserves, renovation cost reserves and reserves for specially permitted liens. Amounts funded to these reserve accounts and the collection accounts have been classified within our consolidated balance sheets as restricted cash.
December 31,
20222021
Mortgages segment
Repurchase agreements:
Credit Suisse AG, Cayman Islands$23 $77 
Citibank, N.A.17 
Warehouse line of credit:
Comerica Bank11 19 
Total Mortgages segment debt37 113 
Convertible senior notes
1.375% convertible senior notes due 2026495 369 
2.75% convertible senior notes due 2025560 443 
0.75% convertible senior notes due 2024605 507 
Total convertible senior notes1,660 1,319 
Total debt$1,697 $1,432 
Mortgages Segment
To provide capital for Zillow Home Loans, we utilize master repurchase agreements and a warehouse linesline of credit and a master repurchase agreement which are classified as current liabilities in our consolidated balance sheets. The facilitiesrepurchase agreements and warehouse line of credit provide short-term financing between the issuance of a mortgage loan and when Zillow Home Loans sellsells the loan to an investor.investor or directly to an agency. The following table summarizes certain details related to our repurchase agreements and warehouse linesline of credit and repurchase agreement (in thousands,millions, except interest rates):
LenderMaturity DateMaximum Borrowing CapacityWeighted Average Interest Rate
Credit Suisse AG, Cayman IslandsMarch 17, 2023$100 6.16 %
Citibank, N.A.June 9, 2023100 6.18 %
Comerica BankJune 24, 202350 6.22 %
Total$250 
LenderMaturity DateMaximum Borrowing CapacityWeighted Average Interest Rate
Citibank, N.A.October 27, 2020$75,000  3.29 %
Comerica BankJune 27, 202050,000  4.22 %
People’s United Bank, N.A.October 15, 201950,000  4.89 %

Master Repurchase Agreements
On October 29, 2019,March 18, 2022, Zillow Home Loans entered into aamended its Credit Suisse AG, Cayman Islands (“Credit Suisse”) master repurchase agreement (the “Repurchase Agreement”)to decrease the uncommitted total maximum borrowing capacity to $100 million with a maturity date of March 17, 2023 and to update the reference rate from one-month LIBOR to Adjusted Daily Simple Secured Overnight Financing Rate.
On June 10, 2022, Zillow Home Loans amended its Citibank, N.A. (“Citibank”) master repurchase agreement to provide short-term funding for mortgage loans and replacedupdate the borrowing capacityreference rate from one-month LIBOR to Secured Overnight Financing Rate (“SOFR”), as defined by the governing agreements. Additionally, the amendment extended the maturity date of the warehouse line previously provided by People’s United Bank, N.A. OnCitibank master repurchase agreement from June 28, 2019, Zillow Home Loans amended and restated its warehouse line of credit with Comerica Bank previously maturing on10, 2022 to June 29, 2019. The amended and restated credit agreement extended the term of the original agreement for one year and continues to provide for a committed maximum borrowing capacity of $50.0 million.9, 2023.
In accordance with the Repurchase Agreement,master repurchase agreements, Credit Suisse and Citibank agrees(together the “Lenders”) have agreed to pay Zillow Home Loans a negotiated purchase price for eligible loans, and Zillow Home Loans has simultaneously agreesagreed to repurchase such loans from Citibankthe Lenders under a specified timeframe at an agreed upon price that includes interest. The Repurchase Agreement includes a committed amount of $25.0 million, and includes customary representations and warranties, covenants and provisions regarding events of default. As of December 31, 2019, $0.4 million in mortgage loans held for sale were pledged as collateral under the facility, and Zillow Home Loans was in compliance with all financial covenants and no event of default had occurred.
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Transactions under the Repurchase Agreement bear interest at the one-month LIBOR plus an applicable margin, as defined in the Repurchase Agreement, and are secured by residential mortgage loans available for sale. The Repurchase Agreement containsmaster repurchase agreements contain margin call provisions that provide Citibankthe Lenders with certain rights in the event of a decline in the market value of the assets purchased under the Repurchase Agreement. The Repurchase Agreement is recourse tomaster repurchase agreements. As of December 31, 2022 and 2021, $28 million and $87 million, respectively, in mortgage loans held for sale were pledged as collateral under the master repurchase agreements.

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Warehouse Line of Credit
On June 25, 2022, Zillow Home Loans but non-recourseamended its Comerica Bank warehouse line of credit to Zillow Group or anydecrease the total maximum borrowing capacity from $60 million to $50 million and update the reference rate from one-month LIBOR to Bloomberg Short-Term Bank Yield Index Rate (“BSBY”), as defined by the governing agreements. Additionally, the amendment extended the maturity date of its other subsidiaries.the Comerica Bank warehouse line of credit from June 25, 2022 to June 24, 2023.
Borrowings on the repurchase agreements and warehouse linesline of credit bear interest either at the one-month LIBORa floating rate based on SOFR plus an applicable margin, as defined inby the governing creditagreements, or BSBY plus an applicable margin, as defined by the governing agreements. The repurchase agreements and warehouse linesline of credit include customary representations and warranties, covenants and provisions regarding events of default. As of December 31, 2019,2022, Zillow Home Loans was in compliance with all financial covenants and no event of default had occurred. The repurchase agreements and warehouse linesline of credit are recourse to Zillow Home Loans, but non-recourseand have no recourse to Zillow Group or any of its other subsidiaries.
Convertible Senior Notes
Effective January 1, 2022, we adopted guidance which simplifies the accounting for certain financial instruments with characteristics of liabilities and equity, including convertible instruments and contracts in an entity’s own equity. For additional information regarding the adoption of this guidance, see Note 2 of our consolidated financial statements.
The following tables summarize certain details related to our outstanding convertible senior notes as of the dates presented or for the periods presentedended (in thousands,millions, except interest rates):
December 31, 2022December 31, 2021
Maturity DateAggregate Principal AmountStated Interest RateEffective Interest RateFirst Interest Payment DateSemi-Annual Interest Payment DatesUnamortized Debt Issuance CostsFair ValueUnamortized Debt Discount and Debt Issuance CostsFair Value
September 1, 2026$499 1.375 %1.57 %March 1, 2020March 1; September 1$$504 $130 $781 
May 15, 2025565 2.75 %3.20 %November 15, 2020May 15; November 15531 122 725 
September 1, 2024608 0.75 %1.02 %March 1, 2020March 1; September 1629 101 945 
Total$1,672 $12 $1,664 $353 $2,451 
December 31, 2019December 31, 2018
Maturity DateAggregate Principal AmountStated Interest RateEffective Interest RateFirst Interest Payment DateSemi-Annual Interest Payment DatesUnamortized Debt Discount and Debt Issuance CostsFair ValueUnamortized Debt Discount and Debt Issuance CostsFair Value
September 1, 2026$500,000  1.375 %8.10 %March 1, 2020  March 1; September 1$172,813  $597,380  $—  $—  
September 1, 2024673,000  0.75 %7.68 %March 1, 2020  March 1; September 1182,462  730,500  —  —  
July 1, 2023373,750  1.50 %6.99 %January 1, 2019  January 1; July 163,575  356,464  79,012  321,855  
December 1, 2021460,000  2.00 %7.44 %June 1, 2017  June 1; December 144,498  514,312  65,355  446,200  
December 15, 20209,637  2.75 %N/A  N/A  June 15; December 15—  16,842  —  16,744  
Total$2,016,387  $463,348  $2,215,498  $144,367  $784,799  

Year Ended December 31, 2019Year Ended December 31, 2018
Maturity DateContractual Coupon InterestAmortization of Debt DiscountAmortization of Debt Issuance CostsInterest ExpenseContractual Coupon InterestAmortization of Debt DiscountAmortization of Debt Issuance CostsInterest Expense
September 1, 2026$2,139  $5,869  $144  $8,152  $—  $—  $—  $—  
September 1, 20241,539  9,482  325  11,346  —  —  —  —  
July 1, 20235,606  14,047  1,374  21,027  2,788  6,655  650  10,093  
December 1, 20219,200  18,899  1,957  30,056  9,200  17,571  1,817  28,588  
December 15, 2020265  —  —  265  265  —  —  265  
Total$18,749  $48,297  $3,800  $70,846  $12,253  $24,226  $2,467  $38,946  

Year Ended December 31, 2022Year Ended December 31, 2021Year Ended December 31, 2020
Maturity DateContractual Coupon InterestAmortization of Debt Issuance CostsInterest ExpenseContractual Coupon InterestAmortization of Debt DiscountAmortization of Debt Issuance CostsInterest ExpenseContractual Coupon InterestAmortization of Debt DiscountAmortization of Debt Issuance CostsInterest Expense
September 1, 2026$$— $$$22 $$30 $$20 $— $27 
May 15, 202516 19 16 27 44 10 15 26 
September 1, 202432 37 33 39 
July 1, 2023— — — 12 15 22 
December 1, 2021— — — — — — — 14 22 
Total$27 $$32 $30 $89 $$123 $34 $97 $$136 
The convertible senior notes are senior unsecured obligations and are classified as long-term debt in our consolidated balance sheets with the exception of the convertible senior notes due December 15, 2020 which are classified within short-term liabilities.based on their contractual maturity dates. Interest on the convertible notes is paid semi-annually in arrears. The estimated fair value of the convertible senior notes is classified as Level 2 and was determined through consideration of quoted market prices.prices in markets that are not active.
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Convertible Senior Notes due in 2025
On May 15, 2020, we issued $500 million aggregate principal amount of 2.75% Convertible Senior Notes due 2025 (the “Initial 2025 Notes”) and on May 19, 2020, we issued $65 million aggregate principal amount of 2.75% Convertible Senior Notes due 2025 (the “Additional Notes” and, together with the Initial 2025 Notes, the “2025 Notes”). The fair value is classified as Level 3 dueAdditional Notes were sold pursuant to the limited trading activity for eachunderwriters’ option to purchase additional 2025 Notes granted in connection with the offering of the convertible senior notes.Initial 2025 Notes. The convertible senior notes maturing in 2026, 2024, 2023 and 2021 are not redeemable or convertible as of December 31, 2019. The convertible senior notes maturing in 2020 are convertible, atnet proceeds from the optionissuance of the holder,2025 Notes were approximately $553 million, after deducting underwriting discounts and redeemable, at our option, as of December 31, 2019.commissions and offering expenses paid by Zillow Group.
Convertible Senior Notes due in 2024 and 2026
On September 9, 2019, Zillow Groupwe issued $600.0$600 million aggregate principal amount of Convertible Senior Notes due 2024 (the “Initial 2024 Notes”) and $500.0$500 million aggregate principal amount of Convertible Senior Notes due 2026 (the “2026 Notes”) in a private offering to qualified institutional buyers. The net proceeds from the issuance of the Initial 2024 Notes were approximately $592.2$592 million and the net proceeds from the issuance of the 2026 Notes were approximately $493.5$494 million, in each case after deducting fees and expenses payablepaid by the Company. The CompanyZillow Group. We used approximately $75.2$75 million of the net proceeds from the issuance of the Initial 2024 Notes and approximately $75.4$75 million of the net proceeds from the issuance of the 2026 Notes to pay the cost of the capped call transactions entered into in connection with the
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issuances, described below.
On October 9, 2019, the Companywe issued $73.0$73 million aggregate principal amount of 0.75% Convertible Senior Notes due 2024 (the “Additional Notes” and, together with the Initial 2024 Notes, the “2024 Notes”). The Additional Notes were sold pursuant to the initial purchasers’ partial exercise of their option to purchase such notes, granted in connection with the offering of the Initial 2024 Notes. The Additional Notes have the same terms, and were issued under the same indenture, as the Initial 2024 Notes. The net proceeds from the offering of the Additional Notes were approximately $72.0$72 million, after deducting fees and expenses payablepaid by the Company. The CompanyZillow Group. We used approximately $9.1$9 million of the net proceeds from the issuance of the Additional Notes to pay the cost of the capped call transactions entered into in connection with the issuance of the Additional Notes.Notes, described below.
Convertible Senior Notes due in 2023
On July 3, 2018, Zillow Groupwe issued $373.8$374 million aggregate principal amount of Convertible Senior Notes due 2023 (the “2023 Notes”), which includes $48.8$49 million principal amount of 2023 Notes sold pursuant to the underwriters’ option to purchase additional 2023 Notes. The net proceeds from the issuance of the 2023 Notes were approximately $364.0$364 million, after deducting fees and expenses payablepaid by the Company.Zillow Group. We used approximately $29.4$29 million of the net proceeds from the issuance of the 2023 Notes to pay the cost of capped call transactions entered into in connection with the issuances, described below.
Convertible Senior Notes due in 2021
On December 12, 2016, Zillow Groupwe issued $460.0$460 million aggregate principal amount of 2.00% Convertible Senior Notes due 2021 (the “2021 Notes”), which includes the exercise of the $60.0$60 million over-allotment option, to the initial purchaser of the 2021 Notes in a private offering to qualified institutional buyers. The net proceeds from the issuance of the 2021 Notes were approximately $447.8$448 million, after deducting fees and expenses payablepaid by the Company.Zillow Group. In December 2016, the Companyaddition, we used approximately $370.2 million of the net proceeds from the issuance of the 2021 Notes to repurchase $219.9 million aggregate principal amount of Trulia’s convertible senior notes due in 2020 in privately negotiated transactions. In addition, the Company used approximately $36.6$37 million of the net proceeds from the issuance of the 2021 Notes to pay the cost of the capped call transactions with the initial purchaser of the 2021 Notes and two additional financial institutions, described below.
The Company has used or intends to use the remainder of the net proceeds of theoutstanding 2024 Notes, 2025 Notes and 2026 Notes 2024 Notes, 2023 Notes, and 2021 Notes (together the “Notes”(collectively “the Notes”) for general corporate purposes, which may include working capital, sales and marketing activities, general and administrative matters and capital expenditures.
The Notes are convertible into cash, shares of Class C capital stock or a combination thereof, at our election, and may be settled as described below. The NotesThey will mature on their respective Maturity Date,maturity date, unless earlier repurchased, redeemed or converted in accordance with their terms.
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The following table summarizes the conversion and redemption options with respect to the Notes:

Maturity DateEarly Conversion DateConversion RateConversion PriceOptional Redemption Date
September 1, 2026March 1, 202622.9830$43.51  September 5, 2023
September 1, 2024March 1, 202422.983043.51  September 5, 2022
July 1, 2023April 1, 202312.759278.37  July 6, 2021
December 1, 2021September 1, 202119.098552.36  December 6, 2019

Maturity DateEarly Conversion DateConversion RateConversion PriceOptional Redemption Date
September 1, 2026March 1, 202622.9830$43.51 September 5, 2023
May 15, 2025November 15, 202414.881067.20 May 22, 2023
September 1, 2024March 1, 202422.983043.51 September 5, 2022
Prior to the close of business on the business day immediately preceding the applicable Early Conversion Date, the Notes will be convertible at the option of the holders only under certain conditions. On or after the applicable Early Conversion Date, until the close of business on the second scheduled trading day immediately preceding the applicable Maturity Date, holders may convert the Notes at their option at the applicable Conversion Rate then in effect, irrespective of these conditions. The Company will settle conversions of the Notes by paying or delivering, as the case may be, cash, shares of its Class C capital stock, or a combination of cash and shares of its Class C capital stock, at its election. The applicable Conversion Rate for each series of Notes will initially be the conversion rate of shares of Class C capital stock per $1,000 principal amount of the Notes (equivalent to an initial Conversion Price per share of Class C capital stock). The applicable Conversion Rate and the corresponding initial Conversion Price will be subject to adjustment in some events but will not be adjusted for any accrued and unpaid interest. The Company may redeem for cash all or part of the respective series of Notes, at its option, on or after the applicable Optional Redemption Date, under certain circumstances, at a redemption price equal to 100% of the principal amount of the Notes to be redeemed, plus accrued and unpaid interest to, but excluding, the redemption date (as defined in the indentures governing the Notes). We may not redeem a series of Notes prior to the applicable Optional Redemption Date. We may redeem for cash all or any portion of a series of Notes, at our option, in whole or in part on or after the applicable Optional Redemption Date if the last reported sale price per share of our Class C capital stock has been at least 130% of the Conversion
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Price then in effect for at least 20 trading days (whether or not consecutive) during any 30 consecutive trading day period. The conversion option does not meet the criteria for separate accounting as a derivative as it is indexed to our own stock.
The last reported sale price of our Class C capital stock did not exceed 130% of the conversion price of each series of the Notes for more than 20 trading days during the 30 consecutive trading days ended December 31, 2022. Accordingly, each series of the Notes is not redeemable or convertible at the option of the holders from January 1, 2023 through March 31, 2023.
If the Company undergoes a fundamental change (as defined in the indentures governing the Notes), holders may require the Company to repurchase for cash all or part of a series of Notes, as applicable, at a repurchase price equal to 100% of the principal amount of the notes to be purchased, plus accrued and unpaid interest to, but excluding, the fundamental change repurchase date (as defined in the indentures governing the Notes). In addition, if certain fundamental changes occur, the Company may be required, in certain circumstances, to increase the conversion rate for any of the Notes converted in connection with such fundamental changes by a specified number of shares of its Class C capital stock. Certain events are also considered “Events of Default,” which may result in the acceleration of the maturity of the Notes, as described in the indentures governing the Notes. There are no financial covenants associated with the Notes.
In accounting for the issuance of the Notes,convertible senior notes, prior to the adoption of new accounting guidance on January 1, 2022, the Company separated the Notesconvertible senior notes into liability and equity components. The carrying amount of the liability component for each of the Notes was calculated by measuring the fair value of a similar liability that does not have an associated convertible feature. The carrying amount of the equity component, representing the conversion option, was determined by deducting the fair value of the liability component from the par value of the Notes.convertible senior notes. The difference between the principal amounts ofand the Notes and their liability components represents theirrepresented the respective debt discounts, which arewere recorded as a direct deduction from the related debt liability in the consolidated balance sheets and amortized to interest expense using the effective interest method over the term of the Notes.convertible senior notes. The equity components of the Notes,convertible senior notes, net of issuance costs, arewere included in additional paid-in capital in the consolidated balance sheets and arewere not remeasured as long as they continuecontinued to meet the conditions for equity classification.
The Upon adoption of the new accounting guidance, we de-recognized the equity components of the 2026 Notes, 2024 Notes, 2023 Notesconvertible senior notes and 2021 Notesthe respective debt discounts through a decrease to additional paid-in capital, an increase to long-term debt and a cumulative-effect adjustment to accumulated deficit of $172.3 million, $183.5 million, $76.6 million and $91.4 million, respectively, are net$156 million. For additional information regarding the adoption of issuance coststhis guidance, see Note 2 of $2.3 million, $2.4 million, $2.0 million and $2.5 million, respectively.our consolidated financial statements.
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There were no conversions or repurchases of convertible senior notes during the year ended December 31, 2022. The following table summarizes the activity for our convertible senior notes for the periods presented (in millions, except for share amounts):
Year Ended December 31, 2021Year Ended December 31, 2020
2023 Notes2024 Notes2026 NotesTotal2021 Notes
Aggregate principal amount settled$374 $65 $$440 $460 
Cash paid— — 195 
Shares of Class C capital stock issued4,752 1,485 28 6,265 5,820 
Total fair value of consideration transferred (1)$572 $200 $$776 $783 
(Gain) loss on extinguishment of debt:
Consideration allocated to the liability component (2)$349 $53 $$403 $430 
Carrying value of the liability component, net of unamortized debt discount and debt issuance costs334 51 386 431 
(Gain) loss on extinguishment of debt$15 $$— $17 $(1)
Consideration allocated to the equity component$223 $147 $$373 $353 
(1) For convertible senior notes converted by note holders, the total fair value of consideration transferred includes the value of shares transferred to note holders using the daily volume weighted-average price of our Class C capital stock on the conversion date and an immaterial amount of cash paid in lieu of fractional shares. For convertible senior notes redeemed, the total fair value of consideration transferred comprises cash transferred to note holders to settle the related notes. For convertible senior notes repurchased in the year ended December 31, 2020, the total value of consideration transferred includes the value of shares transferred to note holders using the daily volume weighted-average price of our Class C capital stock on the date of transfer as well as cash transferred to note holders to settle the related notes.
(2) Consideration allocated to the liability component is based on the fair value of the liability component immediately prior to settlement, which was calculated using a discounted cash flow analysis with a market interest rate of a similar liability that does not have an associated convertible feature.
The following table summarizes certain details related to the capped call confirmations with respect to certain of the Notes:convertible senior notes:

Maturity DateInitial Cap PriceCap Price Premium
September 1, 2026$80.5750  150 %
September 1, 202472.5175  125 %
July 1, 2023105.45  85��%
December 1, 202169.19  85 %

Maturity DateInitial Cap PriceCap Price Premium
September 1, 2026$80.5750 150 %
September 1, 202472.5175 125 %
July 1, 2023105.45 85 %
The capped call confirmations are expected generally to reduce the potential dilution of our Class C capital stock uponin connection with any conversion of the Notes and/or offset the cash payments the Company is required to make in excess of the principal amount of such notes in the event that the market price of the Class C capital stock is greater than the strike price of the capped call confirmations (which initially corresponds to the initial Conversion Price of such notes and is subject to certain adjustments under the terms of the capped call confirmations), with such reduction and/or offset subject to a cap based on the cap price of the capped call confirmations. The capped call confirmations with respect to the 2026 Notes, the 2024 Notes and the 2023 Notes have an Initial Cap Price per share, which represents a premium (“Cap Price Premium”) over the relevant historical closing price of the Company’s Class C capital stock on the Nasdaq Global Select Market, and is subject to certain adjustments under the terms of the capped call confirmations. The capped call confirmations will cover, subject to anti-dilution adjustments substantially similar to those applicable to the Notes,convertible senior notes, the number of shares of Class C capital stock that will underlie such notes. The capped call confirmations do not meet the criteria for separate accounting as a derivative as they are indexed to our own stock. The capped call premiums paid have been included as a net reduction to additional paid-in capital within shareholders’ equity.
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In connection with the repurchase of a portion of the 2021 Notes during the year ended December 31, 2020, we partially terminated the capped call transactions entered into in connection with the issuance of the 2021 Notes for an amount corresponding to the aggregate principal amount of the 2021 Notes that were repurchased. As a result of the partial settlement of the capped call transactions, we received 0.3 million shares of our Class C capital stock equal to a value of approximately $15 million based on the trading price of our Class C capital stock at the time of the unwind. On December 1, 2021, the remaining capped call transactions entered into in connection with the issuance of the 2021 Notes were settled on their contractual maturity date. As a result, we received 0.7 million shares of our Class C capital stock equal to a value of approximately $43 million based on the trading price of our Class C capital stock at the time of the unwind. Under applicable Washington State law, the acquisition of a corporation’s own shares is not disclosed separately as treasury stock in the financial statements and such shares are treated as authorized but unissued shares. We record acquisitions of our shares of capital stock as a reduction to capital stock at the par value of the shares reacquired, then to additional paid-in capital until it is depleted to a nominal amount, with any further excess recorded to retained earnings. We recorded an offsetting increase to additional paid-in capital for the partial unwind of the capped call transactions.
Convertible Senior Notes Repurchase Authorization
On December 2, 2021, Zillow Group’s Board of Directors (the “Board”) authorized the repurchase of up to $750 million of our Class A common stock, Class C capital stock or a combination thereof. On May 4, 2022, the Board authorized the repurchase of up to an additional $1.0 billion (together the “Repurchase Authorizations”) of our Class A common stock, Class C capital stock or a combination thereof. On November 1, 2022, the Board further expanded the Repurchase Authorizations to allow for the repurchase of a portion of our outstanding Notes. Repurchases of outstanding Notes may be made in open-market transactions or privately negotiated transactions, or in such other manner as deemed appropriate by management, and may be made from time to time as determined by management depending on market conditions, market price of the Notes, trading volume, cash needs and other business factors, in each case as permitted by securities laws and other legal requirements. There were no repurchases of convertible senior notes during the year ended December 31, 2022. As of December 31, 2022, $500 million remained available for future repurchases pursuant to the Repurchase Authorizations. For additional details related to the Repurchase Authorizations, see Note 15 under the subsection titled “Stock Repurchase Authorizations”.
Note 16.14. Income Taxes
We are subject to federal and state income taxes in the United States (federal and federalstate), Canada, and provincialSerbia. We recorded income taxes in Canada.
tax expense of $3 million for the year ended December 31, 2022, primarily driven by state taxes. We recorded an income tax benefit of $4.3$1 million for the year ended December 31, 2019. The majority2021, comprised of thea $3 million income tax benefit isfrom a result of federal and state interest expense limitation carryforwards that are indefinite-lived deferred tax assets that can be offset against our indefinite-lived deferred tax liabilities. In addition, net operating losses generated after December 31, 2017 also can be offset against the indefinite-lived deferred tax liabilities. These items contributed to a release ofdecrease in the valuation allowance associated with our September 2021 acquisition of ShowingTime, partially offset by $2 million of tax expense related to state and the recognition of anforeign income tax benefit for the year ended December 31, 2019.
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taxes. We recorded an income tax benefit of $31.1$8 million for the year ended December 31, 2018. Approximately $15.42020, primarily driven by a $10 million of the income tax benefit resulted fromassociated with the $69.0$72 million non-cash impairment we recorded during the year ended December 31, 2018 related to the indefinite-lived Trulia trade names and trademarks intangible asset. 2020. For additional information about the non-cash impairment, see Note 11 to our consolidated financial statements. The remaining portion10 of our income tax benefit was primarily the result of net operating losses generated after December 31, 2017 with an indefinite carryforward period dueNotes to the Tax Act. Thus, net operating losses for the year ended December 31, 2018 could be offset against our indefinite-lived deferred tax liabilities, which resulted in the release of our valuation allowance and the recognition of an income tax benefit for the year ended December 31, 2018.Consolidated Financial Statements.
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During the year ended December 31, 2018, we completed our accounting for the income tax effects of deduction limitations on compensation under the Tax Act. The Internal Revenue Service provided further guidance regarding the written binding contracts requirement under the Tax Act, and we determined that certain of our executives’ compensation previously eligible to be deducted for tax purposes under Section 162(m) of the Internal Revenue Code were considered grandfathered. Therefore, we continued to deduct this compensation during the year ended December 31, 2018. Based on the clarification of these rules, we recorded a $5.9 million income tax benefit for the year ended December 31, 2018.Table ofContents
We recorded an income tax benefit of $89.6 million for the year ended December 31, 2017. Approximately $66.0 million of the income tax benefit related to a $174.0 million non-cash impairment we recorded during the year ended December 31, 2017 related to the indefinite-lived Trulia trade names and trademarks intangible asset. For additional information about the non-cash impairment, see Note 11 to our consolidated financial statements. The remaining $23.6 million of the income tax benefit primarily relates to our initial analysis of the impact of the rate decrease included in the Tax Act for the impact of the reduction in our net deferred tax liability related to our indefinite-lived intangible asset.
The following table summarizespresents the components of our income tax benefitexpense (benefit) for the periods presented (in thousands)millions):
 Year Ended December 31,
 202220212020
Current income tax expense
State$$$— 
Foreign— — 
Total current income tax expense— 
Deferred income tax benefit:
Federal— (3)(7)
State— — (1)
Total deferred income tax benefit— (3)(8)
Total income tax expense (benefit)$$(1)$(8)

