UNITED STATES

SECURITIES AND EXCHANGE COMMISSION

Washington, D.C. 20549

FORM 10-Q

(Mark One)

QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

For the quarterly period ended September 30, 2017

2020

OR

TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934

FOR THE TRANSITION PERIOD FROM                  TO

Commission File Number 001-36164

Twitter, Inc.

(Exact name of registrant as specified in its charter)

Delaware

20-8913779

Delaware

20-8913779
(State or other jurisdiction of


incorporation or organization)

(I.R.S. Employer


Identification No.)

1355 Market Street, Suite 900

San Francisco, California 94103

(Address of principal executive offices and Zip Code)

(415) 222-9670

(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
Common Stock, par value $0.000005 per shareTWTRNew York Stock Exchange
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  Yes     NO   No

Indicate by check mark whether the registrant has submitted electronically and posted on its corporate Web site, if any, every Interactive Data File required to be submitted and posted 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 and post such files). YES  Yes     NO   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

 (Do not check if a smaller reporting company)

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 is a shell company (as defined in Rule 12b-2 of the Exchange Act). YES NO

The number of shares of the registrant’s common stock outstanding as of October 26, 201729, 2020 was 742,793,573.

795,349,591.




TABLE OF CONTENTS

Page






9


10

25

40

41

42

42

Item 6.

Exhibits

69

71


2



SPECIAL NOTE REGARDING FORWARD-LOOKING STATEMENTS

This Quarterly Report on Form 10-Q contains forward-looking statements within the meaning of Section 27A of the Securities Act of 1933, as amended, and Section 21E of the Securities Exchange Act of 1934, as amended, which statements involve substantial risks and uncertainties. Forward-looking statements generally relate to future events or our future financial or operating performance. In some cases, you can identify forward-looking statements because they contain words such as “may,” “will,” “should,” “expects,” “plans,” “anticipates,” “could,” “intends,” “target,” “projects,” “contemplates,” “believes,” “estimates,” “predicts,” “potential” or “continue” or the negative of these words or other similar terms or expressions that concern our expectations, strategy, plans or intentions. Forward-looking statements contained in this Quarterly Report on Form 10-Q include, but are not limited to, statements about:

our ability to attract and retain userspeople on Twitter and increase thetheir level of engagement, including ad engagement, and its impact on revenue;

our plans regarding health and safety and our other top priorities, including our expectations regarding the impact on our reported metrics, policies, enforcement and preventing manipulation of our users;

platform;

the impact of the COVID-19 pandemic and related responses of businesses and governments to the pandemic on our beliefsoperations and personnel, and on commercial activity and advertiser demand across our platform and on our operating results;

our expectations regarding MAUs,monetizable DAUs (mDAU), changes in cost per ad engagement and changes in ad engagements;

our ability to develop or acquire new products, product features and services, improve our existing products and services, including with respect to Promoted Tweet product features andProducts, video and performance advertising, and increase the value of our products and services;

our business strategies, plans and priorities, including our plans for growth and hiring, investment in our research and refinementdevelopment efforts and our plans to scale capacity and enhance capability and reliability of our productsinfrastructure, including capital expenditures;

our work to increase the stability, performance, development velocity and services, includingscale of our decisions to deprecate, discontinue or not launch certain productsads platform and product features;

our Mobile Application Promotion (MAP) product;

our ability to provide new content from third parties, including our ability to secure live streaming video content on economic and other terms that are acceptable to us;

our ability to attract advertisers to our platforms, products and services and increase the amount that advertisers spend with us;

our expectations regarding our usermDAU growth and growth rates and related opportunities as well as the continued usage of our mobile applications, including the impact of seasonality and a recent change to the Safari interface;

timing of events;

our ability to increase our revenue and our revenue growth rate, including by differentiatingadvertising and scaling revenue productsdata licensing and our expectations regarding revenue mix;

other revenue;

our expectations regarding revenue growth vis-à-vis audience growth, competition and the effects of advertiser sales cycle and product deprecation;

our ability to improve user monetization including of our logged outproducts and syndicated audiences;

services;

our future financial performance, including trends in cost per ad engagement, revenue (including data licensing revenue), cost of revenue, operating expenses, including stock-based compensation and income taxes;

the impact of the security breach in July 2020 whereby attackers gained control of certain highly-visible accounts;
our expectations regarding certain deferred tax assets and fluctuations in our tax expense and cash taxes;

the impact of privacy and data protection laws and regulations;

the impact of content- or copyright-related legislation or regulation;

our expectations regarding outstanding litigation;

litigation or the decisions of the courtsand the results of the draft complaint we received from the Federal Trade Commission;

the effects of seasonal trends on our results of operations;

the impact of our recent financial resultsfuture transactions and corporate structuring on our valuation allowance for federalincome and state deferred tax assets;

other taxes;

the sufficiency of our cash and cash equivalents, short-term investment balance and credit facility together with cash generated from operations to meet our working capital and capital expenditure requirements;

3


our ability to timely and effectively develop, invest in, scale and adapt our existing technology and network infrastructure;

our ability to successfully acquire and integrate companies and assets; and

our expectations regarding international operations.

operations and foreign exchange gains and losses.

We caution you that the foregoing list may not contain all of the forward-looking statements made in this Quarterly Report on Form 10-Q.

3


You should not rely upon forward-looking statements as predictions of future events. We have based the forward-looking statements contained in this Quarterly Report on Form 10-Q primarily on our current expectations and projections about future events and trends that we believe may affect our business, financial condition, operating results, cash flows or prospects. The outcome of the events described in these forward-looking statements is subject to risks, uncertainties and other factors described in the section titled “Risk Factors” and elsewhere in this Quarterly Report on Form 10-Q. Moreover, we operate in a very competitive and rapidly changing environment. New risks and uncertainties emerge from time to time and it is not possible for us to predict all risks and uncertainties that could have an impact on the forward-looking statements contained in this Quarterly Report on Form 10-Q. We cannot assure you that the results, events and circumstances reflected in the forward-looking statements will be achieved or occur, and actual results, events or circumstances could differ materially from those described in the forward-looking statements.

The forward-looking statements made in this Quarterly Report on Form 10-Q relate only to events as of the date on which the statements are made. We undertake no obligation to update any forward-looking statements made in this Quarterly Report on Form 10-Q to reflect events or circumstances after the date of this Quarterly Report on Form 10-Q or to reflect new information or the occurrence of unanticipated events, except as required by law. We may not actually achieve the plans, intentions or expectations disclosed in our forward-looking statements and you should not place undue reliance on our forward-looking statements. Our forward-looking statements do not reflect the potential impact of any future acquisitions, mergers, dispositions, joint ventures or investments we may make.

4


4


NOTE REGARDING KEY METRICS

We review a number of metrics, including monthly active users, or MAUs, changes in daily active users ormonetizable daily active usage or DAUs,users, or mDAU, changes in ad engagements and changes in cost per ad engagement, to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions. See the section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations—Key Metrics” for a discussion of how we calculate MAUs, changes in DAUs,mDAU, changes in ad engagements and changes in cost per ad engagement.

We define mDAU as people, organizations, or other accounts who logged in or were otherwise authenticated and accessed Twitter on any given day through twitter.com or Twitter applications that are able to show ads. Average mDAU for a period represents the number of mDAU on each day of such period divided by the number of days for such period. Changes in mDAU are a measure of changes in the size of our daily logged in or otherwise authenticated active total accounts. To calculate the year-over-year change in mDAU, we subtract the average mDAU for the three months ended in the previous year from the average mDAU for the same three months ended in the current year and divide the result by the average mDAU for the three months ended in the previous year. Additionally, our calculation of mDAU is not based on any standardized industry methodology and is not necessarily calculated in the same manner or comparable to similarly titled measures presented by other companies. Similarly, our measures of mDAU growth and engagement may differ from estimates published by third parties or from similarly-titled metrics of our competitors due to differences in methodology.
The numbers of active usersmDAU presented in this Quarterly Report on Form 10-Q are based on internal company data. While these numbers are based on what we believe to be reasonable estimates for the applicable period of measurement, there are inherent challenges in measuring usage and user engagement across our large user basenumber of total accounts around the world. Furthermore, our metrics may be impacted by our information quality efforts, which are our overall efforts to reduce malicious activity on the service, inclusive of spam, malicious automation, and fake accounts. For example, there are a number of false or spam accounts in existence on our platform. We have performed an internal review of a sample of accounts and estimate that the average of false or spam accounts during the third quarter of 2020 represented lessfewer than 5% of our MAUs asmDAU during the quarter. The false or spam accounts for a period represents the average of December 31, 2016.false or spam accounts in the samples during each monthly analysis period during the quarter. In making this determination, we applied significant judgment, so our estimation of false or spam accounts may not accurately represent the actual number of such accounts, and the actual number of false or spam accounts could be higher than we have estimated. We are continually seeking to improve our ability to estimate the total number of spam accounts and eliminate them from the calculation of our active users,mDAU, and in the past have made improvements in our spam detection capabilities that have resulted in the suspension of a large number of spam, malicious automation, and fake accounts. Spam accounts thatWe intend to continue to make such improvements. After we have identified are not includeddetermine an account is spam, malicious automation, or fake, we stop counting it in the active user numbers presented in this Quarterly Report on Form 10-Q.our mDAU, or other related metrics. We also treat multiple accounts held by a single person or organization as multiple users for purposes of calculating our active usersmDAU because we permit people and organizations to have more than one account. Additionally, some accounts used by organizations are used by many people within the organization. As such, the calculations of our active usersmDAU may not accurately reflect the actual number of people or organizations using our platform.

Our metrics are also affected by applications that automatically contact our servers for regular updates with no discernible user-initiated action involved, and this activity can cause our system to count the users associated with such applications as active users on the day or days such contact occurs. As of December 31, 2016, approximately 8.5% of users used third party applications that may have automatically contacted our servers for regular updates without any discernible additional user-initiated action. As such, the calculations of our active users presented in this Quarterly Report on Form 10-Q may be affected as a result of this activity.

In addition, ourgeographic location data regarding user geographic locationcollected for purposes of reporting the geographic location of our MAUsmDAU is based on the IP address or phone number associated with the account when a useran account is initially registered the account on Twitter. The IP address or phone number may not always accurately reflect a user’sperson’s actual location at the time such userthey engaged with our platform. For example, a mobile user may appear to besomeone accessing Twitter from the location of the proxy server that the userperson connects to rather than from a user’sthe person’s actual location.

We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy. Our measures of user growth and user engagement may differ from estimates published by third parties or from similarly-titled metrics of our competitors due to differences in methodology.

We present and discuss our total audience based on both internal metrics and relying on data from Google Analytics, which measures logged-out visitors to our properties.  

5


PART


PART I — FINANCIAL INFORMATION

Item 1. Financial Statements

TWITTER, INC.

CONSOLIDATED BALANCE SHEETS

(In thousands, except par value)

(Unaudited)

 

September 30,

 

 

December 31,

 

 

2017

 

 

2016

 

September 30,
2020
December 31,
2019

Assets

 

 

 

 

 

 

 

 

Assets

Current assets:

 

 

 

 

 

 

 

 

Current assets:

Cash and cash equivalents

 

$

1,586,558

 

 

$

988,598

 

Cash and cash equivalents$2,201,073 $1,799,082 

Short-term investments

 

 

2,671,538

 

 

 

2,785,981

 

Short-term investments5,479,974 4,839,970 

Accounts receivable, net of allowance for doubtful accounts of $5,362 and $7,216

as of September 30, 2017 and December 31, 2016, respectively

 

 

509,854

 

 

 

650,650

 

Accounts receivable, net of allowance for doubtful accounts of $16,327 and $2,401Accounts receivable, net of allowance for doubtful accounts of $16,327 and $2,401747,548 850,184 

Prepaid expenses and other current assets

 

 

234,472

 

 

 

226,967

 

Prepaid expenses and other current assets160,984 130,839 

Total current assets

 

 

5,002,422

 

 

 

4,652,196

 

Total current assets8,589,579 7,620,075 

Property and equipment, net

 

 

753,317

 

 

 

783,901

 

Property and equipment, net1,392,720 1,031,781 
Operating lease right-of-use assetsOperating lease right-of-use assets828,213 697,095 

Intangible assets, net

 

 

54,560

 

 

 

95,334

 

Intangible assets, net58,923 55,106 

Goodwill

 

 

1,187,880

 

 

 

1,185,315

 

Goodwill1,289,147 1,256,699 
Deferred tax assets, netDeferred tax assets, net792,362 1,908,086 

Other assets

 

 

77,610

 

 

 

153,619

 

Other assets137,848 134,547 

Total assets

 

$

7,075,789

 

 

$

6,870,365

 

Total assets$13,088,792 $12,703,389 

Liabilities and stockholders' equity

 

 

 

 

 

 

 

 

Liabilities and stockholders' equity

Current liabilities:

 

 

 

 

 

 

 

 

Current liabilities:

Accounts payable

 

$

103,112

 

 

$

122,236

 

Accounts payable$241,102 $161,148 

Accrued and other current liabilities

 

 

296,152

 

 

 

380,937

 

Accrued and other current liabilities623,885 500,893 

Capital leases, short-term

 

 

81,938

 

 

 

80,848

 

Convertible notes, short-termConvertible notes, short-term905,532 
Operating lease liabilities, short-termOperating lease liabilities, short-term161,508 146,959 
Finance lease liabilities, short-termFinance lease liabilities, short-term3,076 23,476 

Total current liabilities

 

 

481,202

 

 

 

584,021

 

Total current liabilities1,935,103 832,476 

Convertible notes

 

 

1,604,932

 

 

 

1,538,967

 

Capital leases, long-term

 

 

85,622

 

 

 

66,837

 

Convertible notes, long-termConvertible notes, long-term1,858,685 1,816,833 
Senior notes, long-termSenior notes, long-term692,742 691,967 
Operating lease liabilities, long-termOperating lease liabilities, long-term727,011 609,245 

Deferred and other long-term tax liabilities, net

 

 

11,858

 

 

 

7,556

 

Deferred and other long-term tax liabilities, net28,845 24,170 

Other long-term liabilities

 

 

62,769

 

 

 

68,049

 

Other long-term liabilities34,318 24,312 

Total liabilities

 

 

2,246,383

 

 

 

2,265,430

 

Total liabilities5,276,704 3,999,003 

Commitments and contingencies (Note 12)

 

 

 

 

 

 

 

 

Commitments and contingencies (Note 14)Commitments and contingencies (Note 14)

Stockholders' equity:

 

 

 

 

 

 

 

 

Stockholders' equity:

Preferred stock, $0.000005 par value-- 200,000 shares authorized; none issued and outstanding

 

 

 

 

 

 

Common stock, $0.000005 par value-- 5,000,000 shares authorized; 741,907 and 721,572 shares issued and outstanding as of September 30, 2017 and December 31, 2016, respectively

 

 

4

 

 

 

4

 

Preferred stock, $0.000005 par value-- 200,000 shares authorized; NaN issued and outstandingPreferred stock, $0.000005 par value-- 200,000 shares authorized; NaN issued and outstanding
Common stock, $0.000005 par value-- 5,000,000 shares authorized; 794,447 and 779,619 shares issued and outstandingCommon stock, $0.000005 par value-- 5,000,000 shares authorized; 794,447 and 779,619 shares issued and outstanding

Additional paid-in capital

 

 

7,628,966

 

 

 

7,224,534

 

Additional paid-in capital9,249,956 8,763,330 

Accumulated other comprehensive loss

 

 

(36,756

)

 

 

(69,253

)

Accumulated other comprehensive loss(90,087)(70,534)

Accumulated deficit

 

 

(2,762,808

)

 

 

(2,550,350

)

Retained earnings (accumulated deficit)Retained earnings (accumulated deficit)(1,347,785)11,586 

Total stockholders' equity

 

 

4,829,406

 

 

 

4,604,935

 

Total stockholders' equity7,812,088 8,704,386 

Total liabilities and stockholders' equity

 

$

7,075,789

 

 

$

6,870,365

 

Total liabilities and stockholders' equity$13,088,792 $12,703,389 


The accompanying notes are an integral part of these consolidated financial statements.


6



TWITTER, INC.

CONSOLIDATED STATEMENTS OF OPERATIONS

(In thousands, except per share data)

(Unaudited)

 

Three Months Ended

 

 

Nine Months Ended

 

 

September 30,

 

 

September 30,

 

Three Months Ended
September 30,
Nine Months Ended
September 30,

 

2017

 

 

2016

 

 

2017

 

 

2016

 

2020201920202019

Revenue

 

$

589,633

 

 

$

615,934

 

 

$

1,711,739

 

 

$

1,812,413

 

Revenue$936,233 $823,717 $2,427,308 $2,451,988 

Costs and expenses

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Costs and expenses

Cost of revenue

 

 

210,016

 

 

 

225,159

 

 

 

643,263

 

 

 

626,530

 

Cost of revenue361,388 281,057 933,464 823,033 

Research and development

 

 

136,115

 

 

 

177,049

 

 

 

408,014

 

 

 

511,354

 

Research and development208,877 178,553 625,071 484,041 

Sales and marketing

 

 

172,957

 

 

 

224,436

 

 

 

527,847

 

 

 

697,226

 

Sales and marketing215,285 226,204 643,858 672,252 

General and administrative

 

 

63,266

 

 

 

67,379

 

 

 

203,973

 

 

 

200,884

 

General and administrative94,576 93,758 450,181 259,173 

Total costs and expenses

 

 

582,354

 

 

 

694,023

 

 

 

1,783,097

 

 

 

2,035,994

 

Total costs and expenses880,126 779,572 2,652,574 2,238,499 

Income (loss) from operations

 

 

7,279

 

 

 

(78,089

)

 

 

(71,358

)

 

 

(223,581

)

Income (loss) from operations56,107 44,145 (225,266)213,489 

Interest expense

 

 

(26,732

)

 

 

(24,860

)

 

 

(78,537

)

 

 

(74,687

)

Interest expense(39,614)(36,226)(112,712)(111,803)
Interest incomeInterest income17,167 40,348 75,077 123,776 

Other income (expense), net

 

 

1,922

 

 

 

6,640

 

 

 

(39,076

)

 

 

19,680

 

Other income (expense), net(3,977)(504)(12,057)6,583 

Loss before income taxes

 

 

(17,531

)

 

 

(96,309

)

 

 

(188,971

)

 

 

(278,588

)

Provision for income taxes

 

 

3,564

 

 

 

6,562

 

 

 

10,171

 

 

 

11,231

 

Net loss

 

$

(21,095

)

 

$

(102,871

)

 

$

(199,142

)

 

$

(289,819

)

Net loss per share attributable to common stockholders:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Income (loss) before income taxesIncome (loss) before income taxes29,683 47,763 (274,958)232,045 
Provision (benefit) for income taxesProvision (benefit) for income taxes1,024 11,241 1,082,784 (1,114,841)
Net income (loss)Net income (loss)$28,659 $36,522 $(1,357,742)$1,346,886 
Net income (loss) per share attributable to common stockholders:Net income (loss) per share attributable to common stockholders:

Basic

 

$

(0.03

)

 

$

(0.15

)

 

$

(0.27

)

 

$

(0.42

)

Basic$0.04 $0.05 $(1.73)$1.75 

Diluted

 

$

(0.03

)

 

$

(0.15

)

 

$

(0.27

)

 

$

(0.42

)

Diluted$0.04 $0.05 $(1.73)$1.72 

Weighted-average shares used to compute net loss

per share attributable to common stockholders:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Weighted-average shares used to compute net income (loss) per share attributable to common stockholders:Weighted-average shares used to compute net income (loss) per share attributable to common stockholders:

Basic

 

 

736,515

 

 

 

704,359

 

 

 

729,626

 

 

 

698,104

 

Basic790,827 772,789 785,788 768,719 

Diluted

 

 

736,515

 

 

 

704,359

 

 

 

729,626

 

 

 

698,104

 

Diluted806,383 790,523 785,788 784,443 


The accompanying notes are an integral part of these consolidated financial statements.

7



TWITTER, INC.

CONSOLIDATED STATEMENTS OF COMPREHENSIVE LOSS

INCOME (LOSS)

(In thousands)

(Unaudited)

 

 

Three Months Ended

 

 

Nine Months Ended

 

 

 

September 30,

 

 

September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

Net loss

 

$

(21,095

)

 

$

(102,871

)

 

$

(199,142

)

 

$

(289,819

)

Other comprehensive income (loss), net of tax:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Change in unrealized gain on investments in available-for-sale securities

 

 

564

 

 

 

594

 

 

 

404

 

 

 

4,075

 

Change in foreign currency translation adjustment

 

 

9,508

 

 

 

(2,400

)

 

 

32,093

 

 

 

(4,818

)

Net change in accumulated other comprehensive loss

 

 

10,072

 

 

 

(1,806

)

 

 

32,497

 

 

 

(743

)

Comprehensive loss

 

$

(11,023

)

 

$

(104,677

)

 

$

(166,645

)

 

$

(290,562

)

Three Months Ended
September 30,
Nine Months Ended
September 30,
2020201920202019
Net income (loss)$28,659 $36,522 $(1,357,742)$1,346,886 
Other comprehensive income (loss), net of tax:
Change in unrealized gain (loss) on investments in available-for-sale securities(2,154)1,331 20,037 19,285 
Change in foreign currency translation adjustment5,067 (70,296)(39,590)(69,883)
Net change in accumulated other comprehensive income (loss)2,913 (68,965)(19,553)(50,598)
Comprehensive income (loss)$31,572 $(32,443)$(1,377,295)$1,296,288 


The accompanying notes are an integral part of these consolidated financial statements.

8



TWITTER, INC.

CONSOLIDATED STATEMENTS OF CASH FLOWS

STOCKHOLDERS’ EQUITY

(In thousands)

(Unaudited)

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

Cash flows from operating activities

 

 

 

 

 

 

 

 

Net loss

 

$

(199,142

)

 

$

(289,819

)

Adjustments to reconcile net loss to net cash provided by operating activities:

 

 

 

 

 

 

 

 

Depreciation and amortization expense

 

 

303,347

 

 

 

282,782

 

Stock-based compensation expense

 

 

331,352

 

 

 

477,138

 

Amortization of discount on convertible notes

 

 

59,644

 

 

 

55,590

 

Changes in bad debt provision

 

 

26

 

 

 

2,253

 

Deferred income taxes

 

 

(1,343

)

 

 

58

 

Impairment of investments in privately-held companies

 

 

62,439

 

 

 

2,000

 

Other adjustments

 

 

(1,278

)

 

 

7,374

 

Changes in assets and liabilities, net of assets acquired and liabilities assumed from acquisitions:

 

 

 

 

 

 

 

 

Accounts receivable

 

 

155,598

 

 

 

51,191

 

Prepaid expenses and other assets

 

 

4,353

 

 

 

2,331

 

Accounts payable

 

 

(14,458

)

 

 

(26,291

)

Accrued and other liabilities

 

 

(67,436

)

 

 

1,905

 

Net cash provided by operating activities

 

 

633,102

 

 

 

566,512

 

Cash flows from investing activities

 

 

 

 

 

 

 

 

Purchases of property and equipment

 

 

(117,800

)

 

 

(170,552

)

Purchases of marketable securities

 

 

(2,020,115

)

 

 

(2,277,727

)

Proceeds from maturities of marketable securities

 

 

2,023,778

 

 

 

2,033,257

 

Proceeds from sales of marketable securities

 

 

108,818

 

 

 

174,017

 

Proceeds from sales of long-lived assets

 

 

35,000

 

 

 

 

Changes in restricted cash

 

 

3,209

 

 

 

(6,606

)

Purchases of investments in privately-held companies

 

 

(825

)

 

 

(81,502

)

Business combinations, net of cash acquired

 

 

 

 

 

(80,142

)

Other investing activities

 

 

(10,102

)

 

 

(1,181

)

Net cash provided by (used in) investing activities

 

 

21,963

 

 

 

(410,436

)

Cash flows from financing activities

 

 

 

 

 

 

 

 

Taxes paid related to net share settlement of equity awards

 

 

(7,049

)

 

 

(11,098

)

Payments of capital lease obligations

 

 

(80,685

)

 

 

(73,897

)

Proceeds from exercise of stock options

 

 

7,872

 

 

 

7,070

 

Proceeds from issuances of common stock under employee stock purchase plan

 

 

14,019

 

 

 

15,821

 

Other financing activities

 

 

 

 

 

570

 

Net cash used in financing activities

 

 

(65,843

)

 

 

(61,534

)

Net increase in cash and cash equivalents

 

 

589,222

 

 

 

94,542

 

Foreign exchange effect on cash and cash equivalents

 

 

8,738

 

 

 

5,944

 

Cash and cash equivalents at beginning of period

 

 

988,598

 

 

 

911,471

 

Cash and cash equivalents at end of period

 

$

1,586,558

 

 

$

1,011,957

 

Supplemental disclosures of non-cash investing and financing activities

 

 

 

 

 

 

 

 

Common stock issued in connection with acquisitions

 

$

 

 

$

644

 

Equipment purchases under capital leases

 

$

100,633

 

 

$

63,022

 

Changes in accrued property and equipment purchases

 

$

(23,521

)

 

$

7,779

 

Three Months Ended
September 30,
Nine Months Ended
September 30,
2020201920202019
SharesAmountSharesAmountSharesAmountSharesAmount
Common stock
Balance, beginning of period790,426 $772,393 $779,619 $764,257 $
Issuance of common stock in connection with RSU vesting4,085 — 3,264 — 12,256 — 10,396 — 
Issuance of restricted stock in connection with acquisitions— — — — 33 — — — 
Issuance of restricted stock in connection with acquisitions accounted for as stock-based compensation— — 1,381 — 306 — 
Exercise of stock options37 — 152 — 301 — 347 — 
Issuance of common stock upon purchases under employee stock purchase plan— — 1,395 — 901 — 
Shares withheld related to net share settlement of equity awards(101)— (91)— (538)— (487)— 
Other activities— — — — — (2)— 
Balance, end of period794,447 $775,718 $794,447 $775,718 $
Additional paid-in capital
Balance, beginning of period— $9,127,495 — $8,535,463 — $8,763,330 — $8,324,974 
Issuance of restricted stock in connection with acquisitions— — — — — 1,312 — — 
Exercise of stock options— 31 — 245 — 454 — 754 
Issuance of common stock upon purchases under employee stock purchase plan— — — 34,395 — 25,209 
Shares withheld related to net share settlement of equity awards— (3,726)— (3,757)— (18,344)— (16,695)
Stock-based compensation— 126,156 — 106,783 — 376,600 — 304,492 
Equity component of the convertible note issuance, net— — — — — 92,209 — — 
Balance, end of period— $9,249,956 — $8,638,734 — $9,249,956 — $8,638,734 
Accumulated other comprehensive loss
Balance, beginning of period— $(93,000)— $(46,944)— $(70,534)— $(65,311)
Other comprehensive income (loss)— 2,913 — (68,965)— (19,553)— (50,598)
Balance, end of period— $(90,087)— $(115,909)— $(90,087)— $(115,909)
Retained earnings (Accumulated deficit)
Balance, beginning of period— $(1,376,444)— $(143,709)— $11,586 — $(1,454,073)
Cumulative-effect adjustment from adoption of current expected credit loss guidance— — — — — (1,629)— — 
Net income (loss)— 28,659 — 36,522 — (1,357,742)— 1,346,886 
Balance, end of period— $(1,347,785)— $(107,187)— $(1,347,785)— $(107,187)
Total stockholders' equity794,447$7,812,088 775,718$8,415,642 794,447 $7,812,088 775,718 $8,415,642 


The accompanying notes are an integral part of these consolidated financial statements.

9



TWITTER, INC.

CONSOLIDATED STATEMENTS OF CASH FLOWS
(In thousands)
(Unaudited)
Nine Months Ended September 30,
20202019
Cash flows from operating activities
Net income (loss)$(1,357,742)$1,346,886 
Adjustments to reconcile net income (loss) to net cash provided by operating activities:
Depreciation and amortization expense366,469 349,076 
Stock-based compensation expense346,748 276,729 
Amortization of discount on convertible notes74,733 93,251 
Bad debt expense16,861 2,661 
Deferred income taxes(32,382)68,587 
Deferred tax assets establishment related to intra-entity transfers of intangible assets(1,206,880)
Deferred tax assets valuation allowance establishment1,101,374 
Impairment of investments in privately-held companies8,842 1,550 
Other adjustments(7,756)(16,502)
Changes in assets and liabilities, net of assets acquired and liabilities assumed from acquisitions:
Accounts receivable97,812 93,932 
Prepaid expenses and other assets(24,765)(21,216)
Operating lease right-of-use assets121,712 104,862 
Accounts payable(5,722)(12,599)
Accrued and other liabilities76,497 40,378 
Operating lease liabilities(120,111)(94,530)
Net cash provided by operating activities662,570 1,026,185 
Cash flows from investing activities
Purchases of property and equipment(577,829)(389,073)
Proceeds from sales of property and equipment5,815 4,290 
Purchases of marketable securities(5,103,983)(3,940,682)
Proceeds from maturities of marketable securities3,566,895 4,151,862 
Proceeds from sales of marketable securities925,387 173,325 
Purchases of investments in privately-held companies(3,839)(51,163)
Business combinations, net of cash acquired(34,285)(20,302)
Other investing activities(11,050)2,281 
Net cash used in investing activities(1,232,889)(69,462)
Cash flows from financing activities
Proceeds from issuance of convertible notes1,000,000 
Debt issuance costs(14,662)
Repayment of convertible notes(935,000)
Taxes paid related to net share settlement of equity awards(18,344)(16,695)
Payments of finance lease obligations(20,573)(53,627)
Proceeds from exercise of stock options454 753 
Proceeds from issuances of common stock under employee stock purchase plan34,395 25,209 
Net cash provided by (used in) financing activities981,270 (979,360)
Net increase (decrease) in cash, cash equivalents and restricted cash410,951 (22,637)
Foreign exchange effect on cash, cash equivalents and restricted cash(14,854)(1,790)
Cash, cash equivalents and restricted cash at beginning of period1,827,666 1,921,875 
Cash, cash equivalents and restricted cash at end of period$2,223,763 $1,897,448 
Supplemental disclosures of non-cash investing and financing activities
Common stock issued in connection with acquisitions$1,312 $
Changes in accrued property and equipment purchases$103,649 $26,679 
Reconciliation of cash, cash equivalents and restricted cash as shown in the consolidated statements of cash flows
Cash and cash equivalents$2,201,073 $1,869,444 
Restricted cash included in prepaid expenses and other current assets2,251 1,869 
Restricted cash included in other assets20,439 26,135 
Total cash, cash equivalents and restricted cash$2,223,763 $1,897,448 
The accompanying notes are an integral part of these consolidated financial statements.
10


TWITTER, INC.
NOTES TO CONSOLIDATED FINANCIAL STATEMENTS

(Unaudited)

Note 1. Description of Business and Summary of Significant Accounting Policies

Twitter, Inc. (“Twitter” or the “Company”) was incorporated in Delaware in April 2007 and is headquartered in San Francisco, California. Twitter offers products and services for users,people, organizations, advertisers, developers and platform and data partners.

Basis of Presentation

The consolidated financial statements include the accounts of the Company and its wholly-owned subsidiaries. All significant intercompany accounts and transactions have been eliminated in consolidation.

The accompanying unaudited consolidated financial statements have been prepared in accordance with generally accepted accounting principles in the United States of America (“GAAP”)(GAAP). The unaudited interim consolidated financial statements have been prepared on the same basis as the audited consolidated financial statements and reflect, in management’s opinion, all adjustments of a normal, recurring nature that are necessary for the fair statement of the Company’s financial position, results of operations and cash flows for the interim periods, but are not necessarily indicative of the results expected for the full fiscal year or any other period.

The accompanying interim consolidated financial statements and these related notes should be read in conjunction with the consolidated financial statements and related notes included in the Company’s Annual Report on Form 10-K for the year ended December 31, 2016.

2019.

Prior Period Reclassifications
Certain prior period amounts have been reclassified to conform to the current period presentation.
Use of Estimates

The preparation of the Company’s consolidated financial statements in conformity with GAAP requires management to make estimates and assumptions that affect the reported amounts of assets, liabilities, revenue and expenses, as well as related disclosure of contingent assets and liabilities. Actual results could differ materially from the Company’s estimates. To the extent that there are material differences between these estimates and actual results, the Company’s financial condition or operating results will be affected. The Company bases its estimates on past experience and other assumptions that the Company believes are reasonable under the circumstances, and the Company evaluates these estimates on an ongoing basis.

Certain prior period amounts have been reclassified

COVID-19 Impacts
The COVID-19 pandemic has caused, and continues to conformcause, widespread economic disruption and has impacted the Company in a number of ways, most notably a significant decrease in global advertising spend in the month of March and the second quarter of 2020, followed by a recovery in the third quarter of 2020. The Company expects the extent of the impact on its financial and operational results will continue to depend on the duration and severity of the economic disruption caused by the COVID-19 pandemic.
As of September 30, 2020, the Company had $7.68 billion of cash, cash equivalents and short-term investments in marketable securities. If required, the Company may take certain liquidity mitigation actions in the future; however, it does not believe such actions are necessary based on its current period presentation.

forecasts. The Company believes that the existing cash, cash equivalents and short-term investments balances, together with cash generated by operations will be sufficient to meet its working capital and capital expenditure requirements in the foreseeable future based on its current expectations of the impact of the COVID-19 pandemic.

The Company considered the impacts of the COVID-19 pandemic on its significant estimates and judgments used in applying its accounting policies in the three and nine months ended September 30, 2020. In light of the pandemic, there is a greater degree of uncertainty in applying these judgments and depending on the duration and severity of the pandemic, changes to its estimates and judgments could result in a meaningful impact to its financial statements in future periods. Some of the more reasonably possible and significant items subject to a greater degree of uncertainty during this time include estimates of the valuation allowance against deferred tax assets, the carrying value of investments in privately-held companies, revenue collectibility, and credit losses related to accounts receivable, unbilled revenue, and investments in debt securities.
11


Recent Accounting Pronouncements

Recently adopted accounting pronouncements

In MarchJune 2016, the Financial Accounting Standards Board (“FASB”)(FASB) issued a new accounting standard update on simplifying the accounting for share-based payment transactions, including the income tax consequences, classificationmeasurement of awards as either equity or liabilities, and classificationcredit losses on the statement of cash flows.financial instruments. The new guidance also allowsrequires financial assets measured at amortized cost to be presented at the net amount expected to be collected and available-for-sale debt securities to record credit losses through an entity to accountallowance for forfeitures when they occur. This guidance became effective for reporting periods beginning after December 15, 2016.credit losses. The Company adopted this new guidanceaccounting standard on January 1, 2017. Upon adoption, tax benefits in excess of stock-based compensation costs, and tax deficiencies, are recorded in the consolidated statements of operations as2020 using a component of the provision for income taxes, whereas they previously were recorded in equity. The previously unrecognized excess tax benefits as of December 31, 2016 were recorded as an increase to deferred tax assets. However, given the valuation allowance placed on substantially all of the Company’s deferred tax assets, the recognition upon adoption did not have an impact on the Company’s accumulated deficit. As a result of adopting the new standard utilizing the modified retrospective approach,method. In connection with the Company’s deferred tax assets increased by approximately $0.93 billion with a corresponding increase in its valuation allowance. The Company also elected to account for forfeitures as they occur, rather than estimate expected forfeitures. The adoption of this new guidance, resulted inthe Company recorded a net cumulative-effect adjustment of $13.3$1.6 million increase to accumulated deficitopening retained earnings as of January 1, 2017,2020, related to the accounting of forfeitures using the modified retrospective method. Additionally, the Company adopted the aspects of the guidance affecting the cash flow presentation retrospectively, which resulted in an immaterial reclassification of excess tax benefits from financing activities to operating activities in the Company’s consolidated statements of cash flows.

10


additional allowance for credit losses on doubtful accounts and unbilled revenue.

In January 2017,August 2018, the FASB issued a new accounting standard update on simplifying the accountingwhich eliminates, adds and modifies certain disclosure requirements for goodwill impairment.fair value measurements. The new guidanceupdate eliminates the requirement to calculatedisclose the implied fair valueamount of goodwill (i.e., Stepand reasons for transfers between Level 1 and Level 2 of the goodwill impairment test)fair value hierarchy, and introduces a requirement to measure a goodwill impairment charge. Instead, entities will record an impairment charge based ondisclose the excessrange and weighted average of a reporting unit’s carrying amount over itssignificant unobservable inputs used to develop Level 3 fair value.value measurements. The Company adopted this guidance prospectively duringnew accounting standard on January 1, 2020, using the three months ended March 31, 2017prospective method, and the adoption had nodid not have a material impact on the Company’s financial statements.

statements and related disclosures.

In May 2017,August 2018, the FASB issued a new accounting standard update on clarifying when changesrequiring a customer in a cloud computing arrangement (i.e., hosting arrangement) that is a service contract to share-based payment awards must be accounted forcapitalize certain implementation costs as modifications. According to the new guidance, entities will apply the modification accounting guidance if the value, vesting conditions or classificationarrangement was an internal-use software project. Capitalized implementation costs related to a hosting arrangement that is a service contract will be amortized over the term of the award changes.hosting arrangement, beginning when the module or component of the hosting arrangement is ready for its intended use. The Company adopted this guidance prospectively during the three months ended June 30, 2017new accounting standard update on January 1, 2020, using the prospective method, and the adoption had nodid not have a material impact on the Company’s financial statements.

Recently issued accounting pronouncements not yet adopted

statements and related disclosures.

In May 2014,December 2019, the FASB issued a new accounting standard update on revenue recognition from contracts with customers.to simplify the accounting for income taxes. The new guidance will replace all current GAAPremoves certain exceptions for recognizing deferred taxes for investments, performing intraperiod allocation and calculating income taxes in interim periods. It also adds guidance to reduce complexity in certain areas, including recognizing deferred taxes for tax goodwill and allocating taxes to members of a consolidated group. The Company adopted this guidance on this topic and eliminate industry-specific guidance. According to the new guidance, revenue is recognized when promised goods or services are transferred to customers in an amount that reflects the consideration for which the Company expects to be entitled in exchange for those goods or services. The guidance will be effective for fiscal years, and interim periods with those fiscal years, beginning after December 15, 2017 and can be applied either retrospectively to each period presented or as a cumulative-effect adjustment as of the date of adoption. In March 2016, April 2016, May 2016 and December 2016, the FASB further amended the guidance to clarify the implementation on principal versus agent considerations, the identification of performance obligation and the licensing implementation guidance to provide narrow-scope improvements and practical expedients, and technical corrections and improvements. The Company will adopt this standard effective January 1, 20182020, using the modified retrospective method. The Company is finalizing its analysis ofmethod, and the adoption did not have a material impact this standard will have on the consolidatedCompany's financial statements and continues to validate the recognition impact on data licensing and other revenue. The Company doesrelated disclosures.
Recently issued accounting pronouncements not expect the impact of adopting the standard to be material to the Company’s consolidated financial statements. As part of the Company’s assessment and implementation plan, the Company is finalizing changes to its policies and procedures and evaluating and implementing changes to its internal controls. The Company continues to finalize its required disclosures under the new standard.

yet adopted

In March 2017,August 2020, the FASB issued a new accounting standard update on shorteningto simplify the premium amortization periodaccounting for purchased non-contingently callableconvertible debt securities.and other equity-linked instruments. The new guidance shortenssimplifies the amortization periodaccounting for convertible instruments by eliminating the cash conversion and beneficial conversion feature models used to separately account for embedded conversion features as a component of equity. Instead, the entity will account for the premium on purchased non-contingently callableconvertible debt or convertible preferred stock securities to the earliest call date. Currently, entities generally amortize the premium as a yield adjustment oversingle unit of account, unless the contractual lifeconversion feature requires bifurcation and recognition as derivatives. Additionally, the guidance requires entities to use the if-converted method for all convertible instruments in the diluted earnings per share calculation and include the effect of the security.potential share settlement for instruments that may be settled in cash or shares. This guidance will be effective for fiscal years, and interim periods within those fiscal years, beginning after December 15, 2018.2021, using a modified or full retrospective transition method. Early adoption is permitted.permitted for fiscal years, and interim periods within those fiscal years, beginning after December 15, 2020. The Company is evaluating the impact of adopting this new accounting standard update on theits financial statements and related disclosures.

With the exception of the standards discussed above, there have been no other recent accounting pronouncements or changes in accounting pronouncements during the nine months ended September 30, 2017,2020, as compared to the recent accounting pronouncements described in the Company’s Annual Report on Form 10-K for the fiscal year ended December 31, 2016,2019, that are of significance or potential significance to the Company.

11

Significant Accounting Policies
There have been no material changes to the Company's significant accounting policies from its Annual Report on Form 10-K for the fiscal year ended December 31, 2019, except for the policies noted below, which changed as a result of the adoption of the new standard on the measurement of credit losses on financial instruments.

12


Accounts Receivable, Net
The Company records accounts receivable at the invoiced amount. The Company maintains an allowance for doubtful accounts to reserve for potentially uncollectible receivable amounts. In evaluating the Company’s ability to collect outstanding receivable balances, the Company considers various factors including the age of the balance, the creditworthiness of the customer, which is assessed based on ongoing credit evaluations and payment history, the customer’s current financial condition, and considers macro-economic factors such as gross domestic product (GDP) growth rates to estimate expected future credit losses. In the three and nine months ended September 30, 2020, the Company recorded a $0.9 million reduction and a $15.4 million increment in the allowance for doubtful accounts, respectively, including estimated future losses in consideration of the impact of the COVID-19 pandemic on the economy and the Company. The Company considered the current and expected future economic and market conditions surrounding the COVID-19 pandemic to determine future expected losses on its accounts receivable. Actual future bad debt could differ materially from this estimate and additional bad debt could be incurred as the duration and severity of the impact of the COVID-19 pandemic remains uncertain.
Unbilled Revenue (Contract Assets)
The Company evaluates whether its unbilled revenue is exposed to potential credit losses by considering factors such as the creditworthiness of its customers, the term over which unbilled revenue will be recognized, historical impairment of unbilled revenue, and contemplation of projected macroeconomic factors such as GDP growth rates. As of September 30, 2020, the Company recorded an immaterial amount of allowance for credit losses on unbilled revenue in consideration of the impact of the COVID-19 pandemic on the economy and the Company. The Company considered the current and expected future economic and market conditions surrounding the COVID-19 pandemic to determine future expected credit losses on its unbilled revenue. Actual results could differ materially from the Company’s estimates given the uncertainty arising from the COVID-19 pandemic.
Cash, Cash Equivalents and Short-term Investments
The Company determines the appropriate classification of its investments in marketable securities at the time of purchase and reevaluates such designation at each balance sheet date. The Company has classified and accounted for its marketable securities as available-for-sale. After considering the Company’s capital preservation objectives, as well as its liquidity requirements, the Company may sell securities prior to their stated maturities. The Company carries its available-for-sale securities at fair value. The Company reports the unrealized gains and losses, net of taxes, as a component of stockholders’ equity, except for unrealized losses determined to be credit-related which are recorded as other income (expense), net in the consolidated statements of operations and reports an allowance for credit losses in short-term investments on the balance sheet, if any.
The Company's investment policy only allows purchases of investment-grade notes and provides guidelines on concentrations to ensure minimum risk of loss. The Company evaluates whether the unrealized loss on available-for-sale debt securities is the result of the credit worthiness of the corporate notes it held, or other non-credit-related factors such as liquidity by reviewing a number of factors such as the implied yield of the corporate note based on the market price, the nature of the invested entity's business or industry, market capitalization relative to debt, changes in credit ratings, and the market prices of the corporate notes subsequent to period end. As of September 30, 2020, the gross unrealized loss on available-for-sale debt securities was immaterial and there were no expected credit losses related to the Company's available-for-sale debt securities. The Company does not intend to sell these investments and it is not more likely than not that the Company will be required to sell these investments before recovery of their amortized cost bases. As of September 30, 2020, no allowance for credit losses in short-term investments was recorded. However, given the uncertainty surrounding the severity and duration of the COVID-19 pandemic, the Company could incur future unrealized losses on available-for-sale debt securities that are credit-related, which will be recorded in other income (expense), net in the consolidated statements of operations.
13


Note 2. Revenue
Revenue Recognition
Revenue is recognized when the control of promised goods or services is transferred to customers at an amount that reflects the consideration to which the Company expects to be entitled to in exchange for those goods or services. The Company identifies its contracts with customers and all performance obligations within those contracts. The Company then determines the transaction price and allocates the transaction price to the performance obligations within the Company's contracts with customers, recognizing revenue when, or as the Company satisfies its performance obligations. While the majority of the Company's revenue transactions are based on standard business terms and conditions, the Company also enters into sales agreements with advertisers and data partners that sometimes involve multiple performance obligations and occasionally include non-standard terms or conditions.
Revenue by geography is based on the billing address of the customers. The following tables set forth revenue by services and revenue by geographic area (in thousands):
Three Months Ended September 30,Nine Months Ended September 30,
2020201920202019
Revenue by services:
Advertising services$808,449 $702,257 $2,052,635 $2,108,846 
Data licensing and other127,784 121,460 374,673 343,142 
Total revenue$936,233 $823,717 $2,427,308 $2,451,988 

Three Months Ended September 30,Nine Months Ended September 30,
2020201920202019
Revenue by geographic area:
United States$512,637 $465,409 $1,345,948 $1,352,966 
Japan132,392 128,797 371,763 397,539 
Rest of World291,204 229,511 709,597 701,483 
Total revenue$936,233 $823,717 $2,427,308 $2,451,988 
Contract Balances
The Company enters into contracts with its customers, which may give rise to contract liabilities (deferred revenue) and contract assets (unbilled revenue). The payment terms and conditions within the Company’s contracts vary by the type and location of its customer and products or services purchased, the substantial majority of which are due in less than one year. When the timing of revenue recognition differs from the timing of payments made by customers, the Company recognizes either unbilled revenue (its performance precedes the billing date) or deferred revenue (customer payment is received in advance of performance).
Unbilled Revenue (Contract Assets)
The Company presents unbilled revenue in the consolidated balance sheets within prepaid expenses and other current assets and within other assets. The Company’s contracts do not contain material financing components. The Company's unbilled revenue primarily consists of amounts that have yet to be billed under contracts with escalating fee structures. Specifically, because the Company generally recognizes revenue on a straight-line basis for data licensing arrangements with escalating fee structures, revenue recognized represents amounts to which the Company is contractually entitled; however, the revenue recognized exceeds the amounts the Company has a right to bill as of the period end, thus resulting in unbilled revenue.
Deferred Revenue (Contract Liabilities)
The Company presents deferred revenue primarily within accrued and other current liabilities in the consolidated balance sheets and there is not expected to be any material non-current contract liabilities given the Company's contracting provisions. The Company's deferred revenue balance primarily consists of cash payments due in advance of satisfying its performance obligations relating to data licensing contracts and performance obligations given to customers based on their spend relating to advertising contracts, for which the Company defers, as they represent material rights. The Company recognizes deferred revenue relating to its data licensing contracts on a straight-line basis over the period in which the Company provides data. The Company recognizes deferred revenue relating to its advertising contracts based on the amount of customer spend and the relative standalone selling price of the material rights.

14


The following table presents contract balances (in thousands):
September 30,
2020
December 31,
2019
Unbilled revenue$37,241 $27,691 
Deferred revenue$58,408 $69,000 
The amount of revenue recognized in the three months ended September 30, 2020 that was included in the deferred revenue balance as of June 30, 2020 was $35.3 million. The amount of revenue recognized in the nine months ended September 30, 2020 that was included in the deferred revenue balance as of December 31, 2019 was $69.0 million. This revenue consists primarily of revenue recognized as a result of the utilization of bonus ads inventory earned by and material rights provided to customers in prior periods and the satisfaction of the Company’s performance obligations relating to data licensing contracts with advance cash payments or material rights.
The amount of revenue recognized from obligations satisfied (or partially satisfied) in prior periods was not material.
The increase in the unbilled revenue balance from December 31, 2019 to September 30, 2020 was primarily attributable to differences between revenue recognized and amounts billed in the Company's data licensing arrangements with escalating fee structures due to recognizing such fees as revenue on a straight-line basis.
The decrease in the deferred revenue balance from December 31, 2019 to September 30, 2020 was primarily due to utilization of bonus and make good ads inventory earned in prior periods and the satisfaction of the Company's performance obligations relating to data licensing contracts with advance cash payments or material rights, offset by bonus ads inventory offered to customers during the period.
Remaining Performance Obligations
As of September 30, 2020, the aggregate amount of the transaction price allocated to remaining performance obligations in contracts with an original expected duration exceeding one year is $836.5 million. This total amount primarily consists of long-term data licensing contracts and excludes deferred revenue related to the Company’s short-term advertising service arrangements. The Company expects to recognize this amount as revenue over the following time periods (in thousands):
Remaining Performance Obligations

Total
Remainder of 202020212022 and Thereafter
Revenue expected to be recognized on remaining performance obligations$836,537 $79,300 $295,179 $462,058 

15


Note 2.3. Cash, Cash Equivalents and Short-term Investments

Cash, cash equivalents and short-term investments consist of the following (in thousands):

 

September 30,

 

 

December 31,

 

 

2017

 

 

2016

 

September 30,
2020
December 31,
2019

Cash and cash equivalents:

 

 

 

 

 

 

 

 

Cash and cash equivalents:

Cash

 

$

279,615

 

 

$

253,808

 

Cash$234,497 $254,405 

Money market funds

 

 

920,105

 

 

 

422,515

 

Money market funds1,620,552 465,158 

U.S. government and agency securities including treasury bills

 

 

29,995

 

 

 

12,639

 

Corporate notes, commercial paper and certificates of deposit

 

 

356,843

 

 

 

299,636

 

Corporate notes, commercial paper and certificates of deposit346,024 1,079,519 

Total cash and cash equivalents

 

$

1,586,558

 

 

$

988,598

 

Total cash and cash equivalents$2,201,073 $1,799,082 

Short-term investments:

 

 

 

 

 

 

 

 

Short-term investments:

U.S. government and agency securities including treasury bills

 

$

971,514

 

 

$

1,183,768

 

U.S. government and agency securitiesU.S. government and agency securities$956,442 $660,860 

Corporate notes, commercial paper and certificates of deposit

 

 

1,700,024

 

 

 

1,602,213

 

Corporate notes, commercial paper and certificates of deposit4,522,498 4,179,110 
Marketable equity securitiesMarketable equity securities1,034 

Total short-term investments

 

$

2,671,538

 

 

$

2,785,981

 

Total short-term investments$5,479,974 $4,839,970 

The contractual maturities of debt securities classified as available-for-sale as of September 30, 20172020 were as follows (in thousands):

 

 

September 30,

 

 

 

2017

 

Due within one year

 

$

2,089,071

 

Due after one year through two years

 

 

582,467

 

Total

 

$

2,671,538

 

September 30,
2020
Due within one year$2,753,187 
Due after one year through five years2,725,753 
Total$5,478,940 


The following tables summarize unrealized gains and losses related to available-for-sale debt securities classified as short-term investments on the Company’s consolidated balance sheets (in thousands):

 

 

September 30, 2017

 

 

 

Gross

 

 

Gross

 

 

Gross

 

 

Aggregated

 

 

 

Amortized

 

 

Unrealized

 

 

Unrealized

 

 

Estimated

 

 

 

Costs

 

 

Gains

 

 

Losses

 

 

Fair Value

 

U.S. government and agency securities including treasury bills

 

$

972,996

 

 

$

129

 

 

$

(1,611

)

 

$

971,514

 

Corporate notes, commercial paper and

   certificates of deposit

 

 

1,700,172

 

 

 

254

 

 

 

(402

)

 

 

1,700,024

 

Total available-for-sale securities classified as

   short-term investments

 

$

2,673,168

 

 

$

383

 

 

$

(2,013

)

 

$

2,671,538

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

December 31, 2016

 

 

 

Gross

 

 

Gross

 

 

Gross

 

 

Aggregated

 

 

 

Amortized

 

 

Unrealized

 

 

Unrealized

 

 

Estimated

 

 

 

Costs

 

 

Gains

 

 

Losses

 

 

Fair Value

 

U.S. government and agency securities including treasury bills

 

$

1,185,274

 

 

$

136

 

 

$

(1,642

)

 

$

1,183,768

 

Corporate notes, commercial paper and

   certificates of deposit

 

 

1,603,048

 

 

 

114

 

 

 

(949

)

 

 

1,602,213

 

Total available-for-sale securities classified as

   short-term investments

 

$

2,788,322

 

 

$

250

 

 

$

(2,591

)

 

$

2,785,981

 

September 30, 2020
Gross
Amortized
Cost
Gross
Unrealized
Gains
Gross
Unrealized
Losses
Aggregated
Estimated
Fair Value
U.S. government and agency securities$954,625 $1,817 $$956,442 
Corporate notes, commercial paper and certificates of deposit4,491,038 31,957 (497)4,522,498 
Total available-for-sale debt securities classified as short-term investments$5,445,663 $33,774 $(497)$5,478,940 


December 31, 2019
Gross
Amortized
Cost
Gross
Unrealized
Gains
Gross
Unrealized
Losses
Aggregated
Estimated
Fair Value
U.S. government and agency securities$660,361 $1,049 $(550)$660,860 
Corporate notes, commercial paper and certificates of deposit4,166,203 13,133 (226)4,179,110 
Total available-for-sale debt securities classified as short-term investments$4,826,564 $14,182 $(776)$4,839,970 
The gross unrealized loss on available-for-sale debt securities in a continuous loss position for 12 months or longer was not material as of September 30, 20172020 and December 31, 2016.

12

2019.
16

Investments are reviewed periodically to identify possible other-than-temporary impairments. No impairment loss has been recorded on the securities included in the tables above as the Company believes that the decrease in fair value of these securities is temporary and expects to recover the initial cost of investment for these securities.


Note 3.4. Fair Value Measurements

The Company measures its cash equivalents, short-term investments and derivative financial instruments at fair value. The Company classifies its cash equivalents, short-term investments and derivative financial instruments within Level 1 or Level 2 because the Company values these investments using quoted market prices or alternative pricing sources and models utilizing market observable inputs. The fair value of the Company’s Level 1 financial assets is based on quoted market prices of the identical underlying security. The fair value of the Company’s Level 2 financial assets is based on inputs that are directly or indirectly observable in the market, including the readily-available pricing sources for the identical underlying security that may not be actively traded.