 Year Ended December 31,
 201920182017
Current income tax expense:
     State$304  $—  $—  
     Foreign99  161  —  
Total current income tax expense403  161  —  
Deferred income tax benefit:
     Federal(1,631) (28,502) (84,238) 
     State(2,856) (2,441) (5,348) 
     Foreign(174) (320) —  
Total deferred income tax benefit(4,661) (31,263) (89,586) 
Total income tax benefit$(4,258) $(31,102) $(89,586) 
The following table presents a reconciliation of the federal statutory rate and our effective tax rate for the periods presented:
 Year Ended December 31,
 202220212020
Tax expense at federal statutory rate(21.0)%(21.0)%(21.0)%
State income taxes, net of federal tax benefit6.2 8.7 (364.0)
Share-based compensation13.2 84.1 (2,329.4)
Non-deductible executive compensation14.3 (7.7)86.9 
Research and development credits(25.7)40.8 (393.0)
Other8.2 (4.9)(23.2)
Valuation allowance7.4��(99.3)2,827.6 
Effective tax rate2.6 %0.7 %(216.1)%
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 Year Ended December 31,
 201920182017
Tax expense at federal statutory rate(21.0)%(21.0)%(35.0)%
State income taxes, net of federal tax benefit(3.0) (5.9) (4.4) 
Nondeductible expenses—  —  0.8  
Share-based compensation(0.9) (16.5) (20.6) 
Section 162(m) of Internal Revenue Code1.1  1.0  —  
Research and development credits(7.2) (8.4) (6.3) 
Meals and entertainment1.1  1.8  —  
Return to provision adjustments0.5  (4.2) —  
Enactment of Tax Act—  (1.9) (13.1) 
Other(0.6) 0.4  2.2  
Valuation allowance28.6  34.0  27.7  
Effective tax rate(1.4)%(20.7)%(48.7)%
Deferred federal, state and foreign income taxes reflect the net tax impact of temporary differences between the carrying amounts of assets and liabilities for financial reporting purposes and such amounts for tax purposes. The following table presents the significant components of our deferred tax assets and liabilities as of the dates presented (in thousands)millions):

December 31, December 31,
20192018 20222021
Deferred tax assets:Deferred tax assets:Deferred tax assets:
Federal and state net operating loss carryforwardsFederal and state net operating loss carryforwards$273,171  $259,629  Federal and state net operating loss carryforwards$433 $524 
Research and development creditsResearch and development credits164 133 
Share-based compensationShare-based compensation75,704  55,280  Share-based compensation102 66 
Research and development credits70,970  48,805  
Lease liabilities58,899  —  
Other tax credits910  910  
Capitalized research and developmentCapitalized research and development100 — 
Lease liabilityLease liability43 41 
Interest expense limitationInterest expense limitation28 58 
Debt discount on convertible notesDebt discount on convertible notes18 — 
Accruals and reservesAccruals and reserves3,891  3,000  Accruals and reserves13 
Depreciation and amortizationDepreciation and amortization— 
InventoryInventory17,819  3,574  Inventory— 69 
Depreciation and amortization2,032  —  
Deferred rent—  4,842  
Other deferred tax assetsOther deferred tax assets55,851  10,792  Other deferred tax assets
Total deferred tax assetsTotal deferred tax assets559,247  386,832  Total deferred tax assets896 906 
Deferred tax liabilities:Deferred tax liabilities:Deferred tax liabilities:
Right of use assetsRight of use assets(31)(32)
Intangible assetsIntangible assets(15)(22)
GoodwillGoodwill(5)(5)
Depreciation and amortizationDepreciation and amortization(3)— 
Debt discount on convertible notesDebt discount on convertible notes— (60)
Website and software development costsWebsite and software development costs(20,681) (14,685) Website and software development costs— (43)
Goodwill(1,951) (598) 
Intangible assets(38,032) (45,035) 
Right of use assets(52,486) —  
Discount on 2021 Notes, 2023 Notes, 2024 Notes and 2026 Notes not deductible for tax(108,114) (31,450) 
Depreciation and amortization—  (888) 
Total deferred tax liabilitiesTotal deferred tax liabilities(221,264) (92,656) Total deferred tax liabilities(54)(162)
Net deferred tax assets before valuation allowanceNet deferred tax assets before valuation allowance337,983  294,176  Net deferred tax assets before valuation allowance842 744 
Less: valuation allowanceLess: valuation allowance(346,877) (307,599) Less: valuation allowance(843)(746)
Net deferred tax liabilitiesNet deferred tax liabilities$(8,894) $(13,423) Net deferred tax liabilities$(1)$(2)
Realization of deferred tax assets is dependent upon the generation of future taxable income, if any, the timing and amount of which are uncertain. We have provided a full valuation allowance against the net deferred tax assets as of December 31, 20192022 and 20182021 because, based on the weight of available evidence, it is more likely than not (a likelihood of more than 50%) that some or all of the deferred tax assets will not be realized. The valuation allowance increased by $39.3$97 million and $32.8$274 million, respectively, during the years ended December 31, 20192022 and 2018.
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2021.
We have accumulated federal taxnet operating losses of approximately $1,137.6 million$1.8 billion and $1,081.7 million, respectively,$2.1 billion, as of December 31, 20192022 and 2018,2021, respectively, which are available to reduce future taxable income. We have accumulated state taxnet operating losses of approximately $34.3$63 million and $32.5$73 million (tax effected), respectively, as of December 31, 20192022 and 2018.2021, respectively. Federal net operating losses generated in taxable periods on or before December 31, 2017 have a twenty year carryforward period and begin to expire in 2023. Federal net operating loss carryforwards generated in taxable years beginning after December 31, 2017 may be carried forward indefinitely, but the deductibility of such net operating loss carryforwards in taxable years beginning after December 31, 2020 is limited to 80% of taxable income. State net operating loss carryforward periods for the various state jurisdictions generally range from three years to indefinite-lived and begin to expire in 2025. Additionally, we have net research and development credit carryforwards of $71.0$164 million and $48.8$133 million respectively, as of December 31, 20192022 and 2018,2021, respectively, which are available to reduce future tax liabilities. The tax loss and research and development credit carryforwards begin to expire in 2025. Under Sections 382 and 383 of the Internal Revenue Code, if a corporation undergoes an ownership change,“ownership change”, the corporation’s ability to use its pre-change net operating loss carryforwards and other pre-change tax attributes, such as research taxand development credits, to offset its post-change taxable income or income tax liability may be limited. In connection with our August 2013 public offering of our Class A Commoncommon stock, we experienced an ownership change that triggered Sections 382 and 383, which may limit our ability to utilize our net operating loss and taxresearch and development credit carryforwards. In connection with our February 2015 acquisition of Trulia, Trulia experienced an ownership change that triggered Section 382 and 383, which may limit Zillow Group’s ability to utilize Trulia’s net operating loss and taxresearch and development credit carryforwards.
We are currently not under audit in any
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Our primary income tax jurisdiction. Tax years from 2016 through 2019 are currently openjurisdiction is the United States (federal). With limited exceptions for audit by federal and state taxing authorities.authorities, which are not material to the financial statements, all tax years for which the Company has filed a tax return remain subject to examination due to the existence of net operating loss carryforwards.
Changes for unrecognized tax benefits for the periods presented are as follows (in thousands)millions):
Balance at January 1, 20172020$15,39540 
Gross increases—prior and current period tax positions5,2169 
Balance at December 31, 2020$49 
Gross increases—current period tax positions17 
Gross increases—prior period tax positions1,0029 
Balance at December 31, 20172021$21,61375 
Gross increases—current period tax positions6,42117 
Gross increases—prior period tax positions5914 
Gross decreases—prior period tax positions(6)
Balance at December 31, 20182022$28,62590 
Gross increases—current period tax positions9,021 
Gross increases—prior period tax positions1,786 
Balance at December 31, 2019$39,432 
At December 31, 2019,2022, the total amount of unrecognized tax benefits of $39.4$90 million is recorded as a reduction to our deferred tax asset.asset when available. We do not anticipate that the amount of existing unrecognized tax benefits will significantly increase or decrease within the next 12 months. Accrued interest and penalties related to unrecognized tax benefits are recorded as income tax expense and are 0.not material.
Note 17.15. Shareholders’ Equity
Preferred Stock
Our board of directorsThe Board has the authority to fix and determine and to amend the number of shares of any series of preferred stock that is wholly unissued or to be established and to fix and determine and to amend the designation, preferences, voting powers and limitations and the relative, participating, optional or other rights, of any series of shares of preferred stock that is wholly unissued or to be established, subject in each case to certain approval rights of holders of our outstanding Class B common stock. There was 0no preferred stock issued and outstanding as of December 31, 20192022 or December 31, 2018.2021.
Common and Capital Stock
Our Class A common stock has no preferences or privileges and is not redeemable. Holders of Class A common stock are entitled to 1one vote for each share.
Our Class B common stock has no preferences or privileges and is not redeemable. At any time after the date of issuance, each share of Class B common stock, at the option of the holder, may be converted into 1one share of Class A common stock, or automatically converted into Class A common stock upon the affirmative vote by or written consent of holders of a majority of the shares of the Class B common stock. During the years ended December 31, 2019, 20182022, 2021 and 2017, 02020, no shares of Class B common stock were converted into Class A common stock at the option of the holders. Holders of Class B common stock are entitled to 10 votes for each share.
Our Class C capital stock has no preferences or privileges, is not redeemable and, except in limited circumstances, is 0n-voting. non-voting.
Equity Distribution Agreement
On July 3, 2018, Zillow Group issuedFebruary 17, 2021, we entered into an equity distribution agreement with certain sales agents and/or principals (the “Managers”), pursuant to which we may offer and sold 6,557,017sell from time to time, through the Managers, shares (of which 855,263 shares were related to the exercise
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of the underwriters’ option to purchase additional shares) of our Class C capital stock, at a public offeringhaving an aggregate gross sales price of $57.00 per share. We received net proceeds of $360.3 million after deducting underwriting discountsup to $1.0 billion, in such share amounts as we may specify by notice to the Managers, in accordance with the terms and commissions and offering expenses payable by us.conditions set forth in the equity distribution agreement.
The followingThere were no shares of common and capital stock have been reserved for future issuance as ofissued under the dates presented:

December 31, 2019December 31, 2018
Option awards outstanding29,634,296  27,310,110  
Restricted stock units outstanding7,052,767  5,266,324  
Class A common stock and Class C capital stock available for grant under 2011 Plan1,466,856  3,675,082  
Class C capital stock available for grant under the 2019 Equity Inducement Plan7,898,167  —  
Shares issuable upon conversion of outstanding Class B common stock6,217,447  6,217,447  
Total52,269,533  42,468,963  

equity distribution agreement during the year ended December 31, 2022.
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The following table summarizes the activity pursuant to the equity distribution agreement for the year ended December 31, 2021 (in millions, except share data which are presented in thousands, and per share amounts):
Shares of Class C capital stock issued3,164 
Weighted-average issuance price per share$174.05 
Gross proceeds (1)$551 
(1) Net proceeds were $545 million after deducting $6 million of commissions and other offering expenses incurred.
Stock Repurchase Authorizations
Repurchases of stock under the Repurchase Authorizations may be made in open-market transactions or privately negotiated transactions, or in such other manner as deemed appropriate by management, and may be made from time to time as determined by management depending on market conditions, share price, trading volume, cash needs and other business factors, in each case as permitted by securities laws and other legal requirements. As of December 31, 2022, $500 million remained available for future repurchases pursuant to the Repurchase Authorizations.
The following table summarizes, on a settlement date basis, our Class A common stock and Class C capital stock repurchase activity under the Repurchase Authorizations for the period presented (in millions, except share data which are presented in thousands, and per share amounts):
 Year Ended December 31,
20222021
Class A common stockClass C capital stockClass C capital stock
Shares repurchased4,052 18,161 4,944 
Weighted-average price per share$44.14 $42.30 $61.12 
Total purchase price$179 $768 $302 
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Note 18.16. Share-Based Awards
In connection with our February 2015 acquisition of Trulia, we assumedZillow Group, Inc. 2020 Incentive Plan
On June 9, 2020, the obligations of Zillow and Trulia outstanding under pre-existing stock plans. We intend that future equity grants will be made underGroup, Inc. 2020 Incentive Plan (the “2020 Plan”) became effective, which replaces the Zillow Group’s 2011Group, Inc. Amended and Restated 2011 Incentive Plan (as amended and/or restated(the “2011 Plan”), which became effective July 19, 2011. Subject to adjustment from time to time as provided in the “2011 Plan”) only (or2020 Plan, a successor thereto)total of 12 million shares of Class C capital stock are authorized for issuance under the 2020 Plan. In addition, shares previously available for new grants under the 2011 Plan as of June 9, 2020 and shares subject to outstanding awards under the 2011 Plan as of June 9, 2020 that on or after that date cease to be subject to such awards (other than by reason of exercise or settlement of the awards in vested or nonforfeitable shares) are also available for issuance under the 2020 Plan. The number of shares authorized under the 2020 Plan will be increased on the first day of each calendar year, beginning January 1, 2021 and ending on and including January 1, 2030, by an amount equal to the lesser of (a) 5% of our outstanding Class A common stock, Class B common stock and Class C capital stock on a fully diluted basis as of the end of the immediately preceding calendar year and (b) a number of shares determined by our Board. Shares issued under the 2020 plan may be issued from authorized and unissued shares of Class C capital stock. The 2020 Plan is administered by the Compensation Committee of the Board (the “Compensation Committee”). Under the terms of the 2020 Plan, the Compensation Committee may grant equity awards, including incentive or nonqualified stock options, restricted stock, restricted stock units, restricted units, stock appreciation rights, performance shares or performance units to employees, directors and consultants of Zillow Group and its subsidiaries. The Board has also authorized certain senior executive officers to grant equity awards under the 2020 Plan, within limits prescribed by our Board.
Options under the 2020 Plan are granted with an exercise price per share not less than 100% of the fair market value of our Class C capital stock on the grant date, with the exception of substituted option awards granted in connection with acquisitions, and are exercisable at such times and under such conditions as determined by the Compensation Committee. Any portion of an option that is not vested and exercisable on the date of a participant’s termination of service expires on such date. Employees generally forfeit their rights to exercise vested options three months following their termination of employment or 12 months following termination by reason of death, disability or retirement. Options granted under the 2020 Plan expire no later than ten years from the grant date and typically vest over a period of four years.
Restricted stock units granted under the 2020 Plan typically vest over a period of four years. Generally, any portion of a restricted stock unit that is not vested on the date of a participant’s termination of service expires on such date.
Zillow Group, Inc. Amended and Restated 2011 Incentive Plan
Options and restricted stock units that remain outstanding under the 2011 Plan have vesting and exercisability terms consistent with those described above for awards granted under the 2020 Plan.
Zillow Group, Inc. 2019 Equity Inducement Plan
On August 8, 2019, the 2019 Equity Inducement Plan (“Inducement Plan”) became effective. Subject to adjustment from time to time as provided in the Inducement Plan, 10,000,00010 million shares of Class C capital stock are available for issuance under the Inducement Plan. Shares issued under the Inducement Plan shall be drawn from authorized and unissued shares of Class C capital stock. The purpose of the Inducement Plan is to attract, retain and motivate certain new employees of the Company and its subsidiaries by providing them the opportunity to acquire a proprietary interest in the Company and to align their interests and efforts to the long-term interests of the Company’s shareholders. Each award under the Inducement Plan is intended to qualify as an employment inducement award pursuant to Listing Rule 5635(c) of the corporate governance rules of the NASDAQ Stock Market. The Inducement Plan is administered by the compensation committee of the board of directors.Compensation Committee. Under the terms of the Inducement Plan, the compensation committeeCompensation Committee may grant equity awards, including incentive stock options, nonqualified stock options, restricted stock or restricted stock units or restricted units to new employees of the Company and its subsidiaries. The Inducement Plan provides that in the event of a stock dividend, stock split or similar event, the maximum number and kind of securities available for issuance under the plan will be proportionally adjusted.
Options under the Inducement Plan are granted with an exercise price per share not less than 100% of the fair market value of our Class C capital stock on the date of grant, with the exception of substituted option awards granted in connection with acquisitions, and are exercisable at such times and under such conditions as determined by the compensation committee.Compensation Committee. Any portion of an option that is not vested and exercisable on the date of a participant’s termination of service generally expires on such date. Employees generally forfeit their rights to exercise vested options 3three months following their termination of employment or 12 months following termination by reason of death, disability or retirement. Options granted under the Inducement Plan expire ten years from the grant date and vest 25% after 12 months and quarterly thereafter over the next three years.
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Restricted stock units granted under the Inducement Plan vest 25% after 12 months and quarterly thereafter over the next three years. AnyIn general, any portion of a restricted stock unit that is not vested on the date of a participant’s termination of service expires on such date.
Zillow Group, Inc. Amended and Restated 2011 Incentive PlanOption Award Repricing
On July 19, 2011,August 3, 2022, upon recommendation of the 2011 Plan became effective. In additionCompensation Committee, the Board approved adjustments to the share reserveexercise price of 18,400,000 shares,certain outstanding vested and unvested option awards for eligible employees. The exercise price of eligible option awards was reduced to $38.78, which was the numberclosing market price of shares available for issuance under the 2011 Plan automatically increases on the first day of each of our fiscal years by a number of shares equal to the least of (a) 3.5% of our outstanding Class A common stock, Class B common stock, and Class C capital stock on a fully diluted basis asAugust 8, 2022. No other changes were made to the terms and conditions of the end of our immediately preceding fiscal year, (b) 10,500,000 shares, and (c) a lesser amount determined by our board of directors; provided, however, that any shares from any increases in previous years that are not actually issued will continue to be availableeligible option awards.
We have accounted for issuance under the 2011 Plan. In addition, shares previously available for grant under Zillow, Inc.’s 2005 Equity Incentive Plan (the “2005 Plan”), but not issued or subject to outstanding awards under the 2005 Plan as of July 19, 2011, and shares subject to outstanding awards under the 2005 Plan that subsequently cease to be subject to such awards (other than by reason of exercisereprice of the awards) are available for grant undereligible option awards as an equity modification whereby the 2011 Plan. The 2011 Plan is administered byincremental fair value attributable to the compensation committee of the board of directors. Under the terms of the 2011 Plan, the compensation committee may grant equityrepriced option awards, including incentive stock options, nonqualified stock options, restricted stock, restricted stock units or restricted units to employees, officers, directors, consultants, agents, advisers and independent contractors. The board of directors has also authorized certain senior executive officers to grant equity awards under the 2011 Plan, within limits prescribed by our board of directors. The 2011 Plan provides that in the event of a stock dividend, stock split or similar event, the maximum number and kind of securities available for issuance under the plan will be proportionally adjusted.
Options under the 2011 Plan are granted with an exercise price per share not less than 100% of the fair market value of our stockas measured on the date of grant, with the exceptionreprice, will be recognized as additional share-based compensation expense. The weighted-average total fair value of substitutedoptions repriced was $67.58. The reprice impacted 7 million stock option awards, grantedaffected 3,348 employees and is expected to result in connectionincremental share-based compensation expense of $66 million in total, of which $33 million was recognized during the year ended December 31, 2022, including amounts associated with acquisitions, and are exercisable at such times and under such conditions as determined by the compensation committee. Any portion of an option that is not vested and exercisable on the date of a participant’s termination of service expires on such date. Employees generally forfeit their rights to exercise vested options 3 months following their termination of employment or 12 months following termination by reason of death, disability or retirement. Options granted under the 2011 Plan typically expire seven or ten years from the grant date and typically vest either 25% after 12 months and ratably thereafterawards. The remaining expense will be recognized over the next 36 months or quarterly over aremaining requisite service period of four years, though certain options have been granted with alternative vesting schedules.
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Restricted stock units granted under the 2011 Plan typically vest either 25% after 12 months and quarterly thereafter over the next three years, quarterly over a period of four years, or 12.5% after 6 months and quarterly thereafter for the next 3.5 years. Any portion of a restricted stock unit that is not vested on the date of a participant’s termination of service expires on such date.
Trulia 2005 Stock Incentive Plan
Trulia granted options under its 2005 Stock Incentive Plan (as amended, “the 2005 Plan”) until September 2012 when the 2005 Plan was terminated. Stock options issued prior to the plan termination remained outstanding in accordance with their terms. Options granted under the 2005 Plan generally vest at a rate of 25% after 12 months and ratably thereafter over the next 36 months and expire 10 years from the grant date. Certain options vest monthly over two to four years.
Trulia 2012 Equity Incentive Plan, as Amended and Restated
On September 19, 2012, Trulia’s 2012 Equity Incentive Plan (the “2012 Plan”) became effective. The 2012 Plan provides for the grant of incentive and nonqualified stock options, restricted stock, restricted stock units, stock appreciation rights, performance units and performance shares to employees, directors and consultants. Under the 2012 Plan, stock options are granted at a price per share not less than 100% of the fair market value per share of the underlying stock at the grant date. The plan administrator determines the vesting period for each option award on the grant date, and the options generally expire 10 years from the grant date or such shorter term as may be determined for the options. No new equity awards will be made under the 2012 Plan.original awards.
Option Awards
The following table summarizes all option award activity for the year ended December 31, 2019:2022:
Number
of Shares
Subject to
Existing
Options (in thousands)
Weighted-
Average
Exercise
Price Per
Share
Weighted-
Average
Remaining
Contractual
Life (Years)
Aggregate
Intrinsic
Value
(in millions)
Outstanding at January 1, 202225,746 $72.86 7.48$354 
Granted7,527 45.22 
Exercised(1,129)39.97 
Forfeited or cancelled(3,546)83.46 
Outstanding at December 31, 202228,598 44.90 7.0815 
Vested and exercisable at December 31, 202216,813 44.67 5.9814 
Number
of Shares
Subject to
Existing
Options
Weighted-
Average
Exercise
Price Per
Share
Weighted-
Average
Remaining
Contractual
Life (Years)
Aggregate
Intrinsic
Value
(in thousands)
Outstanding at January 1, 201927,310,110  $34.04  6.23$97,941  
Granted7,950,882  39.53  
Exercised(2,918,053) 22.43  
Forfeited or cancelled(2,708,643) 41.77  
Outstanding at December 31, 201929,634,296  35.95  6.28331,107  
Vested and exercisable at December 31, 201918,587,087  33.01  4.86257,029  
The following assumptions were used to determine the fair value of optionsall option awards granted is estimated at the date of grant using the Black-Scholes-Merton option-pricing model, assuming no dividends and with the following assumptions for the periods presented:
Year Ended December 31,
201920182017
Expected volatility45% – 47%  42% – 45%45% – 49%
Expected dividend yield—  —  —  
Risk-free interest rate1.60% – 2.53%  2.52% – 2.84%1.67% – 2.06%
Weighted-average expected life4.75 – 5.25 years4.50 – 5.00 years4.25 – 4.75 years
Weighted-average fair value of options granted$16.52  $19.11  $14.51  
Year Ended December 31,
202220212020
Expected volatility55% – 61%52% – 58%45% – 52%
Risk-free interest rate1.94% – 3.95%0.57% – 1.15%0.22% – 0.93%
Weighted-average expected life4.50 – 6.00 years4.50 – 5.75 years4.50 – 5.50 years
Weighted-average fair value of options granted$23.25$54.55$22.50
As of December 31, 2019,2022, there was a total of $169.1$409 million in unrecognized compensation cost related to unvested stock options,option awards, which is expected to be recognized over a weighted-average period of 2.82.5 years.
The total intrinsic value of options exercised during the years ended December 31, 2019, 20182022, 2021 and 20172020 was $51.1$13 million, $161.4$310 million and $156.1$564 million, respectively. The fair value of options vested for the years ended December 31, 2019, 20182022, 2021 and 20172020 was $100.1$226 million, $87.7$173 million and $84.8$85 million, respectively.
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Restricted Stock Units
The following table summarizes activity for all restricted stock units for the year ended December 31, 2019:2022:
Restricted
Stock Units
Weighted-
Average Grant-
Date Fair
Value
Unvested outstanding at January 1, 20195,266,324  $42.19  
Granted5,313,377  38.18  
Vested(2,244,631) 40.04  
Forfeited or cancelled(1,282,303) 41.35  
Unvested outstanding at December 31, 20197,052,767  40.01  
Restricted
Stock Units (in thousands)
Weighted-
Average Grant-
Date Fair
Value
Unvested outstanding at January 1, 20226,074 $66.51 
Granted12,066 41.72 
Vested(4,722)52.39 
Forfeited(2,488)59.48 
Unvested outstanding at December 31, 202210,930 46.85 
The total fair value of vested restricted stock units was $89.9 million, $62.0 million and $43.7 million, respectively, forthat vested during the years ended December 31, 2019, 20182022, 2021 and 2017.2020 was $247 million, $152 million and $125 million, respectively.
The fair value of the outstanding restricted stock units is based on the market value of our Class A common stock or Class C capital stock, as applicable on the date of grant, and will be recorded as share-based compensation expense over the vesting period. As of December 31, 2019,2022, there was $260.0$470 million of total unrecognized compensation cost related to restricted stock units, which is expected to be recognized over a weighted-average period of 3.02.5 years.
Share-Based Compensation Expense
The following table presents the effects of share-based compensation expense in our consolidated statements of operations during the periods presented (in thousands)millions):
Year Ended December 31,
201920182017
Cost of revenue$3,978  $4,127  $3,884  
Sales and marketing25,126  22,942  22,735  
Technology and development69,921  56,673  39,938  
General and administrative99,877  65,342  47,014  
Total$198,902  $149,084  $113,571  
On February 21, 2019, Zillow Group announced the appointment of Richard N. Barton as Zillow Group’s Chief Executive Officer, effective February 21, 2019. Mr. Barton succeeds Spencer Rascoff, who served as Zillow Group’s Chief Executive Officer since 2010 and who remains a member of Zillow Group’s board of directors. In connection with Mr. Rascoff’s resignation as Chief Executive Officer, Zillow Group entered into an Executive Departure Agreement and Release (the “Agreement”) with Mr. Rascoff. Pursuant to the Agreement, Mr. Rascoff remained a full-time employee of Zillow Group until March 22, 2019 (the “Departure Date”) in order to provide transition services until such date. Pursuant to the Agreement, Mr. Rascoff received, among other things, accelerated vesting of outstanding stock options held by Mr. Rascoff as of the Departure Date by an additional eighteen months from the Departure Date. Options not vested as of the Departure Date, taking into account the foregoing vesting acceleration, were terminated. Each of Mr. Rascoff’s vested stock options outstanding as of the Departure Date will remain exercisable until, except for any later date contemplated by the following proviso, the earlier of (x) the third anniversary of the Departure Date and (y) the latest day upon which the option would have expired by its original terms under any circumstances (the “Option Expiration Outside Date”); provided, however, that the options will remain exercisable for so long as Mr. Rascoff serves on Zillow Group’s board of directors (but not later than any applicable Option Expiration Outside Date), and if Mr. Rascoff ceases to serve on Zillow Group’s board of directors on or after the third anniversary of the Departure Date, each option will remain exercisable until the earlier of (i) ninety days from the final date of Mr. Rascoff’s service on Zillow Group’s board of directors and (ii) the applicable Option Expiration Outside Date. The change in the exercise period of the options as well as the vesting acceleration pursuant to the Agreement have been accounted for as equity modifications, and we recorded $26.4 million of share-based compensation expense associated with the modifications in the year ended December 31, 2019. We measured the modification charge by calculating the incremental fair value of the modified award compared to the fair value of the original award immediately prior to the modification. The value of the modified awards as of the modification date was estimated using the Black-Scholes-Merton option-pricing model, assuming no dividends, expected volatility of 46%-47%, a risk-free interest rate of 2.47%-2.49% and a weighted-average expected life of 3.84-5.25 years.
Year Ended December 31,
202220212020
Cost of revenue$16 $$
Sales and marketing63 42 28 
Technology and development165 103 67 
General and administrative189 122 69 
Impairment and restructuring costs— 
Share-based compensation - continuing operations
435 277 170 
Share-based compensation - discontinued operations
16 40 27 
Total share-based compensation$451 $317 $197 
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Note 19.17. Net Loss Per Share
Basic net loss per share isand basic income (loss) from continuing operations per share are computed by dividing net loss or income (loss) from continuing operations, as applicable, by the weighted-average number of shares (including Class A common stock, Class B common stock and Class C capital stock) outstanding during the period. In the calculation of basic net loss per share and basic income (loss) from continuing operations per share, undistributed earnings are allocated assuming all earnings during the period were distributed.
Diluted net loss per share and diluted net income (loss) from continuing operations per share is computed by dividing net loss or net income (loss) from continuing operations, as applicable, by the weighted-average number of shares (including Class A common stock, Class B common stock and Class C capital stock) outstanding during the period, which is calculated based on net income (loss) from continuing operations, and potentially dilutive Class A common stock and Class C capital stock equivalents, except in cases where the effect of the Class A common stock or Class C capital stock equivalent would be antidilutive. Potential Class A common stock and Class C capital stock equivalents consist of Class A common stock and Class C capital stock issuable upon exercise of stock options and Class A common stock and Class C capital stock underlying unvested restricted stock awards and unvested restricted stock units using the treasury stock method. Potential Class A common stock equivalents also include Class A common stock issuable upon conversion of the convertible senior notes due in 2020 using the if-converted method.method through the date of their last conversion in December 2020.
Since
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Prior to the Company expectssecond half of 2020, we used the treasury stock method to settle the principal amountcalculate any potential dilutive effect of the conversion spread of our outstanding convertible senior notes maturing in 2021, 2023, 2024 and 2026 in cash,on diluted net income per share, if applicable. Effective July 1, 2020, on a prospective basis we have applied the Company uses the treasury stockif-converted method for calculating any potential dilutive effect of the conversion spreadof the outstanding convertible notes on diluted net income per share, if applicable. The conversion spread for each of the notes has a dilutive impact on diluted net income per share when the market price of the Company’s Class C capital stock at the end of the period exceeds the conversion price per share.
The following table presents the conversion spreadmaximum number of shares and conversion price per share of Class C capital stock for each of the convertible senior notesNotes based on the aggregate principal amount outstanding as of December 31, 2022 (in thousands, except per share amounts):
Maturity DateSharesConversion Price per Share
September 1, 202611,464 $43.51 
May 15, 20258,408 67.20 
September 1, 202413,983 43.51 
For the periods presented, the following table reconciles the denominators used in the basic and diluted net loss and net income (loss) from continuing operations per share calculations (in thousands):
 Year Ended December 31,
 202220212020
Denominator for basic calculation242,163 249,937 223,848 
Effect of dilutive securities:
Option awards— 9,304 5,062 
Unvested restricted stock units— 2,585 2,187 
Convertible senior notes maturing 2020— — 338 
Denominator for dilutive calculation242,163 261,826 231,435 