The following tables set forth the fair value of the Company’s financial assets and liabilities measured at fair value on a recurring basis as of September 30, 20172020 and December 31, 20162019 based on the three-tier fair value hierarchy (in thousands):

September 30, 2017

 

September 30, 2020

Level 1

 

 

Level 2

 

 

Level 3

 

 

Total

 

Level 1Level 2Total

Assets

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Assets

Cash equivalents:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Cash equivalents:

Money market funds

$

920,105

 

 

$

 

 

$

 

 

$

920,105

 

Money market funds$1,620,552 $$1,620,552 

Treasury bills

 

29,995

 

 

 

 

 

 

 

 

 

29,995

 

Corporate notesCorporate notes9,085 9,085 

Commercial paper

 

 

 

 

344,724

 

 

 

 

 

 

344,724

 

Commercial paper324,634 324,634 

Certificates of deposit

 

 

 

 

12,119

 

 

 

 

 

 

12,119

 

Certificates of deposit12,305 12,305 

Short-term investments:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Short-term investments:

U.S. government securities

 

 

 

 

593,594

 

 

 

 

 

 

593,594

 

Agency securities

 

 

 

 

377,920

 

 

 

 

 

 

377,920

 

U.S. government and agency securitiesU.S. government and agency securities956,442 956,442 

Corporate notes

 

 

 

 

747,623

 

 

 

 

 

 

747,623

 

Corporate notes2,928,802 2,928,802 

Commercial paper

 

 

 

 

264,822

 

 

 

 

 

 

264,822

 

Commercial paper1,099,352 1,099,352 

Certificates of deposit

 

 

 

 

687,579

 

 

 

 

 

 

687,579

 

Certificates of deposit494,344 494,344 
Marketable equity securitiesMarketable equity securities1,034 1,034 

Other current assets:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Other current assets:

Foreign currency contracts

 

 

 

 

2,555

 

 

 

 

 

 

2,555

 

Foreign currency contracts404 404 

Total

$

950,100

 

 

$

3,030,936

 

 

$

 

 

$

3,981,036

 

Total$1,621,586 $5,825,368 $7,446,954 

Liabilities

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Liabilities

Other current liabilities:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Other current liabilities:

Foreign currency contracts

 

 

 

 

1,353

 

 

 

 

 

 

1,353

 

Foreign currency contracts$$6,889 $6,889 

Total

$

 

 

$

1,353

 

 

$

 

 

$

1,353

 

Total$$6,889 $6,889 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

13


December 31, 2019
Level 1Level 2Total
Assets
Cash equivalents:
Money market funds$465,158 $$465,158 
Corporate notes8,246 8,246 
Commercial paper1,031,825 1,031,825 
Certificates of deposit39,448 39,448 
Short-term investments:
U.S. government and agency securities660,860 660,860 
Corporate notes2,468,429 2,468,429 
Commercial paper1,236,487 1,236,487 
Certificates of deposit474,194 474,194 
Other current assets:
Foreign currency contracts3,756 3,756 
Total$465,158 $5,923,245 $6,388,403 
Liabilities
Other current liabilities:
Foreign currency contracts$$1,573 $1,573 
Total$$1,573 $1,573 
17

 

December 31, 2016

 

 

Level 1

 

 

Level 2

 

 

Level 3

 

 

Total

 

Assets

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Cash equivalents:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Money market funds

$

422,515

 

 

$

 

 

$

 

 

$

422,515

 

Treasury bills

 

12,639

 

 

 

 

 

 

 

 

 

12,639

 

Corporate notes

 

 

 

 

7,387

 

 

 

 

 

 

7,387

 

Commercial paper

 

 

 

 

292,249

 

 

 

 

 

 

292,249

 

Short-term investments:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

U.S. government securities

 

 

 

 

657,502

 

 

 

 

 

 

657,502

 

Agency securities

 

 

 

 

526,266

 

 

 

 

 

 

526,266

 

Corporate notes

 

 

 

 

689,986

 

 

 

 

 

 

689,986

 

Commercial paper

 

 

 

 

311,238

 

 

 

 

 

 

311,238

 

Certificates of deposit

 

 

 

 

600,989

 

 

 

 

 

 

600,989

 

Other current assets:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Foreign currency contracts

 

 

 

 

1,955

 

 

 

 

 

 

1,955

 

Total

$

435,154

 

 

$

3,087,572

 

 

$

 

 

$

3,522,726

 

Liabilities

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Other current liabilities:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Foreign currency contracts

 

 

 

 

500

 

 

 

 

 

 

500

 

Total

$

 

 

$

500

 

 

$

 

 

$

500

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 


In 2014, the


The Company issued $935.0has $954.0 million principal amount of 0.25% convertible senior notes due in 2019 (the “2019 Notes”) and $954.0 millionaggregate principal amount of 1.00% convertible senior notes due in 2021, (the “2021 Notes”or the 2021 Notes, $1.15 billion in aggregate principal amount of 0.25% convertible senior notes due in 2024, or the 2024 Notes, $1.0 billion in aggregate principal amount of 0.375% convertible senior notes due in 2025, or the 2025 Notes, and, taken together with the 2021 Notes and the 2024 Notes, the Convertible Notes. The Company also has $700.0 million in aggregate principal amount of 3.875% senior notes due in 2027, or the 2027 Notes, and, together with the 2019Convertible Notes, the “Notes”) in a private placement to qualified institutional buyers pursuant to Rule 144A under the Securities ActNotes, outstanding as of 1933, as amended.September 30, 2020. Refer to Note 810Senior Notes and Convertible Senior Notes for further details on the Notes.
The estimated fair value of the 20192021 Notes, the 2024 Notes, and 2021the 2027 Notes, based on a market approach as of September 30, 20172020 was approximately $887.3$949.0 million, $1.26 billion, and $878.1$728.0 million, respectively, which represents a Level 2 valuation. The estimated fair value was determined based on the estimated or actual bids and offers of the Notes in an over-the-counter market on the last business day of the period.

The estimated fair value of the 2025 Notes, based on a binomial model, as of September 30, 2020 was approximately $1.28 billion, which represents a Level 3 valuation. The Level 3 inputs used include risk free rate, volatility and discount yield.
Derivative Financial Instruments

The Company enters into foreign currency forward contracts with financial institutions to reduce the risk that its earnings may be adversely affected by the impact of exchange rate fluctuations on monetary assets or liabilities denominated in currencies other than the functional currency of a subsidiary. These contracts do not subject the Company to material balance sheet risk due to exchange rate movements because gains and losses on these derivatives are intended to offset gains and losses on the hedged foreign currency denominated assets and liabilities. These foreign currency forward contracts are not designated as hedging instruments.

The Company recognizes these derivative instruments as either assets or liabilities in the consolidated balance sheets at fair value based on a Level 2 valuation. The Company records changes in the fair value (i.e., gains or losses) of the derivatives asin other income (expense), net in the consolidated statements of operations. The notional principal of foreign currency contracts outstanding was equivalent to $512.7$470.5 million and $536.9$456.1 million atas of September 30, 20172020 and December 31, 2016,2019, respectively.

The fair values of outstanding derivative instruments for the periods presented on a gross basis are as follows (in thousands):

 

 

 

September 30,

 

 

December 31,

 

 

Balance Sheet Location

 

2017

 

 

2016

 

Balance Sheet LocationSeptember 30,
2020
December 31,
2019

Assets

 

 

 

 

 

 

 

 

 

 

Assets

Foreign currency contracts not designated as hedging instruments

 

Other current assets

 

$

2,555

 

 

$

1,955

 

Foreign currency contracts not designated as hedging instrumentsOther current assets$404 $3,756 

Liabilities

 

 

 

 

 

 

 

 

 

 

Liabilities

Foreign currency contracts not designated as hedging instruments

 

Other current liabilities

 

$

1,353

 

 

$

500

 

Foreign currency contracts not designated as hedging instrumentsOther current liabilities$6,889 $1,573 

14


The Company recognized $2.7$7.1 million and $5.1$18.3 million of net gainslosses on theits foreign currency contracts in the three and nine months ended September 30, 2017,2020, respectively. The Company recognized $0.2$9.6 million and $4.9$14.5 million of net losses on theits foreign currency contracts in the three and nine months ended September 30, 2016,2019, respectively.

Note 4.5. Property and Equipment, Net

The following table presents the detail oftables set forth property and equipment, net by type and by geographic area for the periods presented (in thousands):

 

September 30,

 

 

December 31,

 

 

2017

 

 

2016

 

September 30,
2020
December 31,
2019

Property and equipment, net

 

 

 

 

 

 

 

 

Property and equipment, net

Equipment

 

$

1,014,235

 

 

$

909,797

 

Equipment$1,683,628 $1,445,003 

Furniture and leasehold improvements

 

 

321,853

 

 

 

304,613

 

Furniture and leasehold improvements362,599 347,983 

Capitalized software

 

 

432,759

 

 

 

353,163

 

Capitalized software769,879 688,894 

Construction in progress

 

 

65,375

 

 

 

74,255

 

Construction in progress383,296 100,551 

Total

 

 

1,834,222

 

 

 

1,641,828

 

Total3,199,402 2,582,431 

Less: Accumulated depreciation and amortization

 

 

(1,080,905

)

 

 

(857,927

)

Less: Accumulated depreciation and amortization(1,806,682)(1,550,650)

Property and equipment, net

 

$

753,317

 

 

$

783,901

 

Property and equipment, net$1,392,720 $1,031,781 

18


September 30,
2020
December 31,
2019
Property and equipment, net:
United States$1,359,952 $999,552 
International32,768 32,229 
Total property and equipment, net$1,392,720 $1,031,781 

Note 6. Operating and Finance Leases
The Company has operating leases primarily for office space and data center facilities. The Company subleases certain leased office space to third parties when it determines there is excess leased capacity. The Company’s server and networking equipment leases typically are accounted for as finance leases. Operating lease right-of-use assets obtained in exchange for operating lease obligations were $253.9 million and $34.0 million in the nine months ended September 30, 2020 and 2019, respectively.
Future lease payments under leases and sublease income as of September 30, 2020 were as follows (in thousands):
Operating
Leases
Finance
Leases
TotalSublease
Income
Year Ending December 31,
Remainder of 2020$37,771 $2,528 $40,299 $(2,715)
2021220,364 569 220,933 (8,920)
2022218,230 218,230 (1,325)
2023143,583 143,583 
2024143,242 143,242 
Thereafter630,098 630,098 
Total future lease payments (receipts)1,393,288 3,097 1,396,385 $(12,960)
Less: leases not yet commenced(367,190)(367,190)
Less: imputed interest(137,579)(21)(137,600)
Total lease liabilities$888,519 $3,076 $891,595 
Reconciliation of lease liabilities as shown in the consolidated balance sheets
Operating lease liabilities, short-term$161,508 $— $161,508 
Operating lease liabilities, long-term727,011 — 727,011 
Finance lease liabilities, short-term— 3,076 3,076 
Total lease liabilities$888,519 $3,076 $891,595 
There were no other material changes in the Company's operating and finance leases in the three and nine months ended September 30, 2020, as compared to the disclosure in the Company's Annual Report on Form 10-K for the fiscal year ended December 31, 2019.

Note 5.7. Goodwill and Intangible Assets

The following table presents the goodwill activities for the periods presented (in thousands):

Goodwill

 

 

 

 

Balance as of December 31, 2016

 

$

1,185,315

 

Foreign currency translation adjustment and other

 

 

2,565

 

Balance as of September 30, 2017

 

$

1,187,880

 

Goodwill
Balance as of December 31, 2019$1,256,699 
Acquisitions33,080 
Other(632)
Balance as of September 30, 2020$1,289,147 


19


For each of the periods presented, gross goodwill balance equaled the net balance since no0 impairment charges have been recorded.

The following table presents the detail of intangible assets for the periods presented (in thousands):

 

Gross Carrying

 

 

Accumulated

 

 

Net Carrying

 

 

Value

 

 

Amortization

 

 

Value

 

Gross Carrying
Value
Accumulated
Amortization
Net Carrying
Value

September 30, 2017:

 

 

 

 

 

 

 

 

 

 

 

 

September 30, 2020:September 30, 2020:

Patents and developed technologies

 

$

123,908

 

 

$

(72,293

)

 

$

51,615

 

Patents and developed technologies$115,203 $(57,880)$57,323 

Publisher and advertiser relationships

 

 

53,100

 

 

 

(50,155

)

 

 

2,945

 

OtherOther3,233 (1,633)1,600 

Total

 

$

177,008

 

 

$

(122,448

)

 

$

54,560

 

Total$118,436 $(59,513)$58,923 

December 31, 2016:

 

 

 

 

 

 

 

 

 

 

 

 

December 31, 2019:December 31, 2019:

Patents and developed technologies

 

$

122,611

 

 

$

(47,160

)

 

$

75,451

 

Patents and developed technologies$96,636 $(41,530)$55,106 

Publisher and advertiser relationships

 

 

53,100

 

 

 

(33,217

)

 

 

19,883

 

Total

 

$

175,711

 

 

$

(80,377

)

 

$

95,334

 

Total$96,636 $(41,530)$55,106 

Amortization expense associated with intangible assets was $5.4 million and $3.8 million for the three months ended September 30, 20172020 and 2016 was $11.12019, respectively, and $18.0 million and $16.6$12.5 million respectively, and for the nine months ended September 30, 20172020 and 2016 was $41.6 million and $42.1 million,2019, respectively.

15


Estimated future amortization expense as of September 30, 20172020 is as follows (in thousands):

Remainder of 2017

 

$

4,880

 

2018

 

 

16,096

 

2019

 

 

8,537

 

2020

 

 

6,263

 

2021

 

 

5,867

 

Thereafter

 

 

12,917

 

Total

 

$

54,560

 

Remainder of 2020$5,425 
202118,249 
202213,022 
20237,843 
20246,026 
Thereafter8,358 
Total$58,923 

Note 6.8. Accrued and Other Current Liabilities

The following table presents the detail of accrued and other current liabilities for the periods presented (in thousands):

 

September 30,

 

 

December 31,

 

 

2017

 

 

2016

 

September 30,
2020
December 31,
2019

Accrued compensation

 

$

92,992

 

 

$

82,354

 

Accrued compensation$157,334 $190,465 

Accrued restructuring

 

 

35,945

 

 

 

55,942

 

Federal Trade Commission accrual (see Note 14)Federal Trade Commission accrual (see Note 14)150,000 
Deferred revenueDeferred revenue57,180 68,987 

Accrued publisher, content and ad network costs

 

 

22,243

 

 

 

44,362

 

Accrued publisher, content and ad network costs38,490 45,265 

Deferred revenue

 

 

23,094

 

 

 

33,659

 

Accrued professional servicesAccrued professional services34,240 38,596 

Accrued tax liabilities

 

 

35,012

 

 

 

34,253

 

Accrued tax liabilities31,710 45,967 

Accrued fixed assets and maintenance

 

 

7,457

 

 

 

25,265

 

Accrued other

 

 

79,409

 

 

 

105,102

 

Accrued other154,931 111,613 

Total

 

$

296,152

 

 

$

380,937

 

Total$623,885 $500,893 


Note 7. 9. Acquisitions and Other Investments
2020 Acquisitions
During the nine months ended September 30, 2020, the Company made a number of acquisitions, which were accounted for as business combinations. The total purchase price for these acquisitions was $46.1 million, which was allocated as follows: $8.8 million to developed technologies and other acquired intangible assets, $4.2 million to net assets assumed based on their estimated fair value on the acquisition date, and the excess $33.1 million of the purchase price over the fair value of net assets acquired to goodwill. The goodwill from the acquisitions is mainly attributable to assembled workforce, expected synergies and other benefits. The goodwill is not tax deductible. Developed technologies and other acquired intangible assets will be amortized on a straight-line basis over their estimated useful lives of up to three years.
The results of operations for these acquisitions have been included in the Company’s consolidated statements of operations since the date of each respective acquisition. Actual and pro forma revenue and results of operations for these acquisitions have not been presented because they do not have a material impact on the consolidated revenue and results of operations.

20


Investments in Privately-Held Companies

The

From time to time, the Company makes strategic investments in privately-held companies and assesses the accounting for these investments under the equity or cost method.companies. The Company also evaluates each investee to determine if the investee is a variable interest entity and, if so, whether the Company is the primary beneficiary of the variable interest entity. The Company has determined, as of September 30, 2017,2020, there were no variable interest entities required to be consolidated in the Company’s consolidated financial statements. The Company’s investments in privately-held companies are primarily accountednon-marketable equity securities without readily determinable fair values. The Company accounts for usingits investments in privately-held companies either under equity method accounting or by adjusting the cost method which had a carrying value of $27.6its non-marketable equity securities to fair value upon observable transactions for identical or similar investments of the same issuer or upon impairment (referred to as the measurement alternative). All gains and losses on non-marketable equity securities, realized and unrealized, are recognized in other income (expense), net. The Company’s non-marketable equity securities had a combined carrying value of $77.3 million and $90.2$77.7 million as of September 30, 20172020 and December 31, 2016,2019, respectively. The maximum loss the Company can incur for its investments is their carrying value. These investments in privately-held companies are included within Other Assetsother assets on the consolidated balance sheets.

The Company periodically evaluates the carrying value of the cost-method investments in privately-held companies when events and circumstances indicate that the carrying amount of the investment may not be recovered. The Company estimates the fair value of the cost-method investments to assess whether impairment losses shall be recorded using Level 3 inputs. These investments include the Company’s holdings in privately-held companies that are not exchange traded and therefore not supported with observable market pricesprices; hence, the Company may determine the fair value by reviewing equity valuation reports, current financial results, long-term plans of the private company,privately-held companies, the amount of cash that the privately-held company hascompanies have on-hand, the ability to obtain additional financing and overall market conditions in which the private company operates.

In the three months ended June 30, 2017, the Company determined that the estimated fair value of a cost-method investment, valued using Level 3 inputs, was below its carrying value and that the carrying value of this investment was not expected to be recoverable within a reasonable period of time. The Company calculated the expected value of the cost-method investment based on third-party offers received by the investee and the Company’s expectation of its negotiated investment valueprivately-held companies operate or based on the amount of cash thatprice observed from the investee had on-hand, the investee’s ability to obtain additional financing and overall market conditions in which the investee operated. Based on this analysis, themost recent completed financing. The Company recorded a $55.0impairment charges of $0.3 million other-than-temporary impairment charge duringand $8.8 million in the three and nine months ended JuneSeptember 30, 20172020, respectively, and $1.6 million in the nine months ended September 30, 2019, within other income (expense), net in the consolidated statements of operations.

16


In NaN impairment charge was recorded in the three months ended September 30, 2017, based on the investee completing a financing with third parties and reorganization on August 12, 2017, the2019. The Company finalized its calculation of the expected value of the cost-method investment using a Monte Carlo option pricing model. Based on this analysis, the Companyalso recorded a $7.4gain of $10.2 million other-than-temporary impairment charge duringfrom the threesale of an investment in a privately-held company in the nine months ended September 30, 20172019 within other income (expense), net in the consolidated statements of operations. Total other-than-temporary impairment chargeNaN gains were recorded in the three and nine months ended September 30, 20172020 and 2016 was $62.4 million and $2.0 million, respectively. No impairment charge was recorded in the three months ended September 30, 2016.

2019.

Note 8. Convertible10. Senior Notes

and Convertible Notes

Senior Notes
2027 Notes
In 2014,2019, the Company issued $935.0$700.0 million aggregate principal amount of 2019the 3.875% senior notes due 2027, or the 2027 Notes, in a private placement to qualified institutional buyers pursuant to Rule144A under the Securities Act of 1933, as amended, and $954.0outside the United States pursuant to Regulation S under the Securities Act of 1933. The total net proceeds from this offering were approximately $691.9 million, after deducting $8.1 million of debt issuance costs in connection with the issuance of the 2027 Notes. The 2027 Notes represent senior unsecured obligations of the Company. The interest rate is fixed at 3.875% per annum and interest is payable semi-annually in arrears on June 15 and December 15 of each year, which commenced on June 15, 2020. The 2027 Notes mature on December 15, 2027.
Convertible Notes
2025 Notes
In March 2020, the Company entered into an investment agreement (the Investment Agreement) with Silver Lake Partners V DE (AIV), L.P. (Silver Lake) relating to the issuance and sale to Silver Lake of $1.0 billion in aggregate principal amount of 2021the Company's 0.375% convertible senior notes due 2025, or the 2025 Notes. The total net proceeds from this offering were approximately $1.86 billion,$985.3 million, after deducting $28.3$14.7 million of initial purchasers’ discount and $0.5 million debt issuance costs in connection with the 20192025 Notes.
The 2025 Notes andrepresent senior unsecured obligations of the 2021 Notes.  

Company. The interest rates arerate is fixed at 0.25% and 1.00%0.375% per annum for the 2019 Notes and the 2021 Notes, respectively, and areinterest is payable semi-annually in arrears on March 15 and September 15 of each year, commencingwhich commenced on September 15, 2020. The 2025 Notes mature on March 15, 2015. For2025, subject to earlier conversion, redemption or repurchase.

The 2025 Notes are convertible at the option of the holder at any time until the scheduled trading day prior to the maturity date, including in connection with a redemption by the Company. The 2025 Notes will be convertible into shares of the Company’s common stock based on an initial conversion rate of 24.0964 shares of common stock per $1,000 principal amount of the 2025 Notes, which is equal to an initial conversion price of $41.50 per share, subject to customary anti-dilution and other adjustments, including in connection with any make-whole adjustment as a result of certain extraordinary transactions.

21


Upon conversion of the 2025 Notes, the Company will pay or deliver, as the case may be, cash, shares of its common stock or a combination of cash and shares of its common stock, at the Company’s election. If the Company satisfies its conversion obligation solely in cash or through payment and delivery, as the case may be, of a combination of cash and shares of its common stock, the amount of cash and shares of common stock, if any, due upon conversion will be based on a daily conversion value (as set forth in the indenture governing the 2025 Notes) calculated on a proportionate basis for each trading day in a 30 trading day observation period.
On or after March 20, 2022, the 2025 Notes will be redeemable by the Company in the event that the closing sale price of the Company’s common stock has been at least 130% of the conversion price then in effect for at least 20 trading days (whether or not consecutive) during any 30 consecutive trading day period (including the last trading day of such period) ending on, and including, the trading day immediately preceding the date on which the Company provides the redemption notice at a redemption price of 100% of the principal amount of such 2025 Notes, plus accrued and unpaid interest to, but excluding, the redemption date.
With certain exceptions, upon a change of control of the Company or a fundamental change (as defined in the indenture governing the 2025 Notes), the holders of the 2025 Notes may require that the Company repurchase all or part of the principal amount of the 2025 Notes at a repurchase price equal to 100% of the principal amount of the 2025 Notes, plus any accrued and unpaid interest to, but excluding, the repurchase date.
Pursuant to the Investment Agreement, and subject to certain exceptions, Silver Lake will be restricted from transferring or entering into an agreement that transfers the economic consequences of ownership of the 2025 Notes or converting the 2025 Notes prior to the earlier of (i) the two year anniversary of the original issue date of the 2025 Notes or (ii) immediately prior to the consummation of a change of control of the Company. Exceptions to such restrictions on transfer include, among others: (a) transfers to affiliates of Silver Lake, (b) transfers to the Company or any of its subsidiaries, (c) transfers to a third party where the net proceeds of such sale are solely used to satisfy a margin call or repay a permitted loan or (d) transfers in connection with certain merger and acquisition events.
In accordance with accounting guidance on convertible debt that may be settled in cash on conversion, the Company separated the conversion option associated with the 2025 Notes (the equity component) from the respective debt instrument (the liability component). The carrying value of the liability component was determined by measuring the fair value of a similar liability that does not have an associated convertible feature. The carrying value of the equity component of $121.4 million, which is recognized in stockholders’ equity, represents the difference between the proceeds from the issuance of the 2025 Notes and the fair value of the liability component. The equity component is not remeasured as long as it continues to meet the conditions for equity classification. The excess of the principal amount of the liability component over its carrying amount (the debt discount) is amortized to interest expense at an effective interest rate of 2.99% over the expected life of the 2025 Notes. The Company allocated $1.8 million of issuance costs to the equity component and the remaining issuance costs of $12.9 million are amortized to interest expense under the effective interest rate method over the expected life of the notes.
As of September 30, 2020, the net carrying value, net of debt issuance costs, of the 2025 Notes was $879.8 million.
2021 Notes and 2024 Notes
In 2014, the Company issued $954.0 million in aggregate principal amount of the 1.00% convertible senior notes due 2021, or the 2021 Notes, in a private placement to qualified institutional buyers pursuant to Rule 144A of the Securities Act of 1933, as amended. The total net proceeds from this offering were approximately $939.5 million, after deducting $14.3 million of debt discount and $0.2 million of debt issuance costs in connection with the issuance of the 2021 Notes. 
In 2018, the Company issued $1.15 billion aggregate principal amount of the 0.25% convertible senior notes due 2024, or the 2024 Notes, in a private placement to qualified institutional buyers pursuant to Rule144A under the Securities Act of 1933. The total net proceeds from this offering were approximately $1.14 billion, after deducting $12.3 million of debt issuance costs in connection with the 2024 Notes.
The 2021 Notes and the 2024 Notes are senior unsecured obligations of the Company. The interest rate of the 2021 Notes is fixed at 1.00% per annum and interest is payable semi-annually in arrears on March 15 and September 15 of each year. The interest rate of the 2024 Notes is fixed at 0.25% per annum and interest is payable semi-annually in arrears on June 15 and December 15 of each year. The 2021 Notes mature on September 15, 2021 and the 2024 Notes mature on June 15, 2024.

22


Senior Notes and Convertible Notes
The Notes consisted of the following (in thousands):
September 30, 2020December 31, 2019
2021 Notes2024 Notes2025 Notes2027 Notes2021 Notes2024 Notes2027 Notes
Principal amounts:
Principal$954,000 $1,150,000 $1,000,000 $700,000 $954,000 $1,150,000 $700,000 
Unamortized debt discount and issuance costs (1)
(48,468)(171,081)(120,234)(7,258)(84,652)(202,515)(8,033)
Net carrying amount$905,532 $978,919 $879,766 $692,742 $869,348 $947,485 $691,967 
Carrying amount of the equity component (2)
$283,283 $254,981 $121,413 $$283,283 $254,981 $
(1)Included in the consolidated balance sheets within convertible notes, short-term; convertible notes, long-term; and senior notes, long-term, and amortized over the remaining lives of the Notes.
(2)Included in the consolidated balance sheets within additional paid-in capital.
During the three months ended September 30, 20172020 and 2016,2019, the Company recognized $22.5$29.6 million and $21.3$33.1 million, respectively, of interest expense related to the amortization of initial purchasers’debt discount and debt discountissuance costs prior to capitalization of interest, and $3.0$10.9 million and $2.9$3.6 million, respectively, of coupon interest expense. ForDuring the nine months ended September 30, 20172020 and 2016,2019, the Company recognized $66.0$82.4 million and $62.6$101.6 million, respectively, of interest expense related to the amortization of initial purchasers’debt discount and debt discountissuance costs prior to capitalization of interest, and $8.9$31.7 million and $8.9$11.0 million, respectively, of coupon interest expense.

The Notes consisted of the following (in thousands):

 

 

September 30, 2017

 

 

December 31, 2016

 

 

 

2019 Notes

 

 

2021 Notes

 

 

2019 Notes

 

 

2021 Notes

 

Principal amounts:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Principal

 

$

935,000

 

 

$

954,000

 

 

$

935,000

 

 

$

954,000

 

Unamortized initial purchasers' discount and debt discount (1)

 

 

(100,572

)

 

 

(183,496

)

 

 

(136,376

)

 

 

(213,657

)

Net carrying amount

 

$

834,428

 

 

$

770,504

 

 

$

798,624

 

 

$

740,343

 

Carrying amount of the equity component (2)

 

$

222,826

 

 

$

283,283

 

 

$

222,826

 

 

$

283,283

 

(1)

Included in the consolidated balance sheets within convertible notes and amortized over the remaining lives of the Notes.

(2)

Included in the consolidated balance sheets within additional paid-in capital.

As of September 30, 2017,2020, the remaining life of the 20192021 Notes, the 2024 Notes, the 2025 Notes, and 2021the 2027 Notes is approximately 2311 months, 44 months, 53 months, and 4786 months, respectively.


17


Note 9.11. Net LossIncome (Loss) per Share

Basic net lossincome (loss) per share is computed by dividing total net lossincome (loss) attributable to common stockholders by the weighted-average common shares outstanding during the period. The weighted-average common shares outstanding is adjusted for shares subject to repurchase such as unvested restricted stock granted to employees in connection with acquisitions, contingently returnable shares and escrowed shares supporting indemnification obligations that are issued in connection with acquisitions and unvested stock options exercised.

Diluted net lossincome (loss) per share is computed by dividing the net lossincome (loss) attributable to common stockholders by the weighted-average number of common shares outstanding during the period, including potential dilutive common stock instruments. In the three and nine months ended September 30, 2017 and 2016,2020, the Company’s potential common stock instruments such as stock options, restricted stock units (“RSUs”),RSUs, shares to be purchased under the 2013 Employee Stock Purchase Plan, (“ESPP”), shares subject to repurchases, the conversion feature of the Convertible Notes and the warrants were not included in the computation of diluted loss per share as the effect of including these shares in the calculation would have been anti-dilutive.


23


The following table presents the calculation of basic and diluted net lossincome (loss) per share for periods presented (in thousands, except per share data).

:

 

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

Net loss

 

$

(21,095

)

 

$

(102,871

)

 

$

(199,142

)

 

$

(289,819

)

Basic shares:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Weighted-average common shares outstanding

 

 

740,290

 

 

 

711,340

 

 

 

733,698

 

 

 

704,418

 

Weighted-average restricted stock

   subject to repurchase

 

 

(3,775

)

 

 

(6,981

)

 

 

(4,072

)

 

 

(6,314

)

Weighted-average shares used to compute

   basic net loss per share

 

 

736,515

 

 

 

704,359

 

 

 

729,626

 

 

 

698,104

 

Diluted shares:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Weighted-average shares used to compute

   diluted net loss per share

 

 

736,515

 

 

 

704,359

 

 

 

729,626

 

 

 

698,104

 

Net loss per share attributable to common stockholders:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Basic

 

$

(0.03

)

 

$

(0.15

)

 

$

(0.27

)

 

$

(0.42

)

Diluted

 

$

(0.03

)

 

$

(0.15

)

 

$

(0.27

)

 

$

(0.42

)

Three Months Ended September 30,Nine Months Ended September 30,
2020201920202019
Basic net income (loss) per share:
Numerator
Net income (loss)$28,659 $36,522 $(1,357,742)$1,346,886 
Denominator
Weighted-average common shares outstanding793,065 774,580 787,831 770,755 
Weighted-average restricted stock subject to repurchase(2,238)(1,791)(2,043)(2,036)
Weighted-average shares used to compute basic net income (loss) per share790,827 772,789 785,788 768,719 
Basic net income (loss) per share attributable to common stockholders$0.04 $0.05 $(1.73)$1.75 
Diluted net income (loss) per share:
Numerator
Net income (loss)$28,659 $36,522 $(1,357,742)$1,346,886 
Denominator
Number of shares used in basic computation790,827 772,789 785,788 768,719 
Weighted-average effect of dilutive securities:
RSUs12,194 12,950 11,348 
Stock options2,221 2,585 2,548 
Other1,141 2,199 1,828 
Weighted-average shares used to compute diluted net income (loss) per share806,383 790,523 785,788 784,443 
Diluted net income (loss) per share attributable to common stockholders$0.04 $0.05 $(1.73)$1.72 

The following numbernumbers of potential common shares at the end of each period were excluded from the calculation of diluted net lossincome (loss) per share attributable to common stockholders because their effect would have been anti-dilutive for the periods presented (in thousands):

 

Three and Nine Months Ended

 

 

September 30,

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

2020201920202019

RSUs

 

 

32,153

 

 

 

54,666

 

RSUs2,5491,97338,93210,670

Warrants

 

 

24,329

 

 

 

24,329

 

Warrants32,41244,45432,41244,454

Stock options

 

 

5,002

 

 

 

8,953

 

Stock options2632,9173

Shares subject to repurchase and others

 

 

6,133

 

 

 

8,468

 

Shares subject to repurchase and others3,3172,6607,9303,177


Since the Company expects to settle the principal amount of the outstanding Convertible Notes in cash, the Company uses the treasury stock method for calculating any potential dilutive effect of the conversion spread on diluted net income per share, if applicable. TheFor the 2021 Notes, the conversion spread of 24.312.3 million shares will have a dilutive impact on diluted net income per share of common stock when the average market price of the Company’s common stock for a given period exceeds the conversion price of $77.64 per share. For the 2024 Notes, the conversion spread of 20.1 million shares will have a dilutive impact on diluted net income per share of common stock when the average market price of the Company’s common stock for a given period exceeds the Notes.

conversion price of $57.14 per share. For the 2025 Notes, the conversion spread of 24.1 million shares will have a dilutive impact on diluted net income per share of common stock when the average market price of the Company's common stock for a given period exceeds the conversion price of $41.50 per share. Since the average market price of the common stock is below $41.50 for all periods presented, the Convertible Notes are anti-dilutive.

If the average market price of the common stock exceeds the exercise price of the warrants, $105.28 for the 2021 Notes, and $80.20 for the 2024 Notes, the warrants will have a dilutive effect on the earnings per share assuming that the Company is profitable. Since the average market price of the common stock is below $105.28,$80.20 for all periods presented, the warrants are anti-dilutive.

18


24


Note 10.12. Stockholders’ Equity

Equity Incentive Plans

The Company’s 2013 Equity Incentive Plan became effective upon the completion of the Company’s initial public offering and serves as the successor to the 2007 Equity Incentive Plan. Initially, 68.3 million shares were reserved under the 2013 Equity Incentive Plan and any shares subject to options or other similar awards granted under the 2007 Equity Incentive Plan that expire, are forfeited, are repurchased by the Company or otherwise terminate unexercised will become available under the 2013 Equity Incentive Plan. The number of shares of the Company’s common stock available for issuance under the 2013 Equity Incentive Plan were and will be increased on the first day of each fiscal year beginning with the 2014 fiscal year, in an amount equal to the least of (i) 60,000,000 shares, (ii) 5% of the outstanding shares on the last day of the immediately preceding fiscal year, or (iii) such number of shares determined by the Company’s Board of Directors. No additional
Share Repurchases
In March 2020, the Company's Board of Directors authorized a program to repurchase up to $2.0 billion of the Company's common stock over time. Repurchases may be made from time to time through open market purchases or through privately negotiated transactions subject to market conditions, applicable legal requirements and other relevant factors. The repurchase program does not obligate the Company to acquire any particular amount of its common stock, and may be suspended at any time at the Company’s discretion. NaN shares have been issuedwere repurchased under the 2007 Equity Incentive Plan since 2013.

program in the nine months ended September 30, 2020.

Employee Stock Purchase Plan

The number of shares available for sale under the ESPP wereEmployee Stock Purchase Plan (ESPP) has been and will be increased on the first day of each fiscal year beginning with the 2014 fiscal year, in an amount equal to the least of i)(i) 11.3 million shares; ii)(ii) 1% of the outstanding shares of the Company’s common stock as of the last day of the immediately preceding fiscal year; or iii)(iii) such other amount as determined by the Company’sCompany's Board of Directors.

During the nine months ended September 30, 2017,2020, employees purchased an aggregate of 1.11.4 million shares under the ESPP at a weighted-average price of $12.43$24.65 per share. During the nine months ended September 30, 2016,2019, employees purchased an aggregate of 1.30.9 million shares under the ESPP at a weighted-average price of $11.99$27.96 per share. During the three months ended September 30, 2017 and 2016, the Company recorded $1.9 million and $4.4 million, respectively, and recorded $6.3 million and $15.8 million during the nine months ended September 30, 2017 and 2016, respectively, of stock-based compensation expense related to the ESPP.

Restricted Common Stock

The Company has granted restricted common stock to certain continuing employees in connection with thecertain of its acquisitions. Vesting of this stock is dependent on the respective employee’s continued employment at the Company during the requisite service period, which is generally up to four years from the issuance date, and the Company has the right to repurchase the unvested shares upon termination of employment. The fair value of the restricted common stock issued to employees is recorded as compensation expense on a straight-line basis over the requisite service period.

The activities for the restricted common stock issued to employees for

During the nine months ended September 30, 2017 are summarized as follows (in thousands, except2020, the Company granted 1.4 million shares of restricted common stock with a weighted-average grant date fair value of $34.30 per share data):

 

 

 

 

 

 

Weighted-Average

 

 

 

Number of

 

 

Grant-Date Fair

 

 

 

Shares

 

 

Value Per Share

 

Unvested restricted common stock at December 31, 2016

 

 

5,097

 

 

$

23.04

 

Vested

 

 

(1,477

)

 

$

24.40

 

Canceled

 

 

(474

)

 

$

38.71

 

Unvested restricted common stock at September 30, 2017

 

 

3,146

 

 

$

20.04

 


19


Stock Option Activity

A summaryin connection with certain acquisitions. The Company had 2.0 million and 1.4 million shares of unvested restricted common stock option activity for the nine months endedas of September 30, 2017 is as follows (in thousands, except years2020 and per share data):

 

 

Options Outstanding

 

 

 

 

 

 

 

 

 

 

 

Weighted-

 

 

 

 

 

 

 

 

 

 

 

Weighted-

 

 

Average

 

 

 

 

 

 

 

 

 

 

 

Average

 

 

Remaining

 

 

 

 

 

 

 

Number of

 

 

Exercise

 

 

Contractual Life

 

 

Aggregate

 

 

 

Shares

 

 

Price Per Share

 

 

(in years)

 

 

Intrinsic Value

 

Outstanding at December 31, 2016

 

 

8,723

 

 

$

7.71

 

 

 

4.25

 

 

$

98,240

 

Options exercised

 

 

(3,526

)

 

$

2.23

 

 

 

 

 

 

 

 

 

Options canceled

 

 

(195

)

 

$

2.74

 

 

 

 

 

 

 

 

 

Outstanding at September 30, 2017

 

 

5,002

 

 

$

11.75

 

 

 

5.00

 

 

$

48,053

 

Exercisable at September 30, 2017

 

 

4,062

 

 

$

9.61

 

 

 

4.34

 

 

$

43,239

 

December 31, 2019, respectively. The total intrinsic values ofCompany’s restricted common stock options exercised during the three months ended September 30, 2017 and 2016 were $4.8 million and $5.8 million, respectively, and $48.9 million and $38.0 millionactivity was not material during the nine months ended September 30, 20172020.

Stock Option Activity
The Company had 2.9 million and 2016,3.2 million shares of stock options outstanding as of September 30, 2020 and December 31, 2019, respectively.

The Company’s stock option activity was not material during the nine months ended September 30, 2020.

Performance Restricted Stock Units Activity

The Company grants restricted stock units to certain of its executive officers periodically that vest based on the Company’s attainment of the annual financial performance goals and the executives’ continued employment through the vesting date approximately one year (“PRSUs”)(PRSUs). These PRSUs are granted when the annual performance targets are set and the awards are approved by the Compensation Committee of the Board of Directors, generally in the first quarter of each financial year.

DuringPrior to 2020, the Company granted PRSUs with a vesting period of approximately one year. In the nine months ended September 30, 2017,2020, the Company granted 345,622 PRSUs atwith a vesting period of approximately three years.


25


The following table summarizes the 100% target level,activity related to the Company’s PRSUs for the 2017 performance goals with a weighted-average grant datenine months ended September 30, 2020 (in thousands, except per share data):
PRSUs Outstanding
SharesWeighted-
Average Grant-
Date Fair Value
Per Share
Unvested and outstanding at December 31, 2019646 $31.52 
Granted (100% target level)729 $27.77 
Vested (100% target level)(646)$31.52 
Unvested and outstanding at September 30, 2020729 $27.77 

The total fair value of $15.39 per share. DuringPRSUs vested during the yearnine months ended December 31, 2016, the Company granted 165,833 PRSUs, at the 100% target level, of which 117,808 vested in 2017.

September 30, 2020 and 2019 was $22.7 million and $23.2 million, respectively.

The Company also grants restricted stock units to certain of its executive officers that vest based on Twitter stock price performance relative to a broad-market index over a two yearperformance period from the grant dateof two or three calendar years and the executivesexecutives’ continued employment through the vesting date (“(TSR RSUs). Prior to 2020, the Company granted TSR RSUs”). DuringRSUs with a performance period of two calendar years and a vesting period of approximately two years. In the nine months ended September 30, 2017,2020, the Company granted 146,067TSR RSU grants with a performance period of three calendar years and a vesting period of approximately three years.
The following table summarizes the activity related to the Company’s TSR RSUs with a weighted-average grant datefor the nine months ended September 30, 2020 (in thousands, except per share data):
TSR RSUs Outstanding
SharesWeighted-
Average Grant-
Date Fair Value
Per Share
Unvested and outstanding at December 31, 2019759 $41.15 
Granted (100% target level)487 $31.16 
Additional earned performance shares related to 2019 grants52 $54.97 
Vested (116% target level)(381)$54.97 
Unvested and outstanding at September 30, 2020917 $30.90 

The total fair value of $13.02 per share.

In addition, there are 1,741,867 additional PRSUs and TSR RSUs that will vest based on performance goalsvested during the nine months ended September 30, 2020 and Total Shareholder Return (“TSR”) targets in 2018 to 2020, if achieved, at target levels. Since the performance2019 was $13.4 million and TSR targets for those additional awards have not been established, they are not considered granted nor are they presented as outstanding.


20


$3.7 million, respectively.

RSU Activity

The following table summarizes the activity related to the Company’s RSUs, excluding PRSUs and TSR RSUs, for the nine months ended September 30, 2017.2020. For purposes of this table, vested RSUs represent the shares for which the service condition had been fulfilled as of each respective date (in thousands, except per share data):

 

RSUs Outstanding

 

 

 

 

 

 

Weighted-

 

RSUs Outstanding

 

 

 

 

 

Average Grant-

 

SharesWeighted-
Average Grant-
Date Fair Value
Per Share

 

 

 

 

 

Date Fair Value

 

 

Shares

 

 

Per Share

 

Unvested and outstanding at December 31, 2016

 

 

48,069

 

 

$

22.64

 

Unvested and outstanding at December 31, 2019Unvested and outstanding at December 31, 201931,731 $29.74 

Granted

 

 

11,176

 

 

$

15.51

 

Granted20,923 $29.99 

Vested

 

 

(16,444

)

 

$

22.25

 

Vested(11,229)$26.94 

Canceled

 

 

(10,648

)

 

$

22.26

 

Canceled(2,493)$30.52 

Unvested and outstanding at September 30, 2017

 

 

32,153

 

 

$

20.49

 

Unvested and outstanding at September 30, 2020Unvested and outstanding at September 30, 202038,932 $30.63 


The total fair value of RSUs vested during the three months ended September 30, 20172020 and 20162019 was $88.3$147.7 million and $124.5$133.7 million, respectively, and $275.3 million and $336.9 millionrespectively. The total fair value of RSUs vested during the nine months ended September 30, 20172020 and 2016,2019 was $363.6 million and $353.1 million, respectively.


26


Stock-Based Compensation Expense

Stock-based compensation expense is allocated based on the cost center to which the award holder belongs. Total stock-based compensation expense by function is as follows (in thousands):

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

2017

 

 

2016

 

2020201920202019

Cost of revenue

 

$

5,625

 

 

$

7,165

 

 

$

17,830

 

 

$

22,991

 

Cost of revenue$8,581 $5,757 $23,333 $16,778 

Research and development

 

 

57,174

 

 

 

87,163

 

 

 

185,185

 

 

 

253,658

 

Research and development66,111 53,009 204,686 149,499 

Sales and marketing

 

 

22,433

 

 

 

41,227

 

 

 

68,216

 

 

 

133,184

 

Sales and marketing25,550 23,755 73,572 64,022 

General and administrative

 

 

15,727

 

 

 

22,972

 

 

 

60,121

 

 

 

67,305

 

General and administrative15,727 16,102 45,157 46,430 

Total stock-based compensation expense

 

$

100,959

 

 

$

158,527

 

 

$

331,352

 

 

$

477,138

 

Total stock-based compensation expense$115,969 $98,623 $346,748 $276,729 

The Company capitalized $12.0$10.2 million and $20.2$9.9 million of stock-based compensation expense associated with the cost for developing software for internal use in the three months ended September 30, 20172020 and 2016,2019, respectively, and $42.3$29.1 million and $60.7$29.5 million in the nine months ended September 30, 20172020 and 2016,2019, respectively.

As of September 30, 2017,2020, there was $609.6 million$1.13 billion of gross unamortized stock-based compensation expense related to unvested awards which willis expected to be recognized net of actual forfeiture in the future, over a weighted-average period of 2.32.8 years. Upon adoption of the stock-based compensation expense simplification rule as of January 1, 2017, the Company no longer applies a forfeiture rate to determine the unamortized stock-based compensation expense; instead, theThe Company accounts for forfeitures as they occur.

Note 11.13. Income Taxes

The Company’s tax provision or benefit from income taxes for interim periods has been historically determined using an estimate of its annual effective tax rate, adjusted for discrete items, if any. Under certain circumstances where the Company is unable to make a reliable estimate of the annual effective tax rate, the accounting standard permits the use of the actual effective tax rate for the year-to-date period. In the third quarter of 2020, the Company used this approach because it was unable to reasonably estimate its annual effective rate due to the variability of the rate as a result of fluctuations in forecasted income, fluctuations in pre-tax income and loss between quarters, and the effects of being taxed in multiple tax jurisdictions.
The Company recorded a net provision for income taxes of $1.0 million and $1.08 billion for the three and nine months ended September 30, 2020, respectively. For the nine months ended September 30, 2020, the net provision for income taxes consisted of a provision for income taxes related to the establishment of a valuation allowance against deferred tax assets of $1.10 billion of a foreign subsidiary, which was offset by an income tax benefit of $18.6 million. The Company recorded a net provision for income taxes of $11.2 million and a net benefit from income taxes of $1.11 billion for the three and nine months ended September 30, 2019, respectively. For the nine months ended September 30, 2019, the net benefit from income taxes consisted of income tax benefits from the establishment of deferred tax assets from intra-entity transfers of certain intangible assets of $1.21 billion, which was offset by income tax provisions of $92.0 million.
For the three and nine months ended September 30, 2020, the primary difference between the effective tax rate and the federal statutory tax rate relates to the valuation allowance establishment in the three months ended June 30, 2020, the accrual related to the ongoing Federal Trade Commission matter described in Note 14 – Commitments and Contingencies that is not expected to be tax-deductible if and when paid, research and development credits, stock-based compensation, and foreign tax rate differences. For the three and nine months ended September 30, 2019, the primary difference between the effective tax rate and the federal statutory tax rate relates to the deferred tax asset establishment, research and development credits, stock-based compensation, and foreign tax rate differences.

The Company reassessed the ability to realize deferred tax assets by considering the available positive and negative evidence. As of June 30, 2020, the Company concluded that the deferred tax assets in a foreign subsidiary are not more-likely-than-not to be realized and recorded a full valuation allowance against such deferred tax assets in the approximate amount of $1.10 billion. In evaluating the need for a valuation allowance, the Company considered its recent operating results which resulted in a cumulative taxable loss in a foreign subsidiary for the twelve quarters ended June 30, 2020. The twelve quarters cumulative taxable losses from operations is considered a significant piece of negative evidence and outweighs other positive evidence, such as projections of future income. The twelve quarters cumulative taxable losses and projected near-term losses in the foreign subsidiary are largely driven by the negative impact from the COVID-19 pandemic as it has caused, and may continue to cause, decreased advertiser demand. If there are favorable changes to actual operating results or to projections of future income, the Company may determine that it is more-likely-than-not such deferred tax assets may be realizable. As of September 30, 2020, there have been no changes to the Company's conclusion.

27


As of September 30, 2020, the Company had $792.4 million of deferred tax assets for which it has not established a valuation allowance, related to the US federal, states other than Massachusetts and California, and international subsidiaries other than Ireland. The $792.4 million deferred tax asset balance reflects the reduction in net deferred tax assets of $1.10 billion in the nine months ended September 30, 2020. The Company completed its reassessment of the ability to realize these assets and concluded that a valuation allowance was not required. Depending on the extent and severity of COVID-19’s impact, the Company's forecasted earnings and expectations may change and could result in a material non-cash income tax charge to record additional valuation allowances to further reduce its deferred tax assets to the net amount it believes is more-likely-than-not to be realized.
As of September 30, 2020, the Company has $441.3 million of unrecognized tax benefits, of which $363.0 million could result in a reduction of the Company’s effective tax rate, if recognized. The remainder of the unrecognized tax benefits would not affect the effective tax rate due to the full valuation allowance recorded for California and Massachusetts deferred tax assets. On June 7, 2019, the Ninth Circuit Court of Appeals issued a new opinion in the case of Altera Corp. v. Commissioner, which upheld Department of Treasury regulations which require related parties in an intercompany cost-sharing arrangement to share expenses related to stock-based compensation. The Company has prepared the consolidated financial statements consistent with this opinion. In February 2020, Altera Corp. filed a petition to appeal the decision with the Supreme Court of the United States. On June 22, 2020, the Supreme Court denied the petition. The Company has considered the impact of the Supreme Court's denial and there were no material impacts to its consolidated financial statements as of September 30, 2020. Subsequent to September 30, 2020 but prior to the filing of this Form 10-Q, the Company filed its 2019 US Federal Tax Return and included certain adjustments related to the decision of the Ninth Circuit Court of Appeals in the case of Altera Corp. v. Commissioner for which the Company previously recognized a reserve. As a result, the Company's unrecognized tax benefits will decrease by $91.9 million with no impact to the effective tax rate in the fourth quarter of 2020.
The Company is subject to taxation in the United States and various state and foreign jurisdictions. Earnings from non-USnon-U.S. activities are subject to local country income tax. The material jurisdictions in which the Company is subject to potential examination by taxing authorities include the United States, California and Ireland. The Company is currently under a Federal income tax examination by the Internal Revenue Service (IRS) for tax years 2011, 2012 and 2013, and under examination in California for tax years 2013 through 2015. The Company believes that adequate amounts have been reserved in these jurisdictions. The Company does not provide for federal income taxes on the undistributed earnings of its foreign subsidiaries as such earnings are to be reinvested indefinitely outside the U.S. The Company computes its quarterly income tax provision by using a forecasted annual effective tax rate and adjusts for any discrete items arising during the quarter.

21


The Company recorded an income tax provision of $3.6 million and $6.6 million for the three months ended September 30, 2017 and 2016, respectively, and an income tax provision of $10.2 million and $11.2 million for the nine months ended September 30, 2017 and 2016, respectively. As of September 30, 2017, based on the available objective evidence, management believes it is more likely than not that the tax benefits of the U.S. losses incurred during the nine months ended September 30, 2017 will not be realized by the end of the 2017 fiscal year. Accordingly, the Company did not record the tax benefits of the U.S. losses incurred during the nine months ended September 30, 2017. The primary difference between the effective tax rate and the federal statutory tax rate relates to the valuation allowances on the Company’s net operating losses and foreign tax rate differences.

During the three and nine months ended September 30, 2017, the amount of gross unrecognized tax benefits increased by $13.4 million and $36.8 million, respectively. As of September 30, 2017, the Company has $306.4 million of unrecognized tax benefits, including $297.3 million of unrecognized tax benefits which, if recognized, will not affect the annual effective tax rate as these unrecognized tax benefits would increase deferred tax assets which would be subject to a full valuation allowance, while the remaining $9.1 million of unrecognized tax benefits which, if recognized, would affect the annual effective tax rate.

Note 12.14. Commitments and Contingencies

Credit Facility

The Company has a revolving credit agreement with certain lenders, which provides for a $1.0 billion$500.0 million unsecured revolving unsecured credit facility maturing on October 22, 2018.August 7, 2023. The Company is obligated to pay interest on loans under the credit facility and other customary fees for a credit facility of this size and type, including an upfront fee and an unused commitment fee. Obligations underThe interest rate for the credit facility are guaranteed by one ofis determined based on calculations using certain market rates as set forth in the Company’s wholly-owned subsidiaries.credit agreement. In addition, the credit facility contains restrictions on payments including cash payments of dividends.

As of September 30, 2017, no2020, 0 amounts had been drawn under the credit facility.

Leases

Contractual Obligations
The Company has entered into various non-cancelableCompany's principal commitments consist of obligations under the Notes (including principal and coupon interest), operating lease agreementsand finance leases for certain officesequipment, office space and co-located data center facilities, withas well as non-cancellable contractual lease periods expiring through 2028. Undercommitments.
During the terms of certain leases,nine months ended September 30, 2020, the Company entered into the Investment Agreement relating to the issuance and sale of $1.0 billion in aggregate principal amount of the 2025 Notes. As of September 30, 2020, the Company's contractual obligation to settle commitments related to the 2025 Notes is committed to pay$7.5 million for certain taxes, insurance, maintenancethe years ended December 31, 2021 through 2022, $7.5 million for the years ended December 31, 2023 through 2024, and management expenses. Certain of these arrangements have free rent periods or escalating rent payment provisions, and$1.0 billion for the Company recognizes rent expense under such arrangements on a straight-line basis.    

Thereyear ended December 31, 2025.

Other than as described above, there were no material changes outside the Company's normal course of business in its commitments under contractual obligations from those disclosed in the Company’s leases compared to the disclosure in itsCompany's Annual Report on Form 10-K for the fiscal year ended December 31, 2016.

2019.