Maturity DateConversion SpreadConversion Price per Share
September 1, 202611,492  $43.51  
September 1, 202415,468  43.51  
July 1, 20234,769  78.37  
December 1, 20218,785  52.36  

For the periods presented, the following Class A common stock and Class C capital stock equivalents were excluded from the calculations of diluted net loss per share and diluted net income (loss) from continuing operations per share because their effect would have been antidilutive (in thousands):
Year Ended December 31,
201920182017
Weighted-average Class A common stock and Class C capital stock option awards outstanding19,183  22,736  27,998  
Weighted-average Class A common stock and Class C capital stock restricted stock units outstanding6,765  4,949  4,262  
Class A common stock issuable upon conversion of the convertible senior notes due in 2020404  400  435  
Class C capital stock issuable related to conversion spread on the 2024 and 2026 Notes439  —  —  
Total Class A common stock and Class C capital stock equivalents26,791  28,085  32,695  
Year Ended December 31,
202220212020
Weighted-average Class A common stock and Class C capital stock option awards outstanding15,759 2,455 12,338 
Weighted-average Class A common stock and Class C capital stock restricted stock units outstanding9,015 1,173 4,192 
Class C capital stock issuable upon conversion of the convertible notes maturing in 2021, 2023, 2024, 2025 and 202633,855 36,540 24,182 
Total Class A common stock and Class C capital stock equivalents58,629 40,168 40,712 
In the event of liquidation, dissolution, distribution of assets or winding-up of the Company, the holders of all classes of common and capital stock have equal rights to receive all the assets of the Company after the rights of the holders of preferred stock have been satisfied. We have not presented net loss per share under the two-class method for our Class A common stock, Class B common stock and Class C capital stock because it would be the same for each class due to equal dividend and liquidation rights for each class.
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Note 20.18. Commitments and Contingencies
Interest Rate Lock Commitments
We have entered into IRLCs with prospective borrowers under our mortgage origination business whereby we commit to lend a certain loan amount under specific terms and at a specific interest rate to the borrower. These commitments are treated as derivatives and are carried at fair value. For additional information regarding our IRLCs, see Note 4 to our consolidated financial statements.
Lease Commitments
We have entered into various non-cancelable operating lease agreements for certain of our office space and equipment with original lease periods expiring between 20202023 and 2030.2032. For additional information regarding our lease agreements, see Note 14.
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12 to our consolidated financial statements.
Purchase Commitments
Purchase commitments primarily include various non-cancelable agreements to purchase content related to our mobile applications and websites and certain cloud computing services as well as homes we are under contract to purchase through Zillow Offers but that have not closed as of the respective date.services. The amounts due for non-cancelable purchase commitments excluding homes under contract as of December 31, 20192022 are as follows (in thousands)millions):
Purchase Obligations
2023$79 
202421 
2025
2026
Total future purchase commitments$111 
Purchase Obligations
2020$65,375  
202132,507  
2022507  
2023507  
Total future purchase commitments$98,896  
Escrow Balances

AsIn conducting our title and escrow operations through Zillow Closing Services, we routinely hold customers’ assets in escrow, pending completion of real estate transactions, and are responsible for the proper disposition of these balances for our customers. Certain of these amounts are maintained in segregated bank accounts and have not been included in the accompanying consolidated balance sheets. These balances were not material as of December 31, 2019, the value2022 and $55 million as of homes under contract that have not closed was $163.4 million.December 31, 2021, and pertain to discontinued operations.
Letters of Credit
As of December 31, 20192022 and 2018,2021, we have outstanding letters of credit of approximately $16.9$16 million and $17 million, respectively, which secure our lease obligations in connection with certain of our office space operating leases.
Surety Bonds
In the course of business, we are required to provide financial commitments in the form of surety bonds to third parties as a guarantee of our performance on and our compliance with certain obligations. If we were to fail to perform or comply with these obligations, any draws upon surety bonds issued on our behalf would then trigger our payment obligation to the surety bond issuer. We have outstanding surety bonds issued for our benefit of approximately $10.2$13 million and $8.9$12 million respectively, as of December 31, 20192022 and December 31, 2018.2021, respectively.
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Legal Proceedings
We are involved in a number of legal proceedings concerning matters arising in connection with the conduct of our business activities, some of which are at preliminary stages and some of which seek an indeterminate amount of damages. We regularly evaluate the status of legal proceedings in which we are involved to assess whether a loss is probable or there is a reasonable possibility that a loss or additional loss may have been incurred to determine if accruals are appropriate. We further evaluate each legal proceeding to assess whether an estimate of possible loss or range of loss can be made if accruals are not appropriate. For certain cases described below, management is unable to provide a meaningful estimate of the possible loss or range of possible loss because, among other reasons, (i) the proceedings are in preliminary stages; (ii) specific damages have not been sought; (iii) damages sought are, in our view, unsupported and/or exaggerated; (iv) there is uncertainty as to the outcome of pending appeals or motions; (v) there are significant factual issues to be resolved; and/or (vi) there are novel legal issues or unsettled legal theories presented. For these cases, however, management does not believe, based on currently available information, that the outcomes of these proceedings will have a material effect on our financial position, results of operations or cash flow. For the matters discussed below, we have not recorded any material accruals as of December 31, 20192022 or 2018.2021.