Legal Proceedings

Beginning in September 2016, multiple putative class actions and derivative actions were filed in state and federal courts in the United States against the Company and the Company’s directors and/or certain former officers alleging that false and misleading statements, made in 2015, are in violation of securities laws and breached fiduciary duty. The putative class actions were consolidated in the U.S. District Court for the Northern District of California. On October 16, 2017, the court granted in part and denied in part the Company’s motion to dismiss. On July 17, 2018, the court granted plaintiffs' motion for class certification in the consolidated securities action. The Company filed a motion for summary judgment on September 13, 2019, which was denied on April 17, 2020. The scheduled jury trial has been postponed due to the COVID-19 pandemic and is currently scheduled for September 2021. The outcome of this litigation is, and any potential losses therewith are, inherently uncertain, and the Company is, therefore, not able to estimate a reasonable range of possible loss, if any. The Company disputes the claims and intends to continue to defend the lawsuits vigorously.
28


Beginning in October 2019, putative class actions were filed in the U.S. District Court for the Northern District of California against the Company and certain of the Company’s officers alleging violations of securities laws in connection with the Company’s announcements that it had discovered and taken steps to remediate issues related to certain user settings designed to target advertising that were not working as expected and seeking unspecified damages. The Company disputes the claims and intends to defend the lawsuit vigorously.
From time to time the Company notifies the Irish Data Protection Commission, its designated European privacy regulator under the European Union General Data Protection Regulation, or GDPR, and other regulators, of certain personal data breaches and privacy issues, and is subject to inquiries and investigations regarding various aspects of our regulatory compliance. The Company is currently the subject of inquiries by the Irish Data Protection Commission with respect to its compliance with the GDPR.
On July 28, 2020, the Company received a draft complaint from the Federal Trade Commission (FTC) alleging violations of the Company’s 2011 consent order with the FTC and the FTC Act. The allegations relate to the Company’s use of phone number and/or email address data provided for safety and security purposes for targeted advertising during periods between 2013 and 2019. The Company estimates that the range of probable loss in this matter is $150.0 million to $250.0 million and recorded an accrual of $150.0 million in the three months ended June 30, 2020. The accrual is included in accrued and other current liabilities in the consolidated balance sheet and in general and administrative expenses in the consolidated statements of operations. The matter remains unresolved, and there can be no assurance as to the timing or the terms of any final outcome.
The Company is also currently involved in, and will likelymay in the future be involved in, legal proceedings, claims, investigations, and government inquiries and investigations arising in the normalordinary course of business. These proceedings, in the form ofwhich include both individual and class action litigation and administrative proceedings, have included, but are not limited to matters involving content on the platform, intellectual property, defamation, privacy, data protection, consumer protection, securities, employment, and contractual rights. Legal fees and other costs associated with such actions are expensed as incurred. The Company assesses, in conjunction with its legal counsel, the need to record a liability for litigation and contingencies. Litigation accruals are recorded when and if it is determined that a loss related matter is both probable and reasonably estimable. Material loss contingencies that are reasonably possible of occurrence, if any, are subject to disclosure. As of September 30, 20172020, except for the above referenced class actions, derivative actions and December 31, 2016,FTC matter, there was no litigation or contingency with at least a reasonable possibility of a material loss. NoExcept for the aforementioned accrual of $150.0 million recorded in relation to the FTC matter, no other material losses have beenwere recorded during the three and nine months ended September 30, 20172020 and 20162019 with respect to litigation or loss contingencies.

22


Non-Income Taxes
The Company is under various non-income tax audits by domestic and foreign tax authorities. These audits primarily revolve around routine inquiries, refund requests, and employee benefits. The Company accrues non-income taxes that may result from these audits when they are probable and can be reasonably estimated. Due to the complexity and uncertainty of some of these matters, however, as well as the judicial process in certain jurisdictions, the final outcome of these audits may be materially different from the Company's expectations.
Indemnification

In the ordinary course of business, the Company often includes standard indemnification provisions in its arrangements with its customers, partners, suppliers and vendors. Pursuant to these provisions, the Company may be obligated to indemnify such parties for losses or claims suffered or incurred in connection with its service, breach of representations or covenants, intellectual property infringement or other claims made against such parties. These provisions may limit the time within which an indemnification claim can be made. It is not possible to determine the maximum potential amount under these indemnification obligations due to the limited history of prior indemnification claims and the unique facts and circumstances involved in each particular agreement. The Company has never incurred significant expense defending its licensees against third partythird-party claims, nor has it ever incurred significant expense under its standard service warranties or arrangements with its customers, partners, suppliers and vendors. Accordingly, the Company had no liabilities recorded for these provisions as of September 30, 20172020 and December 31, 2016.

Note 13. Operations by Geographic Area

Revenue

Revenue by geography is based on the billing addresses of the customers. The following table sets forth revenue by services and revenue by geographic area (in thousands):  

2019.

 

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

Revenue by services:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Advertising services

 

$

502,802

 

 

$

544,966

 

 

$

1,465,730

 

 

$

1,610,231

 

Data licensing and other

 

 

86,831

 

 

 

70,968

 

 

 

246,009

 

 

 

202,182

 

Total revenue

 

$

589,633

 

 

$

615,934

 

 

$

1,711,739

 

 

$

1,812,413

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

Revenue by geographic area:

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

United States

 

$

332,092

 

 

$

373,954

 

 

$

1,007,351

 

 

$

1,124,897

 

Japan

 

 

90,608

 

 

 

73,860

 

 

 

237,455

 

 

 

189,235

 

Rest of World

 

 

166,933

 

 

 

168,120

 

 

 

466,933

 

 

 

498,281

 

Total revenue

 

$

589,633

 

 

$

615,934

 

 

$

1,711,739

 

 

$

1,812,413

 

29

Property and Equipment, net

The following table sets forth property and equipment, net by geographic area (in thousands):

 

 

September 30,

 

 

December 31,

 

 

 

2017

 

 

2016

 

Property and equipment, net:

 

 

 

 

 

 

 

 

United States

 

$

705,848

 

 

$

728,429

 

International

 

 

47,469

 

 

 

55,472

 

Total property and equipment, net

 

$

753,317

 

 

$

783,901

 

23


Note 14. Related Party Transactions

The Company has a partnership agreement for no consideration with Square, Inc., for which Jack Dorsey (the Company’s Chief Executive Officer) serves as Chief Executive Officer, to enable U.S. political donations through Tweets. Neither Square, Inc. nor the Company will pay each other any amounts in connection with the agreement. The agreement has no impact on the Company’s financial statements.

Certain of the Company’s directors have affiliations with customers of the Company. The Company recognized revenue under contractual obligations from such customers of $6.2 million and $16.2 million for the three and nine months ended September 30, 2017, respectively. The Company had outstanding receivable balances of $4.2 million from such customers as of September 30, 2017.

Note 15. Restructuring Charges

On October 25, 2016, the Board of Directors of the Company approved a reduction in force plan (“2016 Plan”) of up to approximately 9% of the Company’s positions globally. The reduction in force was undertaken to eliminate investment in noncore areas and drive toward greater efficiency, while allowing the Company to continue to invest in its highest priorities.

On December 17, 2016, the Board of Directors of the Company approved a lease abandonment plan (“2016 Lease Plan”) to abandon excess office space with lease terms expiring through 2028.

The following table summarizes the activities related to restructuring charges, as discussed above (in thousands):

 

 

2016 Employee

 

 

2016

 

 

 

Termination Plan

 

 

Lease Plan

 

Charges

 

$

21,611

 

 

$

79,685

 

Cash payment

 

 

(11,629

)

 

 

(3,562

)

Non-cash and other adjustments

 

 

(6,357

)

 

 

(19,577

)

Accrued as of December 31, 2016

 

$

3,625

 

 

$

56,546

 

Charges (1)

 

$

772

 

 

$

2,824

 

Cash payment

 

 

(4,225

)

 

 

(20,369

)

Non-cash and other adjustments

 

 

76

 

 

 

(3

)

Accrued as of September 30, 2017

 

$

248

 

 

$

38,998

 

 

 

 

 

 

 

 

 

 

Reflected in consolidated balance sheets as of September 30, 2017:

 

 

 

 

 

 

 

 

Accrued and other current liabilities

 

$

248

 

 

$

35,697

 

Other long-term liabilities

 

$

 

 

$

3,301

 


(1)

For the three months ended September 30, 2017, the Company recorded restructuring charges related to its 2016 Lease Plan of $0.5 million within sales and marketing, $0.4 million withinresearch and development, $0.3 million within general and administrative and $0.1 million within cost of revenue in the consolidated statements of operations. For the nine months ended September 30, 2017, the Company recorded restructuring charges related to its 2016 Lease Plan of $1.8 million within sales and marketing, $1.0 million withinresearch and development, $0.6 million within general and administrative and $0.2 million within cost of revenue in the consolidated statements of operations.

24


Item

Item 2. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

The following discussion and analysis of our financial condition and results of operations should be read in conjunction with the consolidated financial statements and related notes thereto included in Item 1 “Financial Statements” in this Quarterly Report on Form 10-Q. This discussion contains forward-looking statements that involve risks and uncertainties. Our actual results could differ materially from those discussed below. Factors that could cause or contribute to such differences include, but are not limited to, those identified below and those discussed in the section titled “Risk Factors” included elsewhere in this Quarterly Report on Form 10-Q.

Overview and Highlights of Quarterly Results

Revenue in the third quarter of 20172020 totaled $589.6$936.2 million, a decreasean increase of 4%14%, compared to $615.9 million in the third quarter of 2016.

2019.

Advertising revenue totaled $502.8$808.4 million, a decreasean increase of 8% year-over-year.

15% year over year.

Data licensing and other revenue totaled $86.8$127.8 million, an increase of 22% year-over-year.

5% year over year.

U.S. revenue totaled $332.1 million, a decrease of 11% year-over-year.

International revenue totaled $257.5$512.6 million, an increase of 6% year-over-year.

10% year over year.

Total ad engagements increased 99% year-over-year.

•Cost per ad engagement decreased 54% year-over-year.

Net loss was $21.1 million, a decrease of 79% year-over-year.

Non-GAAP net income was $77.8International revenue totaled $423.6 million, an increase of 27% year-over-year.

Adjusted EBITDA18% year over year.

Net income was $207.0$28.7 million an increasefor the three months ended September 30, 2020 compared to $36.5 million for the three months ended September 30, 2019.
Income from operations was $56.1 million, or 6% of 14% year-over-year.

total revenue, for the three months ended September 30, 2020, compared to $44.1 million, or 5% of total revenue, for the three months ended September 30, 2019.

Cash, cash equivalents and short-term investments in marketable securities totaled $4.26$7.68 billion as of September 30, 2017.

2020.

Average monthlymonetizable daily active users were 330 millionusage (mDAU) for the three months ended September 30, 2017,2020 was 187 million, an increase of 4%29% year over year.

30


COVID-19 Update
The COVID-19 pandemic has resulted in public health responses including travel bans, restrictions, social distancing requirements, and shelter-in-place orders, which have negatively impacted our business, operations, and financial performance. Despite these challenges, in the third quarter of 2020, our year-over-year growth in mDAU remained strong, primarily driven by external factors, including increased global conversation around the COVID-19 pandemic, the run-up to U.S. elections, and comparedother current events. Our work to 326 million(1)forserve the three months ended June 30, 2017.

Average daily active usage forpublic conversation, to help people find trusted sources of information, and to better organize and surface the three months endedmany topics and interests that bring people to Twitter, helped us retain new and recently reactivated accounts in the third quarter of 2020. We also continue to benefit from the ongoing impact of product improvements, including continued increases in relevance across notifications, search, Explore, and the Home timeline.

In the third quarter of 2020, advertisers around the world significantly increased their investment on Twitter, seeking to engage our larger audience around the return of events as well as increased and previously delayed product launches. We experienced improved advertising demand from the second quarter of 2020, when the decrease in advertising spend led to our conclusion that the deferred tax assets in a foreign subsidiary are not more-likely-than-not to be realized and recorded a valuation allowance of $1.10 billion. This valuation allowance would be reversed in the event, and to the extent, that it is more-likely-than-not that there will be sufficient taxable income in the foreign subsidiary to realize the tax benefit. Depending on the extent and severity of COVID-19’s impact, we could have additional deferred tax asset valuation allowances in future periods. As of September 30, 2017 grew 14% year-over-year.

(1)Reported average Monthly Active Users reflects adjustments for approximately 1-2 million users per2020, there have been no changes to our conclusion.

In light of the current operating and economic environment, we have shifted resources and priorities to increase focus on our revenue products. Expense growth in the third quarter of certain third-party applications2020 was slightly higher than our expectations as COVID-related operational constraints, that were included as Twitter MAUs that should not have been considered MAUs in certain prior periods. Daily Active Usage was not affected. Further details regarding the adjustment can be foundpreviously limited our ability to invest, abated in the section titled "Note Aboutthird quarter of 2020 and we incurred more revenue-related expenses due to the outperformance of advertising revenue. Given improving business conditions, we intend to continue investing in our most important work and expect total costs and expenses to grow closer to 20% year over year in the fourth quarter of 2020. We have responded quickly and decisively to the challenges presented by the current environment, updating our policies, increasing our use of machine learning and automation to take actions on potentially abusive and manipulative content, ensuring the continuity of our service, and partnering with advertisers to adapt their campaigns to the current situation.
Given the continued and unprecedented uncertainty and rapidly shifting market conditions of the business environment, we cannot reasonably estimate the full impacts of the COVID-19 pandemic on our future financial and operational results. Our MAU Adjustment."

past results may not be indicative of our future performance, and historical trends in revenue, income (loss) from operations, net income (loss), and net income (loss) per share may differ materially. For example, to the extent the pandemic continues to disrupt economic activity globally, it could continue to adversely affect our business, operations and financial results through prolonged decreases in advertising spend, credit deterioration of our customers, depressed economic activity, or declines in capital markets. We continue to monitor the rapidly evolving situation and guidance from international and domestic authorities, including federal, state and local public health authorities, and there may be developments outside our control requiring us to adjust our operating plan. As such, given the unprecedented uncertainty around the duration and severity of the impact on market conditions and the business environment, we cannot reasonably estimate the full impacts of the COVID-19 pandemic on our operating results in the future.

The risks related to the COVID-19 pandemic on our business are further described in “Part II—Other Information, Item 1A. Risk Factors.”
31


25


Key Metrics

We review a number of metrics, including the following key metrics, to evaluate our business, measure our performance, identify trends affecting our business, formulate business plans and make strategic decisions.

Monthly

Monetizable Daily Active Usage or Users (MAUs)(mDAU). We define MAUsmDAU as Twitter userspeople, organizations, or other accounts who logged in or were otherwise authenticated and accessed Twitter on any given day through twitter.com or Twitter applications that are able to show ads. We believe that mDAU, and its related growth, is the best way to measure our website, mobile website, desktop or mobile applications, SMS or registered third-party applications or websites in the 30-day period ending on the date of measurement. Average MAUs for a period represent the average of the MAUs at the end of each month during the period. MAUs are a measure ofsuccess against our objectives and to show the size of our logged in or otherwise authenticated active user base. In the three months ended September 30, 2017, we had 330 million average MAUs, which represents an increase of 4% from the three months ended September 30, 2016(1). The growth in average MAUs was driven by a combination of organic growth, marketing,audience and product, including the ongoing benefits of improved relevance in email, push notifications and the timeline. In the three months ended September 30, 2017, we had 69 million average MAUs in the United States and 261 million average MAUs in the rest of the world, which represent increases of 4% and 4%, respectively, from the three months ended September 30, 2016. For additional information on how we calculate MAUs and factors that can affect this metric, see the section titled “Note Regarding Key Metrics.”

MAU growth is typically seasonally weak in the fourth quarter. In addition, a recent change to the Safari interface may affect some third-party apps including Twitter. For Twitter, any impact would affect MAUs that access Twitter by using registered third party applications when those applications automatically contact our servers for regular updates without discernible user-initiated action, which we refer to as third-party auto-polling MAU. However, we do not serve ads to this subset of MAUs and as a result, no revenue is generated from such MAUs.

(1)Reported average Monthly Active Users reflects adjustments for approximately 1-2 million users per quarter of certain third-party applications that were included as Twitter MAUs that should not have been considered MAUs in certain prior periods. Daily Active Usage was not affected. Further details regarding the adjustment can be found in the section titled "Note About Our MAU Adjustment."


26


Note About Our MAU Adjustment

We discovered that since the fourth quarter of 2014 we had included users of certain third-party applications as Twitter MAUs that should not have been considered MAUs. These third-party applications used Digits, a software development kit of our now-divested Fabric platform, that allowed third-party applications to send authentication messages via SMS through our systems, which did not relate to activity on the Twitter platform. The table below presents the impact for the periods beginning in the fourth quarter of 2016. Due to our data retention policies, we do not have data to reconcile periods prior to the fourth quarter of 2016, but our estimates suggest the prior period adjustments are smaller than those in the fourth quarter of 2016.

 

 

Three Months Ended December 31, 2016

 

 

Three Months Ended March 31, 2017

 

 

Three Months Ended June 30, 2017

 

 

 

United States

 

 

International

 

 

Worldwide

 

 

United States

 

 

International

 

 

Worldwide

 

 

United States

 

 

International

 

 

Worldwide

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

(in millions)

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Previously Reported MAU

 

 

67

 

 

 

252

 

 

 

319

 

 

 

70

 

 

 

259

 

 

 

328

 

 

 

68

 

 

 

260

 

 

 

328

 

Adjustment (1)

 

 

 

 

 

(1

)

 

 

(1

)

 

 

(1

)

 

 

(1

)

 

 

(2

)

 

 

 

 

 

(2

)

 

 

(2

)

Adjusted MAU

 

 

67

 

 

 

251

 

 

 

318

 

 

 

69

 

 

 

257

 

 

 

327

 

 

 

68

 

 

 

258

 

 

 

326

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

(1) The difference between Adjusted MAU and Previously Reported MAU does not correspond to the amount of the Adjustment due to rounding.

 

Changes in Daily Active Users/Daily Active Usage (DAU). We define daily active users or daily active usage as Twitter users who logged in or were otherwise authenticated and accessed Twitter through our website, mobile website or mobile applications on any given day.engagement. Average DAUmDAU for a period represents the number of DAUsmDAU on each day of such period divided by the number of days for such period. Changes in DAUmDAU are a measure of changes in the size of our daily logged in or otherwise authenticated active user base.total accounts. To calculate the year-over-year change in DAUs,mDAU, we subtract the average DAUmDAU for the three months ended in the previous year from the average DAUmDAU for the same three months ended in the current year and divide the result by the average DAUmDAU for the three months ended in the previous year. PriorAdditionally, our calculation of mDAU is not based on any standardized industry methodology and is not necessarily calculated in the same manner or comparable to reporting results forsimilarly titled measures presented by other companies.

In the third quarter of 2016,three months ended September 30, 2020, we had discussed DAUs187 million average mDAU, which represents an increase of 29% from the three months ended September 30, 2019. The increase was driven by global conversation around current events and ongoing product improvements. In the ratiothree months ended September 30, 2020, we had 36 million average mDAU in the United States and 152 million average mDAU in the rest of MAUs to DAUs. In those instances, for comparabilitythe world, which represent increases of 20% and consistency with MAUs, DAUs also included users who accessed Twitter through our desktop applications and third-party properties. 32%, respectively, from the three months ended September 30, 2019.
For additional information on how we calculate changes in DAUsmDAU and factors that can affect this metric, see the section titled “Note Regarding Key Metrics.” Reported DAU metrics were not impacted by the MAU adjustment discussed above as DAU do not include users from third-party applications.

DAU grew faster than MAU in the third quarter of 2017 as we continued to benefit from organic growth, product and marketing investments made in this quarter and in prior periods.

twtr-20200930_g1.jpg
twtr-20200930_g2.jpgtwtr-20200930_g3.jpg

32


Changes in Ad Engagements and Changes in Cost per Ad Engagement. We define an ad engagement as a useran interaction with one of our pay-for-performance advertising products. Ad engagements with our advertising products are based on a user completingthe completion of an objective set out by an advertiser such as expanding, Retweeting, liking or replying to a Promoted Tweet, viewing an embedded video, downloading or engaging with a promoted mobile application, clicking on a website link, signing up for marketing emails from advertisers, following the account that tweetsTweets a Promoted Tweet, or completing a transaction on an external website. We believe changes in ad engagements is one way to measure user engagement with our advertising products. We believe changes in costCost per ad engagement is an output of our ads auction process, and will vary from one wayperiod to measure demand.

27


another based on geographic performance, auction dynamics, the strength of demand for various ad formats, and campaign objectives.

In the three months ended September 30, 2017,2020, ad engagements increased 99%27% from the three months ended September 30, 2016. The increase was2019, driven by a continuing mix shift toward videostrong growth in ad impressions as well as higher click-through rates across all ad formats on a like-for-like basis.due to our growing audience and increased demand for ads. In the three months ended September 30, 2017, average2020, cost per ad engagement decreased 54% fromby 9% compared to the three months ended September 30, 2016. The decrease in cost per2019, driven by price decreases across most ad engagement reflects a higher mix of video ad engagements and lower cost per ad engagement across the majority of ad formats compared to the third quarter of 2016.

Non-GAAP Financial Measures

To supplement our consolidated financial statements presented in accordance with generally accepted accounting principles in the United States, or GAAP, we consider certain financial measures that are not prepared in accordance with GAAP, including Adjusted EBITDA, non-GAAP income before income taxes, non-GAAP provision for income taxes as it relates to the calculation of non-GAAP net income, and non-GAAP net income. These non-GAAP financial measures are not based on any standardized methodology prescribed by GAAP and are not necessarily comparable to similarly-titled measures presented by other companies.

Adjusted EBITDA

We define Adjusted EBITDA as net loss adjusted to exclude stock-based compensation expense, depreciation and amortization expense, interest and other expenses, provision (benefit) for income taxes, restructuring charges and one-time nonrecurring gain, if any.

The following table presents a reconciliation of net loss to Adjusted EBITDA for each of the periods indicated (in thousands):

formats.

 

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

Reconciliation of Net Loss to Adjusted EBITDA

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Net loss

 

$

(21,095

)

 

$

(102,871

)

 

$

(199,142

)

 

$

(289,819

)

Stock-based compensation expense

 

 

100,959

 

 

 

158,527

 

 

 

331,352

 

 

 

477,138

 

Depreciation and amortization expense

 

 

97,492

 

 

 

100,878

 

 

 

303,347

 

 

 

282,782

 

Interest and other expense, net

 

 

24,810

 

 

 

18,220

 

 

 

117,613

 

 

 

55,007

 

Provision for income taxes

 

 

3,564

 

 

 

6,562

 

 

 

10,171

 

 

 

11,231

 

Restructuring charges and one-time nonrecurring gain

 

 

1,269

 

 

 

 

 

 

(8,529

)

 

 

47

 

Adjusted EBITDA

 

$

206,999

 

 

$

181,316

 

 

$

554,812

 

 

$

536,386

 

twtr-20200930_g4.jpgtwtr-20200930_g5.jpg

28


Non-GAAP Net Income

We define non-GAAP net income as net loss adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets, non-cash interest expense related to convertible notes, non-cash expense related to acquisitions, impairment of investments in privately-held companies, restructuring charges and one-time nonrecurring gain, and adjustment to income tax expense based on the non-GAAP measure of profitability using our blended U.S. statutory tax rate (which was 37%).

Non-GAAP Income before Income Taxes. We define non-GAAP income before income taxes as loss before income taxes adjusted to exclude stock-based compensation expense, amortization of acquired intangible assets, non-cash interest expense related to convertible notes, non-cash expense related to acquisitions, impairment of investments in privately-held companies, and restructuring charges and one-time nonrecurring gain.

Non-GAAP Provision for Income Taxes. We define non-GAAP provision for income taxes as the current and deferred income tax expense commensurate with the non-GAAP measure of profitability using our blended U.S. statutory tax rate (which was 37%).

The following table presents a reconciliation of net loss to non-GAAP net income for each of the periods indicated (in thousands):

 

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

Reconciliation of Net Loss to Non-GAAP Net Income

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Net loss

 

$

(21,095

)

 

$

(102,871

)

 

$

(199,142

)

 

$

(289,819

)

Exclude: Provision for income taxes

 

 

3,564

 

 

 

6,562

 

 

 

10,171

 

 

 

11,231

 

Loss before income taxes

 

 

(17,531

)

 

 

(96,309

)

 

 

(188,971

)

 

 

(278,588

)

Stock-based compensation expense

 

 

100,959

 

 

 

158,527

 

 

 

331,352

 

 

 

477,138

 

Amortization of acquired intangible assets

 

 

11,077

 

 

 

16,572

 

 

 

41,608

 

 

 

42,118

 

Non-cash interest expense related to convertible notes

 

 

20,355

 

 

 

18,650

 

 

 

59,644

 

 

 

55,590

 

Impairment of investments in privately-held companies

 

 

7,439

 

 

 

 

 

 

62,439

 

 

 

 

Restructuring charges and one-time nonrecurring gain

 

 

1,269

 

 

 

 

 

 

(8,529

)

 

 

47

 

Non-GAAP income before income taxes

 

 

123,568

 

 

 

97,440

 

 

 

297,543

 

 

 

296,305

 

Non-GAAP provision for income taxes

 

 

45,720

 

 

 

36,053

 

 

 

110,091

 

 

 

109,633

 

Non-GAAP net income

 

$

77,848

 

 

$

61,387

 

 

$

187,452

 

 

$

186,672

 

We use non-GAAP financial measures of Adjusted EBITDA, non-GAAP income before income taxes, non-GAAP provision for income taxes, and non-GAAP net income in evaluating our operating results and for financial and operational decision-making purposes. We believe that Adjusted EBITDA, non-GAAP income before income taxes and non-GAAP net income help identify underlying trends in our business that could otherwise be masked by the effect of the expenses that we exclude in Adjusted EBITDA, non-GAAP income before income taxes and non-GAAP net income. We believe that Adjusted EBITDA, non-GAAP income before income taxes and non-GAAP net income provide useful information about our operating results, enhance the overall understanding of our past performance and future prospects and allow for greater transparency with respect to key metrics used by our management in its financial and operational decision-making. We also use these measures to establish budgets and operational goals for managing our business and evaluating our performance.

These non-GAAP financial measures should not be considered in isolation from, or as a substitute for, financial information prepared in accordance with GAAP. There are a number of limitations related to the use of these non-GAAP financial measures rather than net loss, which is the nearest GAAP equivalent of these financial measures. Some of these limitations are:

These non-GAAP financial measures exclude restructuring charges, one-time nonrecurring gain and certain recurring, non-cash charges such as stock-based compensation expense, amortization of acquired intangible assets, non-cash interest expense related to convertible notes and impairment of investments in privately-held companies;

33

29


Stock-based compensation expense has been, and will continue to be for the foreseeable future, a significant recurring expense in our business and an important part of our compensation strategy;


Adjusted EBITDA and non-GAAP income before income taxes do not reflect tax payments that reduce cash available to us;

Non-GAAP net income reflects an estimate of taxes calculated in accordance with the SEC’s Non-GAAP Financial Measures Compliance and Disclosure Interpretation, not actual taxes due or payable;

Adjusted EBITDA excludes depreciation and amortization expense and although these are non-cash charges, the property and equipment being depreciated and amortized may have to be replaced in the future; and

The expenses that we exclude in our calculation of these non-GAAP financial measures may differ from the expenses, if any, that our peer companies may exclude from similarly-titled non-GAAP measures when they report their results of operations.