In July 2015, VHT, Inc. (“VHT”) filed a complaint against us in the U.S. District Court for the Western District of Washington alleging copyright infringement of VHT’s images on the Zillow Digs site. In January 2016, VHT filed an amended complaint alleging copyright infringement of VHT’s images on the Zillow Digs site as well as the Zillow listing site. In December 2016, the court granted a motion for partial summary judgment that dismissed VHT’s claims with respect to the Zillow listing site. A federal jury trial began on January 23, 2017, and on February 9, 2017, the jury returned a verdict finding that the Company had infringed VHT’s copyrights in images displayed or saved to the Digs site. The jury awarded VHT $79,875 in actual damages and approximately $8.2 million in statutory damages. In March 2017, the Company filed motions in the district court seeking judgment for the Company on certain claims that are the subject of the verdict, and for a new trial on others. On June 20, 2017, the district court granted in part our motions, finding that VHT failed to present sufficient evidence to prove direct copyright infringement for a portion of the images, reducing the total damages to approximately $4.1 million. On March 15, 2019, after the Company had filed an appeal with the Ninth Circuit Court of Appeals seeking review of the final judgment and certain prior rulings entered by the district court, the Ninth Circuit Court of Appeals issued an opinion that, among other things, (i) affirmed the district court’s grant of summary judgment in favor of Zillow on direct infringement of images on Zillow’s listing site, (ii) affirmed the district court’s grant in favor of Zillow of judgment notwithstanding the verdict on certain images that were displayed on the Zillow Digs site, (iii) remanded consideration of the
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issue whether VHT’s images on the Zillow Digs site were part of a compilation or individual photos, and (iv) vacated the jury’s finding of willful infringement. On October 7, 2019, the United States Supreme Court denied VHT’s petition for writ of certiorari seeking review of certain rulings by the Ninth Circuit Court of Appeals. On December 9, 2019, the Company filed a motion for summary judgment with the district court seeking a ruling that VHT’s images are a compilation, or in the alternative, seeking a dismissal of the case based on a recent United States Supreme Court ruling. We do not believe there is a reasonable possibility that a material loss may be incurred related to this complaint.
In August and September 2017, 2two purported class action lawsuits were filed against us and certain of our executive officers, alleging, among other things, violations of federal securities laws on behalf of a class of those who purchased our common stock between February 12, 2016 and August 8, 2017. One of those purported class actions, captioned Vargosko v. Zillow Group, Inc. et al, was brought in the U.S. District Court for the Central District of California. The other purported class action lawsuit, captioned Shotwell v. Zillow Group, Inc. et al, was brought in the U.S. District Court for the Western District of Washington. The complaints allege, among other things, that during the period between February 12, 2016 and August 8, 2017, we issued materially false and misleading statements regarding our business practices. The complaints seek to recover, among other things, alleged damages sustained by the purported class members as a result of the alleged misconduct. In November 2017, an amended complaint was filed against us and certain of our executive officers in the Shotwell v. Zillow Group purported class action lawsuit, extending the beginning of the class period to November 17, 2014. In January 2018, the Vargosko v. Zillow Group purported class action lawsuit was transferred to the U.S. District Court for the Western District of Washington and consolidated with the Shotwell v. Zillow Group purported class action lawsuit. In February 2018, the plaintiffs filed a consolidated amended complaint, and in April 2018, we filed our motion to dismiss the consolidated amended complaint. In October 2018, our motion to dismiss was granted without prejudice, and in November 2018, the plaintiffs filed a second consolidated amended complaint, which we moved to dismiss in December 2018. On April 19, 2019, our motion to dismiss the second consolidated amended complaint was denied, and we filed our answer to the second amended complaint on May 3, 2019.denied. On October 11, 2019, plaintiffs filed a motion for class certification. Wecertification which was granted by the court on October 28, 2020. On February 17, 2021, the Ninth Circuit Court of Appeals denied our petition for review of that decision. On October 21, 2022, the parties jointly filed a notice of settlement with the U.S. District Court for the Western District of Washington to inform the court that the parties have deniedreached an agreement in principle to settle this action. The proposed settlement is subject to the allegationsnegotiation and execution of wrongdoinga settlement agreement and intendcourt approval thereof. The full amount of the settlement payment is expected to vigorously defendbe paid by the claims in this lawsuit. We do not believe a loss related to this complaint is probable.Company’s insurance carriers under its insurance policy.
In October and November 2017 and January and February 2018, 4four shareholder derivative lawsuits were filed in the U.S. District Court for the Western District of Washington and the Superior Court of the State of Washington, King County, against certain of our executive officers and directors seeking unspecified damages on behalf of the Company and certain other relief, such as reform to corporate governance practices. The plaintiffs in the derivative suits (in which the Company is a nominal defendant) allege, among other things, that the defendants breached their fiduciary duties in connection with oversight of the Company’s public statements and legal compliance, and as a result of the breach of such fiduciary duties, the Company was damaged, and defendants were unjustly enriched. Certain of the plaintiffs also allege, among other things, violations of Section 14(a) of the Securities Exchange Act of 1934 and waste of corporate assets. On February 5, 2018, the U.S. District Court for the Western District of Washington consolidated the 2two federal shareholder derivative lawsuits pending in that court.court (the “Federal Suit”). On February 16, 2018, the Superior Court of the State of Washington, King County, consolidated the 2two shareholder derivative lawsuits pending in that court. All 4 of the shareholder derivative lawsuitscourt (the “State Suit”). The Federal Suit and State Suit were stayed until our motion to dismiss the second consolidated amended complaint in the securities class action lawsuit discussed above was denied in April 2019. On July 8, 2019, the plaintiffs in the consolidated federal derivative lawsuitFederal Suit filed a consolidated shareholder derivative complaint, which we moved to dismiss on August 22, 2019. We do not believeOn February 28, 2020, our motion to dismiss the Federal Suit was denied. On February 16, 2021, the court in the State Suit matter stayed the action. On March 5, 2021, a lossnew shareholder derivative lawsuit was filed in the U.S. District Court for the Western District of Washington against certain of our executive officers and directors seeking unspecified damages on behalf of the Company and certain other relief, such as reform to corporate governance practices, alleging, among other things, violations of federal securities laws. The U.S. District Court for the Western District of Washington formally consolidated the new lawsuit with the other consolidated Federal Suit pending in that court on June 15, 2021. On November 14, 2022, the parties jointly filed a stipulation with the U.S. District Court for the Western District of Washington informing the court that, among other things, they have agreed in principle to all material terms of a settlement.
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The proposed settlement is probable relatedsubject to these lawsuits.the execution of a settlement agreement and court approval thereof. The full amount of plaintiffs’ attorneys’ fees and costs associated with the settlement is expected to be paid by the Company’s insurance carriers under its insurance policy.
On September 17, 2019, International Business Machines Corporation (“IBM”) filed a complaint against us in the United StatesU.S. District Court for the Central District of California, alleging, among other things, that the Company has infringed and continues to willfully infringe 7seven patents held by IBM and seeks unspecified damages, including a request that the amount of compensatory damages be trebled, injunctive relief and costs and reasonable attorneys’ fees. On November 8, 2019, we filed a motion to transfer venue and/or to dismiss the complaint. On December 2, 2019, IBM filed an amended complaint. Oncomplaint, and on December 16, 2019 we filed a renewed motion to transfer venue and/or to dismiss the Companycomplaint. The Company’s motion to transfer venue to the U.S. District Court for the Western District of Washington was granted on May 28, 2020. On August 12, 2020, IBM filed its answer to our counterclaims. On September 18, 2020, we filed four Inter Partes Review (“IPR”) petitions before the U.S. Patent and Trial Appeal Board (“PTAB”) seeking the Board’s review of the patentability with respect to three of the patents asserted by IBM in the lawsuit. On March 15, 2021, the PTAB instituted IPR proceedings with respect to two of the three patents for which we filed petitions. On March 22, 2021, the PTAB denied institution with respect to the last of the three patents. On January 22, 2021, the court partially stayed the action with respect to all patents for which we filed an IPR and set forth a motion schedule. On March 8, 2021, IBM filed its second amended complaint. On March 25, 2021, we filed an amended motion for judgment on the pleadings. On July 15, 2021, the court rendered an order in connection with the motion for judgment on the pleadings finding in our favor on two of the four patents on which we filed our motion. On August 31, 2021, the Court ruled that the parties will proceed with respect to the two patents for which it previously denied judgment, and vacated the stay with respect to one of the three patents for which Zillow filed an IPR, which stay was later reinstated by stipulation of the parties on May 18, 2022. On September 23, 2021, IBM filed a notice of appeal with the United States Court of Appeals for the Federal Circuit with respect to the August 31, 2021 judgment entered, which judgment was affirmed by the Federal Circuit on October 17, 2022. On March 3, 2022, the PTAB ruled on Zillow’s two remaining IPRs finding that Zillow was able to prove certain claims unpatentable, and others it was not. On October 28, 2022, the court found one of the two patents upon which the parties were proceeding in this action as invalid, and dismissed IBM’s claim relating to that patent. Following the court’s ruling, on October 28, 2022, the parties filed a joint stipulation with the court seeking a stay of this action, which was granted by the court on November 1, 2022. On November 25, 2022, Zillow filed a motion to transfer venue and join an IPR petition within Ebates Performance Mktg., Inc. d/b/a motion to dismissRakuten Rewards v. Intl Bus. Machs. Corp., IPR2022-00646 concerning the complaint.final remaining patent in this action. We deny the allegations of any wrongdoing and intend to vigorously defend the claims in the lawsuit. There is a reasonable possibility that a loss may be incurred related to this complaint;matter; however, the possible loss or range of loss is not estimable.
On July 21, 2020, IBM filed a second action against us in the U.S. District Court for the Western District of Washington, alleging, among other things, that the Company has infringed and continues to willfully infringe five patents held by IBM and seeks unspecified damages. On September 14, 2020, we filed a motion to dismiss the complaint filed in the action, to which IBM responded by the filing of an amended complaint on November 5, 2020. On December 18, 2020, we filed a motion to dismiss IBM’s first amended complaint. On December 23, 2020, the Court issued a written order staying this case in full. On July 23, 2021, we filed an IPR with the PTAB with respect to one patent included in the second lawsuit. On October 6, 2021, the stay of this action was lifted, except for proceedings relating to the one patent for which we filed an IPR. On December 1, 2021, the Court dismissed the fourth claim asserted by IBM in its amended complaint. On December 16, 2021 Zillow filed a motion to dismiss the remaining claims alleged in IBM’s amended complaint. On March 9, 2022, the Court granted Zillow’s motion to dismiss in full, dismissing IBM’s claims related to all the patents asserted by IBM in this action, except for the one patent for which an IPR was still pending. On March 10, 2022, the PTAB rendered its decision denying Zillow’s IPR on the one remaining patent, for which this case continues to remain stayed. On August 1, 2022, IBM filed an appeal of the Court’s ruling with respect to two of the dismissed patents. Zillow’s responsive brief was filed on September 30, 2022, and IBM’s reply brief was filed on November 4, 2022. We deny the allegations of any wrongdoing and intend to vigorously defend the claims in the lawsuit. There is a reasonable possibility that a loss may be incurred related to this matter; however, the possible loss or range of loss is not estimable.
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On November 16, 2021, November 19, 2021 and January 6, 2022, three purported class action lawsuits were filed against us and certain of our executive officers, alleging, among other things, violations of federal securities laws on behalf of a class of those who purchased our stock between August 7, 2020 and November 2, 2021. The three purported class action lawsuits, captioned Barua v. Zillow Group, Inc. et al., Silverberg v. Zillow Group, et al. and Hillier v. Zillow Group, Inc. et al. were brought in the U.S. District Court for the Western District of Washington and were consolidated on February 16, 2022. On May 12, 2022, the plaintiffs filed their amended consolidated complaint which alleges, among other things, that we issued materially false and misleading statements regarding our Zillow Offers business. The complaints seek to recover, among other things, alleged damages sustained by the purported class members as a result of the alleged misconduct. We moved to dismiss the amended consolidated complaint on July 11, 2022, plaintiffs filed their opposition to the motion to dismiss on September 2, 2022, and we filed a reply in support of the motion to dismiss on October 11, 2022. On December 7, 2022, the court rendered its decision granting defendants’ motion to dismiss, in part, and denying the motion, in part. On January 23, 2023, the defendants filed their answer to the consolidated complaint. We intend to deny the allegations of wrongdoing and intend to vigorously defend the claims in this consolidated lawsuit. We do not believe that a loss related to this consolidated lawsuit is probable.
On March 10, 2022, May 5, 2022 and July 20, 2022 shareholder derivative suits were filed in the U.S. District Court for the Western District of Washington and on July 25, 2022, a shareholder derivative suit was filed in the Superior Court of the State of Washington, King County (the “2022 State Suit”), against us and certain of our executive officers and directors seeking unspecified damages on behalf of the Company and certain other relief, such as reform to corporate governance practices. The plaintiffs (including the Company as a nominal defendant) allege, among other things, that the defendants breached their fiduciary duties by failing to maintain an effective system of internal controls, which purportedly caused the losses the Company incurred when it decided to wind down Zillow Offers operations. Plaintiffs also allege, among other things, violations of Section 14(a) and Section 20(a) of the Securities Exchange Act of 1934, insider trading and waste of corporate assets. On June 1, 2022 and September 14, 2022, the U.S. District Court for the Western District of Washington issued orders consolidating the three federal derivative suits and staying the consolidated action until further order of the court. On September 15, 2022, the Superior Court of the State of Washington entered a temporary stay in the 2022 State Suit. Upon the filing of the defendants’ answer in the related securities class action lawsuit on January 23, 2023, the stay in the 2022 State Suit was lifted. The defendants intend to deny the allegations of wrongdoing and vigorously defend the claims in these lawsuits. We do not believe that a loss related to these lawsuits is probable.
In addition to the matters discussed above, from time to time, we are involved in litigation and claims that arise in the ordinary course of business. Although we cannot be certain of the outcome of any such litigation or claims, nor the amount of damages and exposure that we could incur, we currently believe that the final disposition of such matters will not have a material effect on our business, financial position, results of operations or cash flow. Regardless of the outcome, litigation can have an adverse impact on us because of defense and settlement costs, diversion of management resources and other factors.
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Indemnifications
In the ordinary course of business, we enter into contractual arrangements under which we agree to provide indemnification of varying scope and terms to business partners and other parties with respect to certain matters, including, but not limited to, losses arising out of the breach of such agreements and out of intellectual property infringement claims made by third parties. In addition, we have agreements that indemnify certain issuers of surety bonds against losses that they may incur as a result of executing surety bonds on our behalf. For our indemnification arrangements, payment may be conditional on the other party making a claim pursuant to the procedures specified in the particular contract. Further, our obligations under these agreements may be limited in terms of time and/or amount, and in some instances, we may have recourse against third parties for certain payments. In addition, we have indemnification agreements with certain of our directors and executive officers that require us, among other things, to indemnify them against certain liabilities that may arise by reason of their status or service as directors or officers. The terms of such obligations may vary.
Note 21. Related Party Transactions
On April 3, 2019, we entered into a Charter Service Agreement with Executive Jet Management, Inc. for the occasional use by us of an aircraft owned by an entity that is owned by Mr. Lloyd Frink, our Executive Chairman and President, for business travel. We recognized approximately $0.3 million in expenses pursuant to the Charter Service Agreement for the year ended December 31, 2019.
Note 22. Self-Insurance
We are self-insured for medical benefits and dental benefits for all qualifying Zillow Group employees. The medical plan carries a stop-loss policy which provides protection when cumulative medical claims exceed 125% of expected claims for the plan year with a limit of $1.0 million and from individual claims during the plan year exceeding $500,000. We record estimates of the total costs of claims incurred based on an analysis of historical data and independent estimates. Our liability for self-insured claims is included within accrued compensation and benefits in our consolidated balance sheets and was $3.6 million and $3.9 million, respectively, as of December 31, 2019 and December 31, 2018.
Note 23.19. Employee Benefit Plan
We have a defined contribution 401(k) retirement plan covering Zillow Group employees who have met certain eligibility requirements (the “Zillow Group 401(k) Plan”). Eligible employees may contribute pretaxpre-tax compensation up to a maximum amount allowable under the Internal Revenue Service limitations. Employee contributions and earnings thereon vest immediately. We currently match up to 4% of employee contributions under the Zillow Group 401(k) Plan. The total expense related to the Zillow Group 401(k) Plan was $20.8$29 million, $16.0$27 million and $12.3$21 million, respectively, for the years ended December 31, 2019, 20182022, 2021 and 2017.2020.
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Note 24.20. Segment Information and Revenue
Beginning January 1, 2019, weWe have 3three operating and reportable segments, which have been identified based on the way in which our chief operating decision-maker manages our business, makes operating decisions and evaluates operating performance. The chief executive officer acts as the chief operating decision-maker and reviews financial and operational information for the Homes, Internet, Media & Technology (“IMT”), Mortgages and MortgagesHomes segments.
The Homes segment includes the financial results from Zillow Group’s purchase and sale of homes directly. The IMT segment includes the financial results for the Premier Agent Rentals and rentals marketplaces, as well as Other IMT, which includes our new construction marketplaces, dotloop,marketplace and display, as well as revenue from the sale of various other marketingadvertising and business products and services totechnology solutions for real estate professionals.professionals, including display, StreetEasy for-sale product offerings and ShowingTime+, which houses ShowingTime, Bridge Interactive, dotloop and interactive floor plans. In the first quarter of 2022, we began reporting rentals revenue as a separate revenue category within the IMT segment and prior period amounts have been recast to conform to this presentation. The Mortgages segment primarily includes the financial results for advertising sold to mortgage lenders and other mortgage professionals, mortgage originations through Zillow Home Loans and the sale of mortgages on the secondary market through Zillow Home Loans and advertising sold to mortgage lenders and other mortgage professionals. The Homes segment includes the financial results from title and escrow services performed by Zillow Closing Services and certain indirect costs of the Homes segment which do not qualify as welldiscontinued operations. As discussed in Note 3, the wind down of Zillow Offers was completed in the third quarter of 2022, and we have presented the financial results of Zillow Offers as Mortech mortgage software solutions.discontinued operations in our consolidated financial statements. Prior period amounts have been recast to conform to this presentation.
Revenue and costs are directly attributed to our segments when possible. However, due to the integrated structure of our business, certain costs incurred by one segment may benefit the other segments. These costs primarily include headcount-related expenses, general and administrative expenses including executive, finance, accounting, legal, human resources, recruiting and facilities costs, product development and data acquisition costs, costs related to operating our mobile applications and websites and marketing and advertising costs. These costs are allocated to each segment based on the estimated benefit each segment receives from such expenditures.
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The chief executive officer reviews information about our revenue categories as well as statement of operations data inclusive of lossincome (loss) from continuing operations before income taxes by segment. This information is included in the following tables for the periods presented (in thousands)millions):
 Year Ended December 31, 2022Year Ended December 31, 2021Year Ended December 31, 2020
IMTMortgagesHomesIMTMortgagesHomesIMTMortgagesHomes
Revenue:
Premier Agent$1,291 $— $— $1,396 $— $— $1,047 $— $— 
Rentals274 — — 264 — — 222 — — 
Other274 — — 226 — — 181 — — 
Mortgages— 119 — — 246 — — 174 — 
Total revenue1,839 119 — 1,886 246 — 1,450 174 — 
Cost of revenue (1)275 68 24 203 84 36 193 39 23 
Gross profit (loss)1,564 51 (24)1,683 162 (36)1,257 135 (23)
Operating expenses (1):
Sales and marketing572 79 13 552 109 54 441 60 34 
Technology and development438 50 10 318 32 71 260 23 41 
General and administrative375 85 38 258 72 84 225 44 55 
Impairment and restructuring costs12 — 74 — 
Acquisition-related costs— — — — — — — — 
Integration costs— — — — — — — — 
Total operating expenses1,397 218 69 1,138 214 218 1,000 130 130 
Income (loss) from continuing operations167 (167)(93)545 (52)(254)257 (153)
Segment other income (expense), net(7)— — — — 
Segment interest expense— (3)— — (5)— — (2)— 
Income (loss) from continuing operations before income taxes (2)$160 $(167)$(93)$545 $(52)$(254)$262 $$(153)
 Year Ended December 31, 2019Year Ended December 31, 2018Year Ended December 31, 2017
HomesIMTMortgagesHomesIMTMortgagesHomesIMTMortgages
Revenue:
Homes$1,365,250  $—  $—  $52,365  $—  $—  $—  $—  $—  
Premier Agent—  923,876  —  —  898,332  —  —  761,594  —  
Rentals—  164,173  —  —  134,587  —  —  102,544  —  
Other—  188,847  —  —  168,224  —  —  132,065  —  
Mortgages—  —  100,691  —  —  80,046  —  —  80,591  
Total revenue1,365,250  1,276,896  100,691  52,365  1,201,143  80,046  —  996,203  80,591  
Costs and expenses:
Cost of revenue1,315,345  98,522  18,154  49,392  96,693  7,505  —  80,310  4,893  
Sales and marketing171,634  488,909  53,585  17,134  502,785  32,702  —  415,739  32,462  
Technology and development78,994  365,769  32,584  21,351  363,712  25,755  —  297,007  22,978  
General and administrative81,407  243,636  41,133  22,002  220,564  19,587  —  192,581  18,235  
Impairment costs—  —  —  —  75,000  4,000  —  161,850  12,150  
Acquisition-related costs—  —  —  —  27  2,305  —  463  —  
Integration costs—  —  650  —  —  2,015  —  —  —  
Total costs and expenses1,647,380  1,196,836  146,106  109,879  1,258,781  93,869  —  1,147,950  90,718  
Income (loss) from operations(282,130) 80,060  (45,415) (57,514) (57,638) (13,823) —  (151,747) (10,127) 
Segment other income—  —  1,409  —  —  244  —  —  —  
Segment interest expense(29,990) —  (956) (2,177) —  (132) —  —  —  
Income (loss) before income taxes (1)$(312,120) $80,060  $(44,962) $(59,691) $(57,638) $(13,711) $—  $(151,747) $(10,127) 
(1) The following table presents depreciation and amortization expense and share-based compensation expense for each of our segments for the periods presented (in millions):
 Year Ended December 31, 2022Year Ended December 31, 2021Year Ended December 31, 2020
IMTMortgagesHomesIMTMortgagesHomesIMTMortgagesHomes
Depreciation and amortization expense$137 $11 $$99 $$13 $90 $$
Share-based compensation expense$356 $60 $17 $201 $34 $41 $135 $15 $20 
(1)
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(2) The following table presents the reconciliation of total segment lossincome (loss) from continuing operations before income taxes to consolidated lossincome (loss) from continuing operations before income taxes for the periods presented (in thousands)millions):
Year Ended December 31,
201920182017
Total segment loss before income taxes$(277,022) $(131,040) $(161,874) 
Corporate interest expense(70,846) (38,946) (27,517) 
Corporate other income38,249  19,026  5,385  
Consolidated loss before income taxes$(309,619) $(150,960) $(184,006) 
Year Ended December 31,
202220212020
Total segment income (loss) from continuing operations before income taxes$(100)$239 $114 
Corporate interest expense(32)(123)(136)
Corporate other income, net47 18 
Gain (loss) on extinguishment of debt— (17)
Consolidated income (loss) from continuing operations before income taxes$(85)$101 $(3)
Certain corporate items are not directly attributable to any of our segments, including the gain (loss) on extinguishment of debt, interest income earned on our short-term investments included in Otherother income, net and interest costs on our convertible senior notes included in Interestinterest expense.
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Item 9. Changes in and Disagreements with Accountants on Accounting and Financial Disclosure.
None.
Item 9A. Controls and Procedures.
Evaluation of Disclosure Controls and Procedures
The Company carried out an evaluation, with the participation of our management, and under the supervision of our Chief Executive Officer and Chief Financial Officer, of the effectiveness of our disclosure controls and procedures (as defined under Rule 13a-15(e) and Rule 15d-15(e) under the Securities Exchange Act)Act of 1934, as amended (the “Exchange Act”)) as of the end of the period covered by this report. Based upon that evaluation, our Chief Executive Officer and Chief Financial Officer concluded that our disclosure controls and procedures were effective as of December 31, 2019.
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2022.
Management’s Report on Internal Control Over Financial Reporting
Our management is responsible for establishing and maintaining adequate internal control over financial reporting, as such term is defined under Rule 13a-15(f) under the Exchange Act. Under the supervision and with the participation of our management, including our Chief Executive Officer and Chief Financial Officer, we conducted an evaluation of the effectiveness of our internal control over financial reporting based on the framework in Internal Control – Integrated Framework issued by the Committee of Sponsoring Organizations of the Treadway Commission (2013 framework). Based on our evaluation, our management concluded that our internal control over financial reporting was effective as of December 31, 2019.2022.
We intend to regularly review and evaluate the design and effectiveness of our disclosure controls and procedures and internal control over financial reporting on an ongoing basis and to improve these controls and procedures over time and to correct any deficiencies that we may discover in the future. While we believe the present design of our disclosure controls and procedures and internal control over financial reporting are effective, future events affecting our business may cause us to modify our controls and procedures.
The Company’s independent registered public accounting firm has issued an attestation report regarding its assessment of the effectiveness of the Company’s internal control over financial reporting as of December 31, 2019.2022.
Changes in Internal Control over Financial Reporting
There were no changes in our internal control over financial reporting identified in connection with the evaluation required by Rule 13a-15(d) and 15d-15(d) of the Exchange Act that occurred during the three months ended December 31, 20192022 that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting.


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REPORT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM
TheTo the shareholders and the Board of Directors and Shareholders of Zillow Group, Inc.
Opinion on Internal Control over Financial Reporting
We have audited the internal control over financial reporting of Zillow Group, Inc. (the “Company”) as of December 31, 2019, 2022,
based on criteria established in Internal Control — Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission (COSO). In our opinion, the Company maintained, in all material respects, effective internal control over financial reporting as of December 31, 2019,2022, based on criteria established in Internal Control — Integrated Framework (2013) issued by COSO.
We have also audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the consolidated financial statements of the Company as of and for the year ended December 31, 2019,2022, and our report dated February 19, 202015, 2023 expressed an unqualified opinion on those financial statements and included an explanatory paragraph related to the Company’s change in method of accounting for leases as of January 1, 2019 due to the adoption of the new lease accounting standard.statements.
Basis for Opinion
The Company’s management is responsible for maintaining effective internal control over financial reporting and for its assessment of the effectiveness of internal control over financial reporting, included in the accompanying Management’s Report on Internal Control over Financial Reporting. Our responsibility is to express an opinion on the Company’s internal control over financial reporting based on our audit. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.
We conducted our audit in accordance with the standards of the PCAOB. Those standards require that we plan and perform the audit to obtain reasonable assurance about whether effective internal control over financial reporting was maintained in all material respects. Our audit included obtaining an understanding of internal control over financial reporting, assessing the risk that a material weakness exists, testing and evaluating the design and operating effectiveness of internal control based on the assessed risk, and performing such other procedures as we considered necessary in the circumstances. We believe that our audit provides a reasonable basis for our opinion.
Definition and Limitations of Internal Control over Financial Reporting
A company’s internal control over financial reporting is a process designed to provide reasonable assurance regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance with generally accepted accounting principles. A company’s internal control over financial reporting includes those policies and procedures that (1) pertain to the maintenance of records that, in reasonable detail, accurately and fairly reflect the transactions and dispositions of the assets of the company; (2) provide reasonable assurance that transactions are recorded as necessary to permit preparation of financial statements in accordance with generally accepted accounting principles, and that receipts and expenditures of the company are being made only in accordance with authorizations of management and directors of the company; and (3) provide reasonable assurance regarding prevention or timely detection of unauthorized acquisition, use, or disposition of the company’s assets that could have a material effect on the financial statements.
Because of its inherent limitations, internal control over financial reporting may not prevent or detect misstatements. Also, projections of any evaluation of effectiveness to future periods are subject to the risk that controls may become inadequate because of changes in conditions, or that the degree of compliance with the policies or procedures may deteriorate.