Results of Operations

The following tables set forth our consolidated statementstatements of operations data for each of the periods presented (in thousands):

 

Three Months Ended September 30,

 

 

Nine Months Ended

September 30,

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

2017

 

 

2016

 

2020201920202019

Revenue

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Revenue

Advertising services

 

$

502,802

 

 

$

544,966

 

 

$

1,465,730

 

 

$

1,610,231

 

Advertising services$808,449 $702,257 $2,052,635 $2,108,846 

Data licensing and other

 

 

86,831

 

 

 

70,968

 

 

 

246,009

 

 

 

202,182

 

Data licensing and other127,784 121,460 374,673 343,142 

Total Revenue

 

 

589,633

 

 

 

615,934

 

 

 

1,711,739

 

 

 

1,812,413

 

Total revenueTotal revenue936,233 823,717 2,427,308 2,451,988 

Costs and expenses (1)

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Costs and expenses (1)

Cost of revenue

 

 

210,016

 

 

 

225,159

 

 

 

643,263

 

 

 

626,530

 

Cost of revenue361,388 281,057 933,464 823,033 

Research and development

 

 

136,115

 

 

 

177,049

 

 

 

408,014

 

 

 

511,354

 

Research and development208,877 178,553 625,071 484,041 

Sales and marketing

 

 

172,957

 

 

 

224,436

 

 

 

527,847

 

 

 

697,226

 

Sales and marketing215,285 226,204 643,858 672,252 

General and administrative

 

 

63,266

 

 

 

67,379

 

 

 

203,973

 

 

 

200,884

 

General and administrative94,576 93,758 450,181 259,173 

Total costs and expenses

 

 

582,354

 

 

 

694,023

 

 

 

1,783,097

 

 

 

2,035,994

 

Total costs and expenses880,126 779,572 2,652,574 2,238,499 

Income (loss) from operations

 

 

7,279

 

 

 

(78,089

)

 

 

(71,358

)

 

 

(223,581

)

Income (loss) from operations56,107 44,145 (225,266)213,489 

Interest expense

 

 

(26,732

)

 

 

(24,860

)

 

 

(78,537

)

 

 

(74,687

)

Interest expense(39,614)(36,226)(112,712)(111,803)
Interest incomeInterest income17,167 40,348 75,077 123,776 

Other income (expense), net

 

 

1,922

 

 

 

6,640

 

 

 

(39,076

)

 

 

19,680

 

Other income (expense), net(3,977)(504)(12,057)6,583 

Loss before income taxes

 

 

(17,531

)

 

 

(96,309

)

 

 

(188,971

)

 

 

(278,588

)

Provision for income taxes

 

 

3,564

 

 

 

6,562

 

 

 

10,171

 

 

 

11,231

 

Net loss

 

$

(21,095

)

 

$

(102,871

)

 

$

(199,142

)

 

$

(289,819

)

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Income (loss) before income taxesIncome (loss) before income taxes29,683 47,763 (274,958)232,045 
Provision (benefit) for income taxesProvision (benefit) for income taxes1,024 11,241 1,082,784 (1,114,841)
Net income (loss)Net income (loss)$28,659 $36,522 $(1,357,742)$1,346,886 

(1)

Costs and expenses include stock-based compensation expense as follows (in thousands):

(1)Costs and expenses include stock-based compensation expense as follows (in thousands):

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

2017

 

 

2016

 

2020201920202019

Cost of revenue

 

$

5,625

 

 

$

7,165

 

 

$

17,830

 

 

$

22,991

 

Cost of revenue$8,581 $5,757 $23,333 $16,778 

Research and development

 

 

57,174

 

 

 

87,163

 

 

 

185,185

 

 

 

253,658

 

Research and development66,111 53,009 204,686 149,499 

Sales and marketing

 

 

22,433

 

 

 

41,227

 

 

 

68,216

 

 

 

133,184

 

Sales and marketing25,550 23,755 73,572 64,022 

General and administrative

 

 

15,727

 

 

 

22,972

 

 

 

60,121

 

 

 

67,305

 

General and administrative15,727 16,102 45,157 46,430 

Total stock-based compensation expense

 

$

100,959

 

 

$

158,527

 

 

$

331,352

 

 

$

477,138

 

Total stock-based compensation expense$115,969 $98,623 $346,748 $276,729 

30


34


The following table sets forth our consolidated statementstatements of operations data for each of the periods presented as a percentage of revenue:

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

2017

 

 

2016

 

2020201920202019

Revenue

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Revenue

Advertising services

 

 

85

%

 

 

88

%

 

 

86

%

 

 

89

%

Advertising services86 %85 %85 %86 %

Data licensing and other

 

 

15

 

 

 

12

 

 

 

14

 

 

 

11

 

Data licensing and other14 15 15 14 

Total Revenue

 

 

100

 

 

 

100

 

 

 

100

 

 

 

100

 

Total revenueTotal revenue100 100 100 100 

Costs and expenses

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Costs and expenses

Cost of revenue

 

 

36

 

 

 

37

 

 

 

38

 

 

 

35

 

Cost of revenue39 34 38 34 

Research and development

 

 

23

 

 

 

29

 

 

 

24

 

 

 

28

 

Research and development22 22 26 20 

Sales and marketing

 

 

29

 

 

 

36

 

 

 

31

 

 

 

38

 

Sales and marketing23 27 27 27 

General and administrative

 

 

11

 

 

 

11

 

 

 

12

 

 

 

11

 

General and administrative10 11 19 11 

Total costs and expenses

 

 

99

 

 

 

113

 

 

 

104

 

 

 

112

 

Total costs and expenses94 95 109 91 

Income (loss) from operations

 

 

1

 

 

 

(13

)

 

 

(4

)

 

 

(12

)

Income (loss) from operations(9)

Interest expense

 

 

(5

)

 

 

(4

)

 

 

(5

)

 

 

(4

)

Interest expense(4)(4)(5)(5)
Interest incomeInterest income

Other income (expense), net

 

 

0

 

 

 

1

 

 

 

(2

)

 

 

1

 

Other income (expense), net— — — — 

Loss before income taxes

 

 

(3

)

 

 

(16

)

 

 

(11

)

 

 

(15

)

Provision for income taxes

 

 

1

 

 

 

1

 

 

 

1

 

 

 

1

 

Net loss

 

 

(4

)%

 

 

(17

)%

 

 

(12

)%

 

 

(16

)%

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Income (loss) before income taxesIncome (loss) before income taxes(11)
Provision (benefit) for income taxesProvision (benefit) for income taxes— 45 (45)
Net income (loss)Net income (loss)%%(56)%55 %

Revenue

We generate the substantial majority of our revenue from the sale of advertising services. We also generate revenue by licensing our data to third parties and providing mobile advertising exchange services.

Advertising Services

We generate most of our advertising revenue by selling our Promoted Products. Currently, our Promoted Products consist of the following:

Promoted Tweets. Promoted Tweets, which are labeled as “promoted,” appear within a user’s timeline, search results or profile pages just like an ordinary Tweet regardless of device, whether it be desktop or mobile. Using our proprietary algorithms and understanding of the interests of each user,account, we can deliver Promoted Tweets that are intended to be relevant to a particular user.account. We enable our advertisers to target an audience based on our users’ Interest Graphs.an individual account’s interest graph. Our Promoted Tweets are pay-for-performance or pay-for-impression delivered advertising that isare priced through an auction. Our Promoted Tweets include objective-based features that allow advertisers to pay only for the types of engagement selected by the advertisers, such as Tweet engagements (e.g., Retweets, replies and likes), website clicks, or conversions, mobile application installs or engagements, obtaining new followers, or video views.

Promoted Accounts. Promoted Accounts, which are labeled as “promoted,” provide a way for our advertisers to grow a community of userspeople who are interested in their business, products or services. Our Promoted Accounts are pay-for-performance advertising that is priced through an auction.

Promoted Trends. Promoted Trends, which are labeled as “promoted,” appear at the top of the list of trending topics or timeline for an entire day in a particular country or on a global basis. We sell our Promoted Trends on a fixed-fee-per-day basis.

While the majority of the Promoted Products we sell to our advertisers are placed on Twitter, we also generate advertising revenue by placing advertising products that we sell to advertisers on third-party publishers’ websites, applications or other offerings.

31


35


Data Licensing and Other

We generate data licensing and other revenue by (i) offering data products and data licenses that allow our data partners to access, search and analyze historical and real-time data on our platform which data(which consists of public Tweets and their content,content), and (ii) providing mobile advertising exchange services through our MoPub exchange. Our data partners generally purchase licenses to access all or a portion of our data for a fixed period. We recognize data licensing revenue as our data partners consume and benefit from their use of the licensed data is made available to our data partners.data. In addition, we operate a mobile ad exchange and receive service fees from transactions completed on the exchange. Our mobile ad exchange enables buyers and sellers to purchase and sell advertising inventory and matches buyers and sellers. We have determined we are not the principal inas it relates to the purchase and sale of advertising inventory in transactions between third partythird-party buyers and sellers on the exchange. Therefore, we report revenue related to our ad exchange services on a net basis.

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

20202019% Change20202019% Change

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

(in thousands)(in thousands)

Advertising services

 

$

502,802

 

 

$

544,966

 

 

 

(8

)%

 

$

1,465,730

 

 

$

1,610,231

 

 

 

(9

)%

Advertising services$808,449 $702,257 15 %$2,052,635 $2,108,846 (3)%

Data licensing and other

 

 

86,831

 

 

 

70,968

 

 

 

22

%

 

 

246,009

 

 

 

202,182

 

 

 

22

%

Data licensing and other127,784 121,460 %374,673 343,142 %

Total revenue

 

$

589,633

 

 

$

615,934

 

 

 

(4

)%

 

$

1,711,739

 

 

$

1,812,413

 

 

 

(6

)%

Total revenue$936,233 $823,717 14 %$2,427,308 $2,451,988 (1)%

Revenue in the three months ended September 30, 2020 increased by $112.5 million or 14% compared to the three months ended September 30, 2019. Revenue in the nine months ended September 30, 2020 decreased by $24.7 million or 1% compared to the nine months ended September 30, 2019.
Advertising revenue in the three months ended September 30, 2020 increased by $106.2 million or 15% compared to the three months ended September 30, 2019. Advertising revenue in the nine months ended September 30, 2020 decreased by $56.2 million or 3% compared to the nine months ended September 30, 2019.
The increase in advertising revenue in the three months ended September 30, 2020 reflects increased demand toward the end of the second quarter of 2020 that continued throughout the third quarter as advertisers around the world significantly increased their investment on Twitter, seeking to engage our larger audience around the return of events as well as increased and previously delayed product launches. The increase in advertising revenue was attributable to a 27% increase in the number of ad engagements, offset by a 9% decrease in cost per ad engagement compared to the same period in 2019. The increase in the number of ad engagements was driven by strong growth in ad impressions due to our growing audience and increased demand for ads. The decrease in cost per ad engagement reflects price decreases across most ad formats.
The decrease in advertising revenue in the nine months ended September 30, 2020 reflects widespread economic disruption related to the COVID-19 pandemic and a significant decrease in global advertising spend in the month of March and the second quarter of 2020. In the third quarter of 2020, we saw an increase in advertiser demand as advertisers around the world significantly increased their investment on Twitter, seeking to engage our larger audience around the return of events as well as increased and previously delayed product launches. The decrease in advertising revenue in the nine months ended September 30, 2020 was attributable to a 17% decrease in cost per ad engagement, offset by an 18% increase in the number of ad engagements compared to the same period in 2019. The decrease in cost per ad engagement was driven by price decreases across most ad formats. The increase in the number of ad engagements resulted primarily from strong growth in ad impressions due to our growing audience.
In the three and nine months ended September 30, 2017 decreased2020, data licensing and other revenue increased by $26.3 million5% and $100.7 million, respectively,9% compared to the three and nine months ended September 30, 2016.

In the three and nine months ended September 30, 2017, advertising revenue decreased by 8% and 9%, respectively, compared to the three and nine months ended September 30, 2016. The substantial majority of our advertising revenue was generated from our owned and operated platform. Advertising revenue generated from the sale of our advertising products on our owned and operated platform in the three and nine months ended September 30, 2017 was $454.6 million and $1.31 billion, respectively, as compared to $487.2 million and $1.43 billion in the three and nine months ended September 30, 2016, respectively. Advertising revenue generated from the sale of our advertising products placed on third party publishers’ websites, applications and other offerings in the three and nine months ended September 30, 2017 was $48.2 million and $159.9 million, respectively, as compared to $57.8 million and $175.0 million in the three and nine months ended September 30, 2016,2019, respectively. The decrease in advertising revenue from the sale of our advertising products placed on third party publishers’ websites, applications and other offerings in the three and nine months ended September 30, 2017 was driven by significantly lower contribution from TellApart (which was deprecated in the third quarter of 2017) , which was offset by strong performance from Twitter Audience Platform. TellApart revenue decreased by $19.9 million and $42.9 million in the three and nine months ended September 30, 2017, respectively, compared to the same periods in the prior year.

The overall decrease in advertising revenue was primarilyincreases were attributable to 54%expanded partnerships in Developer and 56% decreases in average cost per ad engagement offset by 99% and 108% increases in the number of ad engagements in the three and nine months ended September 30, 2017, respectively, compared to the same periods in 2016. The increase in ad engagements was driven by a continuing mix shift toward video ad impressions as well as higher click-through rates across all ad formats on a like-for-like basis. The decrease in average cost per ad engagement reflects a higher mix of video ad engagements and lower cost per ad engagement across the majority of ad formats compared to the third quarter of 2016.

Advertising revenue continued to be driven by strong growth in our video ad formats offset by declines in traditional Promoted Tweet and direct response ad formats. Although we believe the potential to increase our revenue grows with growth in our user baseEnterprise Solutions, and the level of engagement of our users, we expect revenue growth to continue to lag audience growth on a year-over-year basis in, and possibly beyond, 2017 due to lead time for sales cycles, ongoing competition and the impact from revenue products and features that we have deprecated (including TellApart). More specifically, in the fourth quarter of 2016, we had approximately $40 milliontiming of revenue from TellApart that we will not have in the fourth quarter of 2017 as we have fully deprecated TellApart.

In the three and nine months ended September 30, 2017, data licensing and other revenue increased by 22% and 22%, respectively, compared to the three and nine months ended September 30, 2016. A majority of the increase was attributable to growth in data licensing fees from the offering of data products. We expect to continue to grow our data revenue with a new product and channel segmented go-to-market approach.

32

recognition.

36


Cost of Revenue

Cost of revenue includes infrastructure costs, other direct costs including content costs,revenue share expenses, amortization of acquired intangible assets and amortization of capitalized labor costs for internally developed software, allocated facilities costs, as well as traffic acquisition costs, or TAC. Infrastructure costs consist primarily of data center costs related to our co-located facilities, which include lease and hosting costs, related support and maintenance costs and energy and bandwidth costs;costs, public cloud hosting costs, as well as depreciation of our internally developed software, servers and networking equipment; and personnel-related costs, including salaries, benefits and stock-based compensation, for our operations teams. TAC consists of costs we incur with third parties in connection with the sale to advertisers of our advertising products that we place on third-party publishers’ websites, and applications or other offerings collectively resulting from acquisitions, and from our organically-built advertising network, Twitter Audience Platform. Many of theacquisitions. Certain elements of our cost of revenue are fixed and cannot be reduced in the near term.

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

20202019% Change20202019% Change

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

(in thousands)(in thousands)

Cost of revenue

 

$

210,016

 

 

$

225,159

 

 

 

(7

)%

 

$

643,263

 

 

$

626,530

 

 

 

3

%

Cost of revenue$361,388 $281,057 29 %$933,464 $823,033 13 %

Cost of revenue as a percentage of revenue

 

 

36

%

 

 

37

%

 

 

 

 

 

 

38

%

 

 

35

%

 

 

 

 

Cost of revenue as a percentage of revenue39 %34 %38 %34 %

In the three months ended September 30, 2017,2020, cost of revenue which included TAC of $22.9 million, decreasedincreased by $15.1$80.3 million compared to the three months ended September 30, 2016. 2019. The decreaseincrease was attributable to a $19.0$78.4 million decrease in infrastructure costs, a $9.7 million decrease in TAC substantially due to the decrease in advertising revenue generated from TellApart, a $1.3 million decrease in depreciation and amortization expense and a $0.6 million decrease in other costs, offset by a $15.5 million increase in other direct costs, that is primarily driven by an increase in content costs.

In the nine months ended September 30, 2017, cost of revenue, which included TAC of $78.8 million, increased by $16.7 million compared to the nine months ended September 30, 2016. The increase was attributable to a $43.1 million increase in other direct costs that is primarily driven by an increase in contentinfrastructure costs and traffic acquisition costs, and a $19.9$1.9 million increase in depreciation and amortization expense primarily related to additional internally developed software,acquired intangible assets, server and networking equipment. These increases were offset

In the nine months ended September 30, 2020, cost of revenue increased by $110.4 million compared to the nine months ended September 30, 2019. The increase was attributable to a $25.9$94.7 million decreaseincrease in direct costs primarily driven by an increase in infrastructure costs an $18.1 millionand traffic acquisition costs offset by a decrease in TAC substantially duerevenue share expenses, and a $15.7 million increase in depreciation and amortization expense primarily related to the decrease in advertising revenue generated from TellApart,additional acquired intangible assets, server and a $2.3 million decrease in personnel-related costs.

Cost of revenue typically increases in absolute dollars in the fourth quarter. Cost of revenue varies as a result of infrastructure costs, content costs, and off network advertising costs. networking equipment.

We expect historical fourth-quarter trends for cost of revenueplan to continue into scale the fourth quartercapacity and enhance the capability and reliability of 2017.

our infrastructure to support mDAU growth and increased activity on our platform.

Research and Development

Research and development expenses consist primarily of personnel-related costs, including salaries, benefits and stock-based compensation, for our engineers and other employees engaged in the research and development of our products and services. In addition, research and development expenses include amortization of acquired intangible assets, allocated facilities costs, and other supporting overhead costs.

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

20202019% Change20202019% Change

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

(in thousands)(in thousands)

Research and development

 

$

136,115

 

 

$

177,049

 

 

 

(23

)%

 

$

408,014

 

 

$

511,354

 

 

 

(20

)%

Research and development$208,877 $178,553 17 %$625,071 $484,041 29 %

Research and development as a percentage of revenue

 

 

23

%

 

 

29

%

 

 

 

 

 

 

24

%

 

 

28

%

 

 

 

 

Research and development as a percentage of revenue22 %22 %26 %20 %

In the three months ended September 30, 2017,2020, research and development expenses decreasedincreased by $40.9$30.3 million compared to the three months ended September 30, 2016.2019. The decreaseincrease was attributable to a $45.9$16.4 million decreaseincrease in personnel-related costs mainly driven by a decreasean increase in recognition of stock-based compensation expense,employee headcount as we continue to focus our investments on engineering, product, and design, an $11.3 million net increase in facilities costs and other administrative expenses, and a $6.6 million decrease in allocated facilities and other supporting overhead expenses due to a decrease in overall total expenses, offset by an $11.6$2.6 million decrease in the capitalization of costs associated with developing software for internal use.

33


In the nine months ended September 30, 2017,2020, research and development expenses decreasedincreased by $103.3$141.0 million compared to the nine months ended September 30, 2016.2019. The decreaseincrease was attributable to a $97.1an $86.1 million decreaseincrease in personnel-related costs mainly driven by an increase in employee headcount as we continue to focus our investments on engineering, product, and design, a decrease$42.1 million net increase in recognition of stock-based compensation expense, a $14.8 million decrease in allocated facilities costs and other supporting overheadadministrative expenses, due to a decrease in overall total expenses, an $11.1 million one-time nonrecurring gain net of restructuring charges in the quarter ended March 31, 2017, and a $1.6 million decrease in depreciation and amortization expense, offset by a $21.3$12.8 million decrease in the capitalization of costs associated with developing software for internal use.

We plan to continue to invest in key areas of our business to ensure that we have the rightan appropriate level of engineering, product management and design teamspersonnel and related resources to support our research and development efforts. We expect that both research and development headcount and costs in absolute dollars will increase in the near term but will vary from period to period as a percentage of revenue.

efforts on key priorities.


37


Sales and Marketing

Sales and marketing expenses consist primarily of personnel-related costs, including salaries, commissions, benefits and stock-based compensation for our employees engaged in sales, sales support, business development and media, marketing, corporate communications and customer service functions. In addition, marketing and sales-related expenses also include advertising costs, market research, tradeshows,trade shows, branding, marketing, public relations costs, amortization of acquired intangible assets, as well as allocated facilities costs, and other supporting overhead costs.

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

20202019% Change20202019% Change

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

(in thousands)(in thousands)

Sales and marketing

 

$

172,957

 

 

$

224,436

 

 

 

(23

)%

 

$

527,847

 

 

$

697,226

 

 

 

(24

)%

Sales and marketing$215,285 $226,204 (5)%$643,858 $672,252 (4)%

Sales and marketing as a percentage of revenue

 

 

29

%

 

 

36

%

 

 

 

 

 

 

31

%

 

 

38

%

 

 

 

 

Sales and marketing as a percentage of revenue23 %27 %27 %27 %

In the three months ended September 30, 2017,2020, sales and marketing expenses decreased by $51.5$10.9 million compared to the three months ended September 30, 2016.2019. The decrease was attributable to a $34.0 million decrease in personnel-related costs, driven by a decrease in average employee headcount mainly as a result of our 2016 restructuring plan, an $8.7$14.5 million decrease in marketing and sales-related expenses, a $7.7 million decrease in allocated facilities and other supporting overhead expensesprimarily due to a decrease in overall total expenses,reduced marketing campaigns, customer events, and a $1.6 million decrease in amortization of acquired intangible assets,travel, offset by a $0.5$3.6 million net increase in facilities costs and other administrative expenses.

In the nine months ended September 30, 2017,2020, sales and marketing expenses decreased by $169.4$28.4 million compared to the nine months ended September 30, 2016.2019. The decrease was attributable to a $110.2 million decrease in personnel-related costs, driven by a decrease in average employee headcount mainly as a result of our 2016 restructuring plan, a $40.1$60.4 million decrease in marketing and sales-related expenses, and a $24.5 million decrease in allocated facilities and other supporting overhead expensesprimarily due to a decrease in overall total expenses. These decreases werereduced marketing campaigns and customer events, and travel, offset by a $3.6$32.0 million net increase in amortization of acquired intangible assetsfacilities costs and a $1.8 million increase in restructuringother administrative expenses.

We continue to evaluate key areas in our business to ensure we have the rightan appropriate level of sales and marketing expenses to execute on our key priorities and objectives. We expect that both sales and marketing headcount and costs in absolute dollars will increase in the near term but will vary from period to period as a percentage of revenue.

34


General and Administrative

General and administrative expenses consist primarily of personnel-related costs, including salaries, benefits and stock-based compensation, for our executive, finance, legal, information technology, human resources and other administrative employees. In addition, general and administrative expenses include fees and costs for professional services, including consulting, third-party legal and accounting services and facilities costs and other supporting overhead costs that are not allocated to other departments.

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

Three Months Ended September 30,Nine Months Ended September 30,

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

20202019% Change20202019% Change

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

(in thousands)(in thousands)

General and administrative

 

$

63,266

 

 

$

67,379

 

 

 

(6

)%

 

$

203,973

 

 

$

200,884

 

 

 

2

%

General and administrative$94,576 $93,758 %$450,181 $259,173 74 %

General and administrative as a percentage of revenue

 

 

11

%

 

 

11

%

 

 

 

 

 

 

12

%

 

 

11

%

 

 

 

 

General and administrative as a percentage of revenue10 %11 %19 %11 %

In the three months ended September 30, 2017,2020, general and administrative expense decreasedexpenses increased by $4.1$0.8 million compared to the three months ended September 30, 2016. The decrease was attributable to a $4.3 million decrease in personnel-related costs, mainly driven by a decrease in recognition of stock-based compensation expense, offset by a $0.2 million increase in other expenses.

In the nine months ended September 30, 2017, general and administrative expense increased by $3.1 million compared to the nine months ended September 30, 2016.2019. The increase was attributable to a $3.5 million increase in fees and costs for professional services, a $3.1$16.5 million increase in personnel-related costs mainly driven by an increase in averageemployee headcount, offset by a net decrease of $15.7 million in facilities costs and other administrative expenses.

In the nine months ended September 30, 2020, general and administrative expenses increased by $191.0 million compared to the nine months ended September 30, 2019. The increase was attributable to a $150.0 million legal accrual related to an ongoing Federal Trade Commission matter recorded in the second quarter of 2020, a $68.4 million increase in personnel-related costs mainly driven by an increase in employee headcount, and a $1.3an $11.3 million increase in other expenses,professional service fees, offset by a $4.8net decrease of $38.7 million decrease in facilities costs and supporting costs.

other administrative expenses.

We plan to continue to invest in key areas of our business and ensure that we have the right level of general and administrative functions to ensure we have an appropriate level of support onfor our key priorities and objectives. We expect that general and administrative expenses will vary in the near term from period to period as a percentage of revenue.


38


Interest Expense

Interest expense consists primarily of interest expense incurred in connection with the $935.0 million principal amount of 0.25% convertible senior notes due in 2019, or the 2019 Notes, andwhich we repaid at maturity in September 2019, the $954.0 million principal amount of 1.00% convertible senior notes due in 2021, or the 2021 Notes, and together with the 2019$1.15 billion principal amount of 0.25% convertible senior notes due in 2024, or the 2024 Notes, the $700.0 million principal amount of 3.875% senior notes due in 2027, or the 2027 Notes, and the $1.0 billion principal amount of 0.375% convertible senior notes due in 2025, or the 2025 Notes, and interest expense related to capitalfinance leases and other financing facilities.

 

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

 

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

 

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

Interest expense

 

$

26,732

 

 

$

24,860

 

 

 

8

%

 

$

78,537

 

 

$

74,687

 

 

 

5

%

Three Months Ended September 30,Nine Months Ended September 30,
20202019% Change20202019% Change
(in thousands)(in thousands)
Interest expense$39,614 $36,226 %$112,712 $111,803 %

In the three and nine months ended September 30, 2017,2020, interest expense increased by $1.9$3.4 million and $3.9$0.9 million respectively, compared to the three and nine months ended September 30, 2016. 2019, respectively. The increase was primarily attributable to the issuance of the 2027 Notes in December 2019 and the 2025 Notes in March 2020, offset by our repayment of the 2019 Notes at their maturity in September 2019.
Interest expense in the three and nine months ended September 30, 2017 was2020 comprised of $25.2$39.5 million and $74.3$112.3 million, respectively, of total interest expense related to the Notes as well as the credit facility, and $1.5$0.1 million and $4.2$0.4 million, respectively, related to capitalfinance leases of equipment.

35


Other

Interest Income (Expense), Net

Other

Interest income (expense), net, consists primarily of interest income resultingis generated from our cash equivalents and short-term investments net of the related amortization of premium paid on such investments,investments.
Three Months Ended September 30,Nine Months Ended September 30,
20202019% Change20202019% Change
(in thousands)(in thousands)
Interest income$17,167 $40,348 (57)%$75,077 $123,776 (39)%
Interest income decreased by $23.2 million and $48.7 million in the three and nine months ended September 30, 2020, respectively, compared to the three and nine months ended September 30, 2019. The decrease was primarily attributable to lower interest rates.
Other Income (Expense), Net
Other income (expense), net, consists primarily of unrealized foreign exchange gains and losses due to re-measurement of monetary assets and liabilities denominated in non-functional currencies as well asand realized foreign exchange gains and losses on foreign exchange transactions.transactions, and gains and losses on investments in privately-held companies. We expect our foreign exchange gains and losses will vary depending upon movements in the underlying exchange rates.

 

 

Three Months Ended September 30,

 

 

 

 

 

 

Nine Months Ended September 30,

 

 

 

 

 

 

 

2017

 

 

2016

 

 

% Change

 

 

2017

 

 

2016

 

 

% Change

 

 

 

(in thousands)

 

 

 

 

 

 

(in thousands)

 

 

 

 

 

Other income (expense), net

 

$

1,922

 

 

$

6,640

 

 

 

(71

)%

 

$

(39,076

)

 

$

19,680

 

 

 

(299

)%

Three Months Ended September 30,Nine Months Ended September 30,
20202019% Change20202019% Change
(in thousands)(in thousands)
Other income (expense), net$(3,977)$(504)689 %$(12,057)$6,583 (283)%

Other income,expense, net, decreasedincreased by $4.7$3.5 million in the three months ended September 30, 20172020 compared to the three months ended September 30, 2016.2019. The changeincrease was primarily attributable to the recording of other-than-temporary impairment on a cost-method investment of $7.4 million during the three months ended September 30, 2017 and less favorable foreign currency exchange impacts from foreign currency-denominated assets and liabilities as well as derivative financial instruments, offset by an increase in interest income on our short term investments.

liabilities.

Other expense, net, was $39.1$12.1 million in the nine months ended September 30, 20172020 compared to other income, net, of $19.7$6.6 million in the nine months ended September 30, 2016.2019. The change was primarily attributable to impairment charges of $8.8 million on investments in privately-held companies in the recordingnine months ended September 30, 2020 compared to an $8.6 million gain net of other-than-temporary impairment charge on a cost-method investment of $62.4 millioninvestments in privately-held companies during the nine months ended September 30, 2017 and less favorable foreign currency exchange impacts from foreign currency-denominated assets and liabilities as well as derivative financial instruments, offset by an increase in interest income on our short term investments.

Other income, net in the three months ended September 30, 2017 was comprised of $11.7 million of interest and other income, offset by $7.4 million of other-than-temporary impairment on a cost-method investment, $2.1 million of foreign currency exchange net loss and $0.3 million of other expense. Other expense, net in the nine months ended September 30, 2017 was comprised of $62.4 million of other-than-temporary impairment on a cost-method investment, $6.2 million of foreign currency exchange net loss and $0.7 million of other expense, offset by $30.2 million of interest and other income.

2019.


39


Provision (Benefit) for Income Taxes

Provision

Our provision (benefit) for income taxes consists of federal and state income taxes in the United States and income taxes in certain foreign jurisdictionsjurisdictions. Our tax provision or benefit from income taxes for interim periods has been historically determined using an estimate of our annual effective tax rate, adjusted for discrete items, if any. Under certain circumstances where we are unable to make a reliable estimate of the annual effective tax rate, the accounting standard permits the use of the actual effective tax rate for the year-to-date period. In the third quarter of 2020, we used this approach because we were unable to reasonably estimate our annual effective rate due to the variability of the rate as a result of fluctuations in forecasted income, fluctuations in pre-tax income and loss between quarters, and the effects of being taxed in multiple tax jurisdictions.
Three Months Ended September 30,Nine Months Ended September 30,
2020201920202019
(in thousands)(in thousands)
Provision (benefit) for income taxes$1,024 $11,241 $1,082,784 $(1,114,841)
We recorded a net provision for income taxes of $1.0 million and $1.08 billion for the three and nine months ended September 30, 2020, respectively. For the nine months ended September 30, 2020, the net provision for income taxes consisted of a provision for income taxes related to the establishment of a valuation allowance against deferred tax assets of $1.10 billion of a foreign subsidiary, which arewas offset by an income tax benefit of $18.6 million. We recorded a net provision for income taxes of $11.2 million and a net benefit from income taxes of $1.11 billion for the three and nine months ended September 30, 2019, respectively. For the nine months ended September 30, 2019, the net benefit from income taxes consisted of income tax benefits from the establishment of deferred tax assets from intra-entity transfers of certain intangible assets of $1.21 billion, which was offset by income tax provisions of $92.0 million.
For the three and nine months ended September 30, 2020, the primary difference between the effective tax rate and the federal statutory tax rate relates to the valuation allowance establishment in the three months ended June 30, 2020, the accrual related to the ongoing Federal Trade Commission matter described in Note 14 - Commitments and Contingencies that is not expected to fluctuate basedbe tax-deductible if and when paid, research and development credits, stock-based compensation, and foreign tax rate differences. For the three and nine months ended September 30, 2019, the primary difference between the effective tax rate and the federal statutory tax rate relates to the deferred tax asset establishment, research and development credits, stock-based compensation, and foreign tax rate differences.
We reassessed the ability to realize deferred tax assets by considering the available positive and negative evidence. As of June 30, 2020, we concluded that the deferred tax assets in a foreign subsidiary are not more-likely-than-not to be realized and recorded a full valuation allowance against such deferred tax assets in the approximate amount of $1.10 billion. In evaluating the need for a valuation allowance, we considered our recent operating results which resulted in a cumulative taxable loss in a foreign subsidiary for the twelve quarters ended June 30, 2020. The twelve quarters cumulative taxable losses from operations is considered a significant piece of negative evidence and outweighs other positive evidence, such as projections of future income. The twelve quarters cumulative taxable losses and projected near-term losses in the foreign subsidiary are largely driven by the negative impact from the COVID-19 pandemic as it has caused, and may continue to cause, decreased advertiser demand. If there are favorable changes to actual operating results or to projections of future income, we may determine that it is more-likely-than-not such deferred tax assets may be realizable. As of September 30, 2020, there have been no changes to our conclusion.
As of September 30, 2020, we had $792.4 million of deferred tax assets for which we have not established a valuation allowance, related to the US federal, states other than Massachusetts and California, and international subsidiaries other than Ireland. The $792.4 million deferred tax asset balance reflects the reduction in net deferred tax assets of $1.10 billion in the nine months ended September 30, 2020. We completed our reassessment of the ability to realize these assets and concluded that a valuation allowance was not required. Depending on the pre-tax results withinextent and outsideseverity of COVID-19’s impact, our forecasted earnings and expectations may change and could result in a material non-cash income tax charge to record additional valuation allowances to further reduce our deferred tax assets to the net amount we believe is more-likely-than-not to be realized.
On June 7, 2019, the Ninth Circuit Court of Appeals issued a new opinion in the case of Altera Corp. v. Commissioner, which upheld Department of Treasury regulations which require related parties in an intercompany cost-sharing arrangement to share expenses related to stock-based compensation. We have prepared the consolidated financial statements consistent with this opinion. In February 2020, Altera Corp. filed a petition to appeal the decision with the Supreme Court of the United StatesStates. On June 22, 2020, the Supreme Court denied the petition. We have considered the impact of the Supreme Court's denial and there were no material impacts to our consolidated financial statements as of September 30, 2020. Subsequent to September 30, 2020 but prior to the filing of this Form 10-Q, we filed our 2019 US Federal Tax Return and included certain adjustments related to the decision of the Ninth Circuit Court of Appeals in the case of Altera Corp. v. Commissioner for which we previously recognized a reserve. As a result, our unrecognized tax benefits will alsodecrease by $91.9 million with no impact to the effective tax rate in the fourth quarter of 2020.
Our effective tax rate could be impactedaffected by our jurisdictional mix of income (loss) before taxes, including our allocation of centrally incurred costs to foreign jurisdictions. Our future effective tax rate will also be affected by thejurisdictions, changes in tax rates and tax regulations, the impact of tax examinations, the impact of business combinations, changes in our corporate structure, changes in the geographic location of business functions or assets, tax effects of stock-based compensation, and changes in valuation allowance.management's assessment of the ability to realize deferred tax assets. In addition, the provision is impacted by deferred income taxes and changes in the related valuation allowance reflecting the net tax effects of temporary differences between the carrying amounts of assets and liabilities for financial reporting purposes and the amounts used for income tax purposes.

 

 

Three Months Ended September 30,

 

 

Nine Months Ended September 30,

 

 

 

2017

 

 

2016

 

 

2017

 

 

2016

 

 

 

(in thousands)

 

 

(in thousands)

 

Provision for income taxes

 

$

3,564

 

 

$

6,562

 

 

$

10,171

 

 

$

11,231

 

Our provision for income taxes in the three and nine months ended September 30, 2017 decreased by $3.0 million and $1.1 million, respectively, compared to the three and nine months ended September 30, 2016, primarily due to increased deferred tax benefits resulting from intraperiod allocation, partially offset by increased foreign income taxes.

Upon adoption of the stock-based compensation expense simplification rule including the income tax consequences as of January 1, 2017, we had approximately $1.18 billion of federal and $0.17 billion of state net deferred tax assets and concurrently we set up a full valuation allowance against these deferred tax assets. As of the fiscal year ending December 31, 2016 and for each of the interim periods through September 30, 2017, management completed its reassessment of the realizability of this asset and has concluded that a full valuation allowance was still required.

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Evaluating the need for and the amount of a valuation allowance for deferred tax assets often requires significant judgment and extensive analysis of all available evidence to determine whether it is more likely than not (a probability level of more than 50%) that these assets will be realized. In completing this assessment management must consider both objective and subjective factors in its assessment. These factors include, but are not limited to:

Future reversal of existing temporary differences

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Tax-planning strategies


Future taxable income exclusive of reversing temporary differences and loss carryforwards

As we continue to make significant strides in optimizing operations resulting in improved financial results, our future reassessment is likely to result in the determination that a valuation allowance is no longer required. This would result in such future financial reporting period in a significant reversal of the valuation allowance and a corresponding material non-cash income tax benefit and the recording of a deferred tax asset on our balance sheet.

Liquidity and Capital Resources

 

Nine Months Ended September 30,

 

 

2017

 

 

2016

 

 

(in thousands)

 

Consolidated Statements of Cash Flows Data:

 

 

 

 

 

 

 

Net loss

$

(199,142

)

 

$

(289,819

)

Net cash provided by operating activities

 

633,102

 

 

 

566,512

 

Net cash provided by (used in) investing activities

 

21,963

 

 

 

(410,436

)

Net cash used in financing activities

 

(65,843

)

 

 

(61,534

)

Nine Months Ended September 30,
20202019
(in thousands)
Net income (loss)$(1,357,742)$1,346,886 
Net cash provided by operating activities$662,570 $1,026,185 
Net cash used in investing activities$(1,232,889)$(69,462)
Net cash provided by (used in) financing activities$981,270 $(979,360)

Our principal sources of liquidity are our cash, cash equivalents, and short-term investments in marketable securities. Our cash equivalents and marketable securities are invested primarily in short-term fixed income securities, including government and investment-grade debt securities and money market funds. In addition,March 2020, we have accessalso received net proceeds of approximately $985.3 million from the issuance of the 2025 Notes, after deducting the debt issuance costs.
In March 2020, our Board of Directors authorized a program to funds underrepurchase up to $2.0 billion of our credit facility (as described below)common stock over time. Repurchases may be made from time to time through open market purchases or through privately negotiated transactions subject to market conditions, applicable legal requirements and have, in the past, accessed the capital markets.

other relevant factors. The repurchase program does not obligate us to acquire any particular amount of our common stock and may be suspended at any time at our discretion. As of September 30, 2017,2020, no shares have been repurchased under this program.

As of September 30, 2020, we had $4.26$7.68 billion of cash, cash equivalents and short-term investments in marketable securities, of which $217.5$209.5 million was held by our foreign subsidiaries. Under the current tax laws, if these funds are needed for our operations in the U.S., we would be required to accrue and pay U.S. taxes to repatriate certain of these funds. However, our intent isWe do not plan to indefinitely reinvest these funds outsideheld by our foreign subsidiaries and have accrued the incremental taxes due as part of repatriation. While the U.S.global disruptions caused by the COVID-19 pandemic are currently expected to be temporary, there is uncertainty around its extent and our current plans do not demonstrate a need to repatriate them to fund our U.S. operations. In addition, we have a revolving unsecured credit facility (described below) available to borrow up to $1.0 billion.duration. Our liquidity and working capital needs could be negatively impacted. We believe that our existing cash, cash equivalents and short-term investment balance,balances, and our credit facility, together with cash generated from operations will be sufficient to meet our working capital and capital expenditure requirements for at least the next 12 months.

months despite the uncertainty related to the COVID-19 pandemic.

Credit Facility

In October 2013, we entered into

We have a revolving credit agreement with certain lenders which provides for a $1.0 billion$500.0 million revolving unsecured credit facility maturing on October 22, 2018.August 7, 2023. We are obligated to pay interest on loans under the credit facility and other customary fees for a credit facility of this size and type, including an upfront fee and an unused commitment fee. Our obligations underThe interest rate for the credit facility are guaranteed by one of our wholly-owned subsidiaries.is determined based on calculations using certain market rates as set forth in the credit agreement. In addition, the credit facility contains restrictions on payments including cash paymentpayments of dividends. As of September 30, 2017,2020, no amounts had been drawn under the credit facility.

Operating Activities

Cash provided by operating activities consists of net lossincome (loss) adjusted for certain non-cash items including depreciation and amortization, stock-based compensation, amortization of discount on our Notes, deferred income taxes, impairment of investments in privately-held companies, non-cash restructuring charges, as well as the effect of changes in working capital and other activities. We expect that cash provided by operating activities will fluctuate in future periods as a result of a number of factors, including fluctuations in our revenue, increases in operating expenses and costs related to acquisitions. For additional discussion, see “Part II—Other Information, Item 1A. Risk Factors.”

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Cash provided by operating activities in the nine months ended September 30, 20172020 was $633.1$662.6 million, an increasea decrease in cash inflow of $66.6$363.6 million compared to the nine months ended September 30, 2016.2019. Cash provided by operating activities was driven by a net loss of $199.1 million,$1.36 billion, as adjusted for the exclusion of non-cash expenses and other adjustments totaling $754.2 million,$1.87 billion, of which $331.4 million$1.10 billion was due to a provision for income taxes related to stock-based compensation expense, $303.3the establishment of a valuation allowance against deferred tax assets, $366.5 million was related to depreciation and amortization expense, and $62.4 million was related to other-than-temporary impairment on a cost-method investment, and the effect of changes in working capital and other carrying balances that resulted in cash inflows of $78.0 million.

Cash provided by operating activities in the nine months ended September 30, 2016 was $566.5 million. Cash provided by operating activities was driven by a net loss of $289.8 million, as adjusted for the exclusion of non-cash expenses totaling $827.2 million, of which $477.1$346.7 million was related to stock-based compensation expense, and the effect of changes in working capital and other carrying balances that resulted in cash inflows of $29.1$145.4 million.

Cash provided by operating activities in the nine months ended September 30, 2019 was $1.03 billion. Cash provided by operating activities was driven by net income of $1.35 billion, as adjusted for the exclusion of non-cash expenses and other adjustments totaling $431.5 million, of which $1.14 billion was due to a benefit from income taxes related to the establishment of deferred tax assets from intra-entity transfers of intangible assets, $349.1 million was related to depreciation and amortization expense, and $276.7 million was related to stock-based compensation expense, and the effect of changes in working capital and other carrying balances that resulted in cash inflows of $110.8 million.

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Investing Activities

Our primary investing activities consist of purchases of property and equipment, particularly purchases of servers and networking equipment, leasehold improvements for our facilities, purchases and disposal of marketable securities, strategic investments in privately-held companies, acquisitions of businesses and other activities.

Cash provided by investing activities in the nine months ended September 30, 2017 was $22.0 million, compared to $410.4 million cash used in investing activities in the nine months ended September 30, 2016.2020 was $1.23 billion, an increase in cash outflow of $1.16 billion compared to the nine months ended September 30, 2019. The changeincrease was primarily due to a $257.6 million decrease$1.16 billion increase in the purchases of marketable securities, an $80.7a $585.0 million decrease in proceeds from maturities of marketable securities, a $188.8 million increase in purchases of property and equipment, a $14.0 million increase in cash used in business combinations, and $11.0 million of cash used in other investing activities in the nine months ended September 30, 2020 compared to $2.3 million of cash generated from other investing activities in the nine months ended September 30, 2019, offset by a $752.1 million increase in proceeds from sales of marketable securities, a $47.3 million decrease in purchases of investments in privately-held companies, and a net $80.1 million decrease in cash used in business combinations, a $52.8 million decrease in purchases of property and equipment, a $35.0$1.5 million increase in proceeds from salesales of long-lived assetsproperty and a $0.9 million decrease in expenditures on other investing activities, offset by $74.7 million decrease in proceeds from sales and maturities of marketable securities.

equipment. We anticipate makingexpect capital expenditures of no more than $110to remain over $250.0 million in the fourth quarter of 2017,2020 as a portionresult of which we may finance through capital leases, as we continue to expand our co-locatedongoing data centers.

center build-out.

Financing Activities

Our primary financing activities consist of issuancesissuance of securities, capitalincluding common stock issued under our employee stock purchase plan, repayment of convertible notes, payments of finance lease financingobligations, and stock option exercises by employees.

employees and other service providers.

Cash provided by financing activities in the nine months ended September 30, 2020 was $981.3 million, compared to $979.4 million cash used in financing activities in the nine months ended September 30, 20172019. The change was $65.8primarily due to $985.3 million an increaseof net proceeds from the issuance of the 2025 Notes net of issuance costs in cash outflow of $4.3 million compared to the nine months ended September 30, 2016. The increase2020, a $935.0 million repayment of convertible notes in cash outflow was due tothe nine months ended September 30, 2019, a $6.8$33.1 million increasedecrease in payments of capitalfinance lease obligations, and a $1.8$9.2 million decreaseincrease in proceeds from the issuance of shares of stock from the ESPP. These increases wereESPP, offset by a net $3.5$1.6 million decreaseincrease in tax payments related to net share settlements of equity awards and other activities and a net $0.8$0.3 million increasedecrease in proceeds from option exercises.

Contractual Obligations
Our principal commitments consist of obligations under the Notes (including principal and coupon interest), finance and operating leases for equipment, office space and co-located data center facilities, as well as non-cancellable contractual commitments. Refer to Note 14 – Commitments and Contingencies for more details.
Off Balance Sheet Arrangements

We do not have any off-balance sheet arrangements and did not have any such arrangements as of September 30, 2017.

Contractual Obligations

There were no material changes in our commitments under contractual obligations except for scheduled payments from the ongoing business, as disclosed in our Annual Report on Form 10-K for the fiscal year ended December 31, 2016.

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2020.

Critical Accounting Policies and Estimates

We prepare our consolidated financial statements and related notes in accordance with GAAP. In doing so, we make estimates and assumptions that affect our reported amounts of assets, liabilities, revenue and expenses, as well as related disclosure of contingent assets and liabilities. To the extent that there are material differences between these estimates and actual results, our financial condition or operating results would be affected. We base our estimates on past experience and other assumptions that we believe are reasonable under the circumstances, and we evaluate these estimates on an ongoing basis. We refer to accounting estimates of this type as critical accounting policies and estimates. Please refer to “Management’s Discussion and Analysis of Financial Condition and Results of Operations” contained in Part II, Item 7 of our Annual Report on Form 10-K for the fiscal year ended December 31, 20162019 for a more complete discussion of our critical accounting policies and estimates.

There have been no material changes to our critical accounting policies and estimates as compared to the critical accounting policies and estimates described in our Annual Report on Form 10-K for the fiscal year ended December 31, 2016.

2019.

Recent Accounting Pronouncements

For information with respect to recent accounting pronouncements and the impact of these pronouncements on our consolidated financial statements, see Note 1 – “Description of Business and Summary of Significant Accounting Policies” in the notes to the consolidated financial statements included in Part I of this Quarterly Report on Form 10-Q.

42


39


Item

Item 3. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK

We have operations both within the United States and internationally, and we are exposed to market risks in the ordinary course of our business. These risks include primarily interest rate and foreign exchange risks.

Interest Rate Fluctuation Risk

Our investment portfolio mainly consists of short-term fixed incomefixed-income securities, including government and investment-grade debt securities and money market funds. These securities are classified as available-for-sale and, consequently, are recorded in the consolidated balance sheets at fair value with unrealized gains or losses, net of tax reported as a separate component of accumulated other comprehensive loss. Our investment policy and strategy is focused on the preservation of capital and supporting our liquidity requirements. We do not enter into investments for trading or speculative purposes.

We continue to monitor the liquidity of our investments in light of the COVID-19 pandemic. Given the uncertainty surrounding the severity and duration of the COVID-19 pandemic, we could incur future unrealized losses on available-for-sale debt securities that are attributable to credit risk.

A rise in interest rates could have a material adverse impact on the fair value of our investment portfolio. Based on our investment portfolio balance as of September 30, 2017,2020, a hypothetical increase in interest rates of 100 basis points would result in a decrease of approximately $13.4$49.7 million in the fair value of our available-for-sale securities. We currently do not hedge these interest rate exposures.

In 2014,

As of September 30, 2020, we issued Notes with anhad $3.10 billion aggregate principal amount of $1.89 billion.Convertible Notes outstanding and $700.0 million aggregate principal amount of 2027 Notes outstanding. We carry the Notes at face value less amortized discount on the consolidated balance sheet. Since the Notes bear interest at fixed rates, we have no financial statement risk associated with changes in interest rates. However, the fair value of the Notes changes when the market price of our stock fluctuates or interest rates change.

Foreign Currency Exchange Risk

Transaction Exposure

We transact business in various foreign currencies and have international revenue, as well as costs denominated in foreign currencies, primarily the Euro, British Pound, Singapore Dollar and Japanese Yen. This exposes us to the risk of fluctuations in foreign currency exchange rates. Accordingly, changes in exchange rates, and in particular a continuing strengthening of the U.S. dollar, would negatively affect our revenue and other operating results as expressed in U.S. dollars.

We have experienced and will continue to experience fluctuations in our net lossincome (loss) as a result of transaction gains or losses related to revaluing and ultimately settling certain asset and liability balances that are denominated in currencies other than the functional currency of the entities in which they are recorded. Net realized and unrealized foreignForeign currency gains were immaterial for the three and nine months ended September 30, 20172020 and 2016.2019. We currently utilize foreign currency forward contracts with financial institutions to reduce the risk that our earnings may be adversely affected by the impact of exchange rate fluctuations on monetary assets or liabilities denominated in currencies other than the local currency of a subsidiary. These contracts are not designated as hedging instruments. We may in the future enter into other derivative financial instruments if it is determined that such hedging activities are appropriate to further reduce our foreign currency exchange risk. Based on our foreign currency exposures from monetary assets and liabilities net of our open hedge position, we estimated that a 10% change in exchange rates against the U.S. dollarsdollar would have resulted in a gain or loss of approximately $9.6$17.4 million as of September 30, 2017.

2020.

Translation Exposure

We are also exposed to foreign exchange rate fluctuations as we translate the financial statements of our foreign subsidiaries into U.S. dollars in consolidation. If there is a change in foreign currency exchange rates, the translating adjustments resulting from the conversion of our foreign subsidiaries’ financial statements into U.S. dollars would result in a gain or loss recorded as a component of accumulated other comprehensive loss which is part of stockholders’ equity.

40


43


Item

Item 4. CONTROLS AND PROCEDURES

Evaluation of Disclosure Controls and Procedures

Our management, with the participation of our Chief Executive Officer and our Chief Financial Officer, has evaluated the effectiveness of our disclosure controls and procedures as of the end of the period covered by this Quarterly Report on Form 10-Q. The term “disclosure controls and procedures,” as defined in Rules 13a-15(e) and 15d-15(e) under the Securities Exchange Act of 1934, as amended (the “Exchange Act”), means controls and other procedures of a company that are designed to ensure that information required to be disclosed by a company in the reports that it files or submits under the Exchange Act is recorded, processed, summarized and reported, within the time periods specified in the Securities and Exchange Commission’s rules and forms. Disclosure controls and procedures include, without limitation, controls and procedures designed to ensure that information required to be disclosed by a company in the reports that it files or submits under the Exchange Act is accumulated and communicated to the company’s management, including its principal executive and principal financial officers, or persons performing similar functions, as appropriate to allow timely decisions regarding required disclosure. Management recognizes that any controls and procedures, no matter how well designed and operated, can provide only reasonable assurance of achieving their objectives and management necessarily applies its judgment in evaluating the cost-benefit relationship of possible controls and procedures. The design of disclosure controls and procedures and internal control over financial reporting must reflect the fact that there are resource constraints and that management is required to apply judgment in evaluating the benefits of possible controls and procedures relative to their costs. Based on such evaluation, our Chief Executive Officer and Chief Financial Officer have concluded that, as of September 30, 2017,2020, our disclosure controls and procedures were designed at a reasonable assurance level and were effective to provide reasonable assurance.

Changes in Internal Control over Financial Reporting

There was no change in our internal control over financial reporting identified in connection with the evaluation required by Rule 13a-15(d) or 15d-15(d) of the Exchange Act that occurred during the period covered by this Quarterly Report on Form 10-Q that has materially affected, or is reasonably likely to materially affect, our internal control over financial reporting.

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44

PART


PART II – OTHER INFORMATION


Item 1. LEGAL PROCEEDINGS

We are currently involved in, and may in the future be involved in, legal proceedings, claims, investigations, and government inquiries and investigations arising in the ordinary course of business. These proceedings, in the form ofwhich include both individual and class action litigation and administrative proceedings, have included, but are not limited to matters involving content on the platform, intellectual property, defamation, privacy, data protection, consumer protection, securities, employment, and contractual rights. For example, we currently have pending shareholder class action lawsuits alleging violations of securities laws filed in the U.S. District Court for the Northern District of California and the Superior Court for San Mateo County in California, naming current and former officers as defendants. Legal risk ismay be enhanced in certain jurisdictions outside the United States where our protection from liability for content published on our platform by third parties may be unclear and where we may be less protected under local laws than we are in the United States. Future litigation may be necessary, among other things, to defend ourselves, and our users, by determining the scope, enforceability, and validity of third-party rightspeople on Twitter or to establish our rights.

For information regarding legal proceedings in which we are involved, see “Legal Proceedings” in Note 14 of the accompanying notes to our consolidated financial statements, which is incorporated herein by reference.

Although the results of the legal proceedings, claims, investigations, and government inquiries and investigations in which we are involved cannot be predicted with certainty, we do not believe that there is a reasonable possibility that the final outcome of these matters will have a material adverse effect on our business, financial condition, operating results, or prospects. However, the final results of any current or future proceeding cannot be predicted with certainty, and until there is final resolution on any such matter that we may be required to accrue for, we may be exposed to loss in excess of the amount accrued. 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.

Item 1A. RISK FACTORS

Investing in our common stock involves a high degree of risk. You should carefully consider the risks and uncertainties described below, together with all of the other information in this Quarterly Report on Form 10-Q, including the section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations” and our consolidated financial statements and related notes, before making a decision to invest in our common stock. The risks and uncertainties described below may not be the only ones we face. If any of the risks actually occurs, our business, financial condition, operating results, cash flows and prospects could be materially and adversely affected. In that event, the market price of our common stock could decline, and you could lose part or all of your investment.