/s/ DELOITTE & TOUCHE LLP
Seattle, Washington
February 19, 2020
15, 2023
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Item 9B. Other Information.
None.

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Item 9C. Disclosure Regarding Foreign Jurisdictions that Prevent Inspections.
None.
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PART III
Item 10. Directors, Executive Officers and Corporate Governance.
The information required by this item is incorporated by reference to the Corporate Governance section of the Company’s definitive proxy statement relating to the 20192023 annual meeting of shareholders. The definitive proxy statement will be filed with the Securities and Exchange Commission within 120 days after the end of the 20192022 fiscal year.
We have adopted a Code of Ethics that applies to our Chief Executive Officer, Chief Financial Officer, Chief Accounting Officer, controller and persons performing similar functions. The Code of Ethics is posted on our website at http:https://investors.zillowgroup.com/corporate-governance.cfm.investors/governance/governance-documents/default.aspx. We intend to satisfy the disclosure requirements under Item 5.05 of Form 8-K regarding an amendment to, or waiver from, a provision of the Code of Ethics by posting such information on our website at the address specified above.
Item 11. Executive Compensation.
The information required by this item is incorporated by reference to the Company’s definitive proxy statement relating to the 20192023 annual meeting of shareholders. The definitive proxy statement will be filed with the Securities and Exchange Commission within 120 days after the end of the 20192022 fiscal year.
Item 12. Security Ownership of Certain Beneficial Owners and Management and Related Stockholder Matters.
The information required by this item is incorporated by reference to the Company’s definitive proxy statement relating to the 20202023 annual meeting of shareholders. The definitive proxy statement will be filed with the Securities and Exchange Commission within 120 days after the end of the 20192022 fiscal year.
Item 13. Certain Relationships and Related Transactions, and Director Independence.
The information required by this item is incorporated by reference to the Company’s definitive proxy statement relating to the 20202023 annual meeting of shareholders. The definitive proxy statement will be filed with the Securities and Exchange Commission within 120 days after the end of the 20192022 fiscal year.
Item 14. Principal Accountant Fees and Services.
The information required by this item is incorporated by reference to the Company’s definitive proxy statement relating to the 20202023 annual meeting of shareholders. The definitive proxy statement will be filed with the Securities and Exchange Commission within 120 days after the end of the 20192022 fiscal year.
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PART IV
Item 15. Exhibits, Financial Statement Schedules.
(a)(1) Financial Statements
We have filed the financial statements listed in the Index to Consolidated Financial Statements as a part of this Annual Report on Form 10-K.
(a)(2) Financial Statement Schedules
All financial statement schedules have been omitted because they are not applicable, not material or the required information is presented in the financial statements or the notes thereto.
(a)(3) Exhibits
Certain of the following exhibits have heretofore been filed with the Securities and Exchange Commission and are incorporated by reference from the documents described in parentheses. Certain others are filed herewith. The exhibits are numbered in accordance with Item 601 of Regulation S-K. In reviewing the agreements included as exhibits to this Annual Report on Form 10-K, please remember that they are included to provide you with information regarding their terms and are not intended to provide any other factual or disclosure information about the Company or the other parties to the agreement. The agreements may contain representations and warranties by each of the parties to the applicable agreement. These representations and warranties have been made solely for the benefit of the other party or parties to the applicable agreement and (i) should not be treated as categorical statements of fact, but rather as a means of allocating the risk to one of the parties if those statements prove to be inaccurate; (ii) may have been qualified by disclosures that were made to the other party or parties in connection with the negotiation of the applicable agreement, which disclosures are not necessarily reflected in the agreement; (iii) may apply standards of materiality in a manner that is different from what may be viewed as material to you or other investors; and (iv) were made only as of the date of the applicable agreement or other date or dates that may be specified in the agreement and are subject to more recent developments. Accordingly, these representations and warranties may not describe the actual state of affairs as of the date they were made or at any other time. Additional information about the Company may be found elsewhere in this Annual Report on Form 10-K and the Company’s other public filings, which are available without charge through the SEC’s website at http://www.sec.gov.

Exhibit
Number
Description
2.1+
3.1
3.2
4.1
4.2
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4.3
4.4
4.5
4.6
4.7
4.84.4
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4.9
4.10
4.11
4.124.5
4.13
4.144.6
4.154.7
4.164.8
4.174.9
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10.1*
10.2*4.10
10.3*4.11
10.1*
10.4*10.2*
10.5*10.3*
10.6*10.4*
10.7*
10.8*
10.9*10.5*
10.10*10.6*
10.11*10.7*
10.12*
10.13*
10.14*
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10.15*10.8*
10.16*
10.17*
10.18*
10.19*
10.20*
10.21*10.9*
10.22*10.10*
10.23*10.11*
10.24*10.12
10.2510.13
10.2610.14
10.2710.15
10.2810.16
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10.2910.17
10.3010.18
10.3110.19
10.32
10.33
10.34
10.35
10.36
10.37
10.38
10.39
10.40
10.41
10.42
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10.43
10.44
10.45
10.46
10.47
10.48*10.20*
10.49*
10.50*
10.51*10.21*
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10.52*10.22*
10.53*
10.54*10.23*
10.55*10.24*
10.5610.25*
10.26*
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10.57
10.58
10.59
10.60
10.61
10.62
10.6310.27*
10.6410.28*
10.29*
10.6510.30*
10.31*
10.66
10.67
10.68*
16.1
16.2
21.1
23.1
31.1
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31.2
32.132.1^
32.232.2^
101.INSInline XBRL Instance Document (the instance document does not appear in the Interactive Data File because its XBRL tags are embedded within the inline XBRL document).
101.SCHInline XBRL Taxonomy Extension Schema Document.
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101.CALInline XBRL Taxonomy Extension Calculation Linkbase Document.
101.DEFInline XBRL Taxonomy Extension Definition Linkbase Document.
101.LABInline XBRL Taxonomy Extension Label Linkbase Document.
101.PREInlineXBRLInline XBRL Taxonomy Extension Presentation Linkbase Document.
104CoverageCover Page Interactive Data File (embedded within the Inline XBRL document).
*Indicates a management contract or compensatory plan or arrangement.
+^Schedules omitted pursuant to Item 601(b)(2) of Regulation S-K. Zillow Group agrees to furnish a supplemental copy of any omitted schedule toThe certifications attached as Exhibits 32.1 and 32.2 that accompany this Annual Report on Form 10-K, are not deemed filed with the Securities and Exchange Commission upon request.and are not to be incorporated by reference into any filing of the Company under the Securities Act of 1933, as amended, or the Securities Exchange Act of 1934, as amended (whether made before or after the date of this Annual Report on Form 10-K), irrespective of any general incorporation language contained in such filing.

Item 16. Form 10-K Summary.
None.
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SIGNATURES
Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has duly caused this report to be signed on its behalf by the undersigned, thereunto duly authorized.
Dated: February 19, 202015, 2023ZILLOW GROUP, INC.
By:
/s/ JENNIFER ROCK
Name:Jennifer Rock
Title:Chief Accounting Officer
Pursuant to the requirements of the Securities Exchange Act of 1934, this report has been signed below by the following persons on behalf of the registrant and in the capacities indicated below on February 19, 2020.
15, 2023.
SignatureTitle
/s/    RICHARD BARTON
Chief Executive Officer (Principal Executive Officer) and Director
Richard Barton
/s/    ALLEN PARKER
Chief Financial Officer (Principal Financial Officer)
Allen Parker
/s/    JENNIFER ROCK
Chief Accounting Officer (Principal Accounting Officer)
Jennifer Rock
/s/    LLOYD D. FRINK
Executive Chairman, President and Director
Lloyd D. Frink
/s/    AMY C. BOHUTINSKY
Director
Amy Bohutinsky
/s/    ERIK BLACHFORD
Director
Erik Blachford
/s/    APRIL UNDERWOOD
Director
April Underwood
/s/    JAY C. HOAG
Director
Jay C. Hoag
/s/    GREGORY B. MAFFEI
Director
Gregory B. Maffei
/s/    SPENCER M. RASCOFF
Director
Spencer M. Rascoff
/s/    GORDON STEPHENSON
Director
Gordon Stephenson
/s/    CLAIRECORMIER THIELKE
Director
Claire Cormier Thielke
/s/    AMYPRIL BUOHUTINSKYNDERWOOD
Director
Amy BohutinskyApril Underwood

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