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Risks Related to Our Business and Our Industry

The COVID-19 pandemic has disrupted and harmed, and is expected to continue to disrupt and harm, our business, financial condition and operating results. We are unable to predict the extent to which the pandemic and related impacts will continue to adversely impact our business, financial condition and operating results and the achievement of our strategic objectives.
Our business, operations and financial performance have been, and are expected to continue to be, negatively impacted by the COVID-19 pandemic and related public health responses, such as travel bans, restrictions, social distancing requirements and shelter-in-place orders. The pandemic and these related responses have caused, and are expected to continue to cause, decreased advertiser demand for our platform, global slowdown of economic activity (including the decrease in demand for a broad variety of goods and services) and significant volatility and disruption of financial markets.
The COVID-19 pandemic has subjected our operations, financial performance and financial condition to a number of risks, including, but not limited to, those discussed below:
Declines in advertiser demand due to changes or uncertainty in the business operations and revenue of our advertisers because of the COVID-19 pandemic, including as a result of travel restrictions and declines in travel impacting the travel and hospitality industries, shelter-in-place orders and social distancing requirements impacting small and medium sized businesses and the sports and entertainment industries, and general economic uncertainty causing a number of businesses to cut costs or otherwise reduce advertising spend or focus advertising spend more on other platforms. As a result of the COVID-19 pandemic, we experienced a reduction in advertiser demand in the month of March and the second quarter of 2020 compared to the same period in 2019. In the third quarter of 2020, revenue increased compared to the same period in 2019 as advertisers increased their investment on Twitter, engaging our larger audience around the return of events as well as increased and previously delayed product launches. However, we may experience reduced advertiser demand and decreased advertising revenue in future quarters due to the ongoing and potential future impacts of the COVID-19 pandemic.
Postponements, suspensions or cancellations of major events, such as sporting events and music festivals, may lead to people perceiving the content on Twitter as less relevant or useful or of lower quality, which could negatively affect mDAU growth, or may reduce monetization opportunities in connection with such events.
45


Delays in payments or defaults by our customers or partners or if customers or partners terminate their relationships with us or do not renew their agreements on economic or other terms that are favorable to us.
The responsive measures to the COVID-19 pandemic have caused us to modify our business practices by having employees work remotely, canceling all non-essential employee travel, and cancelling, postponing or holding virtual events and meetings. We may in the future be required to, or choose voluntarily to, take additional actions for the health and safety of our workforce, whether in response to government orders or based on our own determinations of what is in the best interests of our employees. While most of our operations can be performed remotely, there is no guarantee that we will be as effective while working remotely because our team is dispersed, many employees may have additional personal needs to attend to (such as looking after children as a result of school closures or family who become sick), and employees may become sick themselves and be unable to work. To the extent our current or future measures result in decreased productivity, harm our company culture or otherwise negatively affect our business, our financial condition and operating results could be adversely affected.
The severity, magnitude and duration of the COVID-19 pandemic, the public health responses and its economic consequences are uncertain, rapidly changing and difficult to predict. The pandemic’s impact on our operations and financial performance, as well as its impact on our ability to successfully execute our business strategies and initiatives, also remain uncertain and difficult to predict. Further, the ultimate impact of the COVID-19 pandemic on people on Twitter, advertisers, employees, and on our business, operations and financial performance, depends on many factors that are not within our control, including, but not limited, to: governmental, business and individuals’ actions that have been and continue to be taken in response to the pandemic (including restrictions on travel and transport, prohibitions on, or voluntary cancellation of, large gatherings of people and social distancing requirements, and modified workplace activities); the impact of the pandemic and actions taken in response local or regional economies, travel, and economic activity; the availability of government funding programs; general economic uncertainty in key markets and financial market volatility, including the liquidity of marketable securities in which we may invest from time to time; volatility in our stock price, global economic conditions and levels of economic growth; and the pace of recovery when the COVID-19 pandemic subsides. While the spread of COVID-19 may eventually be contained or mitigated, there is no guarantee that future outbreaks of this or other widespread pandemics will not occur, or that the global economy will fully recover, either of which could seriously harm our business.
If we fail to growincrease our user base, or if usermDAU, ad engagement or adother general engagement on our platform, decline, our revenue, business and operating results may be harmed.

The size of our user base

Our mDAU and our users’their level of engagement with advertising are critical to our success. We had 330 million average MAUs in the three months ended September 30, 2017, representing approximately a 4% increase from 317 million average MAUs in the three months ended September 30, 2016 (see “Management’s Discussionsuccess and Analysis of Financial Condition and Results of Operations – Note About Our MAU Adjustment” above). DAUs for the three months ended September 30, 2017 increased 14% year over year. Ourour long-term financial performance has been and will continue to be significantly determined by our success in growingincreasing the numbergrowth rate of users and increasing their overall level of engagement on our platformmDAU as well as the number of ad engagements. We anticipate that our userOur mDAU growth rate will continue to slowhas fluctuated over time, as the size of our user base increases. For example, in general, a higher proportion of Internet users in the United States uses Twitter than Internet users in other countries and in the future, we expect our user growth rate in certain international markets, such as Germany, India, Japan, Saudi Arabia, South Korea and Thailand, to continue to be higher than our user growth rate in the United States.it may slow or decline. To the extent our logged-in usermDAU growth rate slows or the absolute number of mDAU declines, our successrevenue growth will become increasingly dependent on our ability to increase levels of ad engagement on Twitter and monetizing our total audience on logged-out usage and syndicated properties as well as increasingincrease revenue growth from the sale to advertisers of our advertising products which we place on Twitter properties and third partythird-party publishers’ websites and applications, data licensing and other offerings. We generate a substantial majority of our revenue based upon engagement by our users with the ads that we display. If people do not perceive our products and services to be useful, reliable and trustworthy, we may not be able to attract users or increase the frequency of their engagement with our platform and the ads that we display. A number of consumer-oriented websites that achieved early popularityfactors have seen their user bases or levels of engagement decline, in some cases precipitously. There is no guarantee that we will not experience a similar erosion of our user base or engagement levels. A number of factorsaffected and could potentially negatively affect usermDAU growth and engagement, including if:

users,accounts, including influential users,accounts, such as those of world leaders, government officials, celebrities, athletes, journalists, sports teams, media outlets and brands or certain age demographics, do not contribute unique or engaging content, including as a result of the postponement, suspension or cancellation of major events in light of the COVID-19 pandemic, such as the postponement or suspension of major sports leagues or the 2020 Summer Olympics, or engage with other products, services or activities as an alternative to ours;

we are unable to convince potential or new userspeople of the value and usefulness of our products and services;

there is a decrease in the perceived quantity, quality, usefulness, trustworthiness or relevance of the content generated by our userspeople on Twitter or content partners;

our actions taken to better foster a healthy conversation or to improve relevancy negatively impact or are perceived to negatively impact people’s experiences on the platform;

there are concerns related to communication, privacy, data protection, safety, security, spam, manipulation or other hostile or inappropriate usage or other factors, or our health efforts result in the removal of certain accounts;

there are concerns related to the security breach in July 2020 whereby attackers gained control of certain highly-visible accounts;
our content partners terminate their relationships with us or do not renew their agreements on economic or other terms that are favorable to us;

there are user concerns related to privacy and communication, safety, security, spam or other hostile or inappropriate usage or other factors;

we fail to introduce new and improved products or services or if we introduce new or improved products or services that are not favorably received or that negatively affect user engagement;

technical or other problems prevent us from delivering our products or services in a rapid and reliable manner or otherwise affect the user experience, including issues with connecting to the Internet;

people’s experiences on Twitter;
46


userspeople have difficulty installing, updating, or otherwise accessing our products or services on mobile devices as a result of actions by us or third parties that we rely on to distribute our products and deliver our services;

we are unable to manage and prioritize information to ensure users are presented with content that is interesting, useful and relevant to them;

users believe that their experience is diminished as a result of the decisions we make with respect to the frequency, format, relevance and prominence of ads that we display;

there are adverse changes in our products or services that are mandated by, or that we elect to make to address, laws (such as the General Data Protection Regulation (GDPR)) or legislation, inquiries from legislative bodies, regulatory authorities or litigation including(including settlements or consent decrees;

decrees) adversely affect our products or services;

we fail to provide adequate customer service to users;service; or

we do not maintain our brand image or our reputation is damaged.

reputation.

43


We believe that returning to meaningful MAU growth is dependent on improving our product and feature offerings to demonstrate our value proposition to a larger audience.

If we are unable to increase our user base, user growth ratemDAU or user engagement, or if these metrics decline, our products and services could be less attractive to potential or new users,people on Twitter, as well as to advertisers, content partners and platform partners, which would have a material and adverse impact on our business, financial condition and operating results.

If our users or content partners do not continue to contribute content or such content is not viewed as unique or engaging by other users, we may experience a decline in the number of users accessing our products and services and user engagement, which could result in the loss of content partners, advertisers, platform partners and revenue.

Our success depends on our ability to provide users of our products and services with unique and engaging content, which in turn depends on the content contributed by our users. We believe that one of our competitive advantages is the quality, quantity and real-time nature of the content on Twitter, and that access to unique or real-time content is one of the main reasons users visit Twitter. We seek to foster a broad and engaged user community, and we encourage world leaders, government officials, celebrities, athletes, journalists, sports teams, media outlets and brands to use our products and services to express their views to broad audiences. We also encourage media outlets to use our products and services to distribute their content. In addition, we license our premium live streaming video content from a variety of content providers. If these content providers are no longer willing or able to license us content upon economic and other terms that are acceptable to us, our ability to stream such content will be adversely affected and/or our costs could increase. If users, including influential users, do not continue to contribute content or content providers do not license content to Twitter, and we are unable to provide users with unique, engaging and timely content, our user base and user engagement may decline. Additionally, if we are not able to address user concerns regarding the safety and security of our products and services or if we are unable to successfully prevent abusive or other hostile behavior on our platform, the size of our user base and user engagement may decline. We rely on the sale of advertising services for the substantial majority of our revenue and a decline in the number of users, user growth rate, or user engagement, including as a result of the loss of world leaders, government officials, celebrities, athletes, journalists, sports teams, media outlets and brands who generate content on Twitter, advertisers may deter new advertisers from using our products or services or cause current advertisers to reduce their spending with us or cease doing business with us, which would harm our business and operating results.

We generate the substantial majority of our revenue from advertising. The loss of advertising revenue could harm our business.

The substantial majority of our revenue is currently generated from third parties advertising on Twitter. We generated approximately 89% and 86% of our revenue from advertising in the fiscal year ended December 31, 2016 and the nine months ended September 30, 2017, respectively. We generate substantially all of our advertising revenue through the sale of our three Promoted Products: Promoted Tweets, Promoted Accounts and Promoted Trends. As is common in our industry, our advertisers do not have long-term advertising commitments with us. As a result of the COVID-19 pandemic, we experienced a reduction in advertiser demand in the month of March and the second quarter of 2020 compared to the same period in 2019. In the third quarter of 2020, revenue increased compared to the same period in 2019 as advertisers increased their investment on Twitter, engaging our larger audience around the return of events as well as increased and previously delayed product launches. However, we may experience reduced advertiser demand and decreased advertising revenue in future quarters due to the ongoing and potential future impacts of the COVID-19 pandemic.
In addition, many of our advertisers purchase our advertising services through one of several large advertising agencyagencies' holding companies. To sustain or increase our revenue, we must add new advertisers and encourage existing advertisers to maintain or increase the amount of advertising inventory purchased through our platform and adopt new features and functionalities that we add to our platform. However, advertising agencies and potential new advertisers may view our Promoted Products or any new products or services we offer as experimental and unproven, and we may need to devote additional time and resources to educate them about our products and services. Further, our advertisers’ ability to effectively target their advertising to our audience’s interests may be impacted by the degree to which people on Twitter agree in our settings to certain types of personalization or ad targeting, which could have an impact on our revenue. People that already have accounts may change their choices as a result of changes to our privacy control settings that we have implemented or may implement in the future, and people new to Twitter may choose varied levels of personalization, whether in connection with future changes we make to product privacy settings, regulations, regulatory actions, the customer experience, or otherwise. Changes to operating systems’ practices and policies, such as Apple’s iOS updates that may impose heightened restrictions related to Apple device identifiers, may also reduce the quantity and quality of the data and metrics that can be collected or used by us and our partners. These limitations may adversely affect Twitter's and our advertisers' ability to effectively target advertisements and measure their performance, which could reduce the demand and pricing for our advertising products and harm our business. Over time, personalization rates will impact our ability to grow our performance advertising business. Advertisers also may choose to reach users throughuse our free products and services instead of our Promoted Products. Advertisers will not continue to do business with us, or they will reduce the prices they are willing to pay to advertise with us, if we do not deliver ads in an effective manner, or if they do not believe that their investment in advertising with us will generate a competitive return on investment relative to alternatives, including online, mobile and traditional advertising platforms. In addition, competition for advertising is becoming increasingly more intense and our advertising revenue could be further impacted by escalating competition for digital ad spending as well as the re-evaluation of our revenue product feature portfolio, which could result in the de-emphasis of certain product features. Since our initial public offering, ourspending.
Our advertising revenue growth has beenis primarily driven by increases in themDAU, increases in ad pricing or number of our usersads shown and increases in our clickthrough rate. Although we experienced increased mDAU and ad load driven by strongengagement growth since the start of the COVID-19 pandemic, we experienced a decline in revenue in the month of March and the second quarter of 2020 compared to the same period in 2019 due to a reduction in advertiser demand on our platform. In the third quarter of 2020, revenue increased compared to the same period in 2019 as well as other factors.advertisers increased their investment on Twitter. To date, however, our available advertising inventory has been greater than demand. Our future revenue growth, however, may be limited by available advertising inventory for specific ad types on certain days if we do not increase the number of our users, their engagementmDAU or monetize our larger global audience. Our advertising revenue also could be adversely affected by a number of other factors, including:

decreases in user engagement with the adsincluding advertiser reaction to content published on our platform or our policies and thoseresponses thereto, bugs or other product issues that we serve off ofmay impact our platform;

decreases in the size of our user base or user growth rate;

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if we are unable to demonstrate the value of our Promoted Products to advertisers and advertising agencies or if we are unable to measure the value of our Promoted Products in a manner which advertisers and advertising agencies find useful;

if we are unable to demonstrate the value of, or attract video and video advertisements on, our platform;

decreases in the perceived quantity, quality, usefulness or relevance of the content generated by our users or content partners;

if our Promoted Products are not cost effective or not valued by certain types of advertisers or if we are unable to develop cost effective or valuable advertising services for different types of advertisers;

if we are unable to convince advertisers and brands to invest resources in learning to use our products and services and maintaining a brand presence on Twitter;

our advertisers’ ability to optimize their campaigns or effectively and reliably measure the results of their campaigns;

product or service changes we may make that change the frequency or relative prominence of ads displayed on Twitter or that detrimentally impact revenue in the near term with the goal of achieving long term benefits;

our inability to increase advertiser demand and spend from new and existing advertisers as well as advertising inventory;

our inability to increase the relevance of ads shown to users;

our inability to help advertisers effectively target ads including as a result of the fact that we do not collect extensive personal information fromor share data with our usersmeasurement and that we do not have real-time geographic information for all of our users particularly for ads served through our app mobile-focused advertising exchange;

decreases in the cost per ad engagement;

failure to effectively monetize our growing international user base, our logged-out audience or our syndicated audience;

loss of advertising market share to our competitors;

the degree to which users access Twitter content through applications that do not contain our ads;

any arrangements or other partnerships with third parties to share our revenue;

if our new advertising strategies do not gain traction;

the impact of new technologies that could block or obscure the display of our ads;

adverse legal developments relating to advertising or measurement tools related to our metrics or the effectiveness of advertising, including legislative and regulatory developments, and developments in litigation;

our inability to create new products, product features and services that sustain or increase the value of our advertising services to both our advertisers and our users;

changes to our products or development of new products or product features that decrease users’ ad engagements or limit the types of user interactions that we count as ad engagements;

the impact of fraudulent clicks or spam on our Promoted Products and our users;

changes in the way our advertising is priced; and

the impact of macroeconomic conditions and conditions in the advertising industry in general.

partners. The occurrence of any of these or other factors could result in a reduction in demand for our ads, which may reduce the prices we receive for our ads, either of which would negatively affectadversely impact our revenue, business, financial condition and operating results.

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We cannot be certain of the extent of the global slowdown of economic activity, including the decrease in demand for a broad variety of goods and services (including advertiser demand for our platform), or the pace of recovery when the COVID-19 pandemic subsides.
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If we are unable to compete effectively, for users and advertiser spend, our business and operating results could be harmed.

Competition

We face intense competition for users ofpeople to use our productsplatform, content and services is intense. Although we have developed a global platform that we believe is the bestdata partners and fastest place to see what’s happening and what people are talking about all around the world, we face strong competition in our business.advertising spend. We compete for our audience against manya variety of social networking platforms, messaging companies to attract and engage users, includingmedia companies, some of which have greater financial resources, and substantially larger user bases,audiences or more established relationships with advertisers, such as Facebook (including Instagram and WhatsApp), Alphabet (including Google and YouTube), Microsoft (including LinkedIn), Snap, TikTok, and Oath (formerly known as Yahoo), which offer a variety of InternetVerizon Media Group, or in certain regions WeChat, Kakao and mobile device-based products, services and content. For example, Facebook operates a social networking site with significantly more users than Twitter and has been introducing features similar to those of Twitter. In addition, Alphabet may use its strong position in oneLine. New or more markets to gain a competitive advantage over us in areas in which we operate, including by integrating competing features into products or services they control. As a result, ourexisting competitors may draw userspeople towards their products or services and away from ours. Thisours by introducing new product features, including features similar to those we offer, investing their greater resources in audience acquisition efforts, or otherwise developing products or services that audiences choose to engage with rather than Twitter, any of which could decrease themDAU growth or engagement of our user base, which, in turn, wouldand negatively affect our business.
We also compete against largely regional social mediawith respect to content generated by our content partners and messaging companiesthe availability of applications developed by platform partners. We may not establish and maintain relationships with content partners who publish on our platform or platform partners who develop applications that have strong positions in particular countries such as Kakaointegrate with our platform. Our content and Line.

platform partners may choose to publish content on, or develop applications for, other platforms, and if they cease to utilize our platform or decrease their use of our platform, then mDAU, engagement, and advertising revenue may decline.

We believe that our ability to compete effectively for usersaudiences and content partners depends upon many factors both within and beyond our control, including:

the popularity, usefulness, ease of use, performance and reliability of our products and services compared to those of our competitors;

competitors, as well as our reputation and brand, and our ability to adapt to continuously evolving preferences and expectations of people on Twitter, advertisers, content partners, platform partners and developers;

the amount, quality and timeliness of content generated byon our users and content partners;

platform, including the relative mix of ads;

the timing and market acceptance of our products and services;

the prominence of our applications in application marketplaces and of our content in search engine results, as well as those of our competitors;

our ability, in and of itself, and in comparison to the ability of our competitors, to develop new products and services and enhancements to existing products and services;

services, and to maintain the reliability and security of our products and services as usage increases globally;

the frequency and relative prominence of the ads displayed by us or our competitors;

our ability, to establish and maintain relationships with content partners;

our ability in comparison to develop a reliable, scalable, secure, high-performance technology infrastructurethe ability of our competitors, to manage our business and operations during the COVID-19 pandemic and related governmental, business and individual actions that can efficiently handle increased usage globally;

have been and continue to be taken in response to the pandemic (including restrictions on travel and modified workplace activities);
concerns related to the security breach in July 2020 whereby attackers gained control of certain highly-visible accounts;

changes mandated by, or that we elect to make to address legislation, regulatory authorities or litigation, including settlements, andantitrust matters, consent decrees and privacy regulations, some of which may have a disproportionate effect on us;

us compared to our competitors; and

the application of antitrust laws both in the United States and internationally;

the continued adoption and monetization of our products and services internationally;

internationally.

our ability to establish and maintain relationships with platform partners that integrate with our platform;

acquisitions or consolidation within our industry, which may result in more formidable competitors; and

our reputation and brand strength relative to our competitors.

We also face significant competition for advertiser spend. The substantial majority of our revenue is currently generated through third parties advertising on Twitter, and weWe compete against online and mobile businesses including those referenced above, and traditional media outlets, such as television, radio and print, for advertising budgets. In addition, many advertisers, particularly branded advertisers, use marketing mix analyses to determine how to allocate their advertising budgets on an annual or bi-annual basis. Accordingly, if we fail to demonstrate to such advertisers during the appropriate time period that we provide a better return on investment than our competitors do, we may lose the opportunity to secure, increase or sustain our share of the advertising budget allocated for a significant portion of the year until the next budget cycle.  

We also compete with advertising networks, exchanges, demand side platforms and other platforms, such as Google AdSense, DoubleClick Ad Exchange, Nexage and Brightroll Ad Exchanges, AOL’s Ad.comVerizon Media Group, and Microsoft Media Network, for marketing budgets and in the development of the tools and systems for managing and optimizing advertising campaigns. In order to grow our revenue and improve our operating results, we must increase our share of spending on advertising relative to our competitors, many of which are larger companies that offer more traditional and widely accepted advertising products. In addition, some of our larger competitors have substantially broader product or service offerings and leverage their relationships based on other products or services to gain additional share of advertising budgets.

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We believe that our ability to compete effectively for advertiser spend depends upon many factors both within and beyond our control, including:

the size and composition of our user baseaudience relative to those of our competitors;

our ad targeting and measurement capabilities, and those of our competitors;

the timing and market acceptance of our advertising services, and those of our competitors;

competitors, including our ability to demonstrate to advertisers the value of our advertising services, particularly during the periods in which they are determining their budgets, which may be annually or biannually;

our marketing and selling efforts, and those of our competitors;

our ability, and our ability in comparison to the ability of our competitors, to manage our business and operations during the COVID-19 pandemic;

the pricing of our Promoted Products relative to the advertising products and services, of our competitors;

including the actual or perceived return our advertisers receive from our advertising services, and those of our competitors; and

our reputation and the strength of our brand relative to our competitors.

competitors, including advertisers' perception of the health and safety of our platform and concerns related to the security breach in July 2020 whereby attackers gained control of certain highly-visible accounts.

In

Additionally, in recent years, there have been significant acquisitions and consolidation by and among our actual and potential competitors. We anticipate this trend of consolidation will continue, which will present heightened competitive challenges for our business. Acquisitions by our competitors may result in reduced functionality of our products and services. For example, following Facebook’s acquisition of Instagram, Facebook disabled Instagram’s photo integration with Twitter such that Instagram photos were no longer viewable within Tweets and userspeople are instead re-directed to Instagram to view Instagram photos through a link within a Tweet. As a result, our userspeople who use Twitter may be less likely to click on links to Instagram photos in Tweets, and people who use Instagram users may be less likely to Tweet or remain active users ofon Twitter. Any similar elimination of integration with Twitter in the future, whether by Facebook or others, may adversely impact our business and operating results.

Consolidation may also enable our larger competitors to offer bundled or integrated products that feature alternatives to our platform. Reduced functionality of our productsplatform and services, or our competitors’ ability to offer bundled or integrated products that compete directly with us, may cause our user growth, user engagement and ad engagement to decline and advertisers to reduce their spend with us.

provide alternative opportunities for advertisers.

If we are not able to compete effectively for usersaudience, content and platform partners, and advertiser spend, our mDAU and engagement would decline and our business and operating results would be materially and adversely affected.

impacted.

Our operating results may fluctuate from quarter to quarter, which makes them difficult to predict.

Our quarterly operating results have fluctuated inprioritization on the past and will fluctuate in the future. As a result, our past quarterly operating results are not necessarily indicators of future performance. Our operating results in any given quarter can be influenced by numerous factors, many of which we are unable to predict or are outsidelong-term health of our control, including:

service, and on product innovation may adversely impact our short-term operating results.

We believe that our long-term success depends on our ability to growimprove the health of the public conversation on Twitter. We have made this one of our user basetop priorities and user engagement;

have focused our abilityefforts on improving the quality of that conversation, including by devoting substantial internal resources to attractour strategy. These efforts include the reduction of abuse, harassment, spam, manipulation and retain advertisers, content partners andmalicious automation on the platform, partners;

as well as a focus on improving information quality, including information around the occurrence of planned significant events, such as the World Cup, Super Bowl, Champions League Final, World Series, Olympics2020 U.S. elections, and the Oscars, or unplanned significant events, suchhealth of conversation on Twitter. Some of the health initiatives that we have implemented as natural disasters and political revolutions;

the pricingpart of our products and services;

the development and introduction of new products or services, changes in features of existing products or services or de-emphasis or termination of existing products, product features or services;

the impact of competitors or competitive products and services;

our abilityongoing commitment to maintain or increase revenue;

our ability to maintain or improve gross margins and operating margins;

increases in research and development, marketing and sales and other operating expenses that we may incur to grow and expand our operations and to remain competitive;

stock-based compensation expense;

costs related to the acquisition of businesses, talent, technologies or intellectual property, including potentially significant amortization costs;

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system failures resulting in the inaccessibility of our products and services;

breaches of security or privacy, and the costs associated with remediating any such breaches;

adverse litigation judgments, settlements or other litigation-related costs, and the fees associated with investigating and defending claims;

changes in the legislative or regulatory environment, including with respect to security, privacy or enforcement by government regulators, including fines, orders or consent decrees;

fluctuations in currency exchange rates and changes in the proportion of our revenue and expenses denominated in foreign currencies;

changes in U.S. generally accepted accounting principles; and

changes in global business or macroeconomic conditions.

Given our limited operating history and the rapidly evolving markets in which we compete, our historical operating results may not be useful to you in predicting our future operating results. As our revenue growth rate slows, we expect that the seasonality in our business may become more pronounceda healthy public conversation have negatively impacted, and may in the future causenegatively impact, our publicly reported metrics in a few ways.

First, our health efforts include the removal of accounts pursuant to our terms and services that are abusive, spammy, fake or malicious, and these accounts may have been included in our mDAU, as well as actions taken to detect and challenge potentially automated, spammy, or malicious accounts during the sign-up process. For example, in the third and fourth quarters of 2018, year-over-year average mDAU growth was impacted by ongoing health efforts, both due to how we resourced and prioritized our work and the impact from ongoing success removing spammy and suspicious accounts.
Second, we are also making active decisions to prioritize health related initiatives over other near-term product improvements that may drive more usage of Twitter as a daily utility. These decisions may not be consistent with the short-term expectations of our advertising customers or investors and may not produce the long-term benefits that we expect, in which case our mDAU growth and engagement, our relationships with advertisers and our business and operating results could be harmed.
We also encourage employees to quickly develop and help us launch new and innovative features. We focus on improving the experience for people using our products and services, which includes protecting the privacy of people on Twitter, and on developing new and improved products and services for the advertisers on our platform. We prioritize innovation and the experience for people on Twitter and advertisers on our platform over short-term operating results. We frequently make product, product feature and service decisions that may reduce our short-term operating results if we believe that the decisions are consistent with our goals to improve the experience for people on Twitter and performance for advertisers, which we believe will improve our operating results over the long term. Our decisions to fluctuate. For example, advertising spending is traditionally seasonally stronginvest in the fourth quarterlong-term health of each yearour service and on product innovation rather than short-term results may not produce the long-term benefits that we believe that this seasonality affects our quarterly results, which generally reflect higher sequential advertising revenue growth from the third to fourth quarter compared to sequential advertising revenue growth from the fourth quarter to the subsequent first quarter. In addition, global economic concerns continue to create uncertainty and unpredictability and add risk to our future outlook. An economic downturn in any particular regionexpect, in which we docase our mDAU growth and engagement, our relationships with advertisers and our business or globallyand operating results would be adversely impacted, and may not be consistent with the expectations of investors, which could result in reductions in advertising revenue, ashave a negative effect on the trading price of our advertisers reduce their advertising budgets, and other adverse effects that could harm our operating results.

common stock.

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We depend on highly skilled personnel to grow and operate our business, and have seen high levels of attrition.business. If we are unable to hire, retain and motivate our personnel, we may not be able to grow effectively.

Our future success and strategy will depend upon our continued ability to identify, hire, develop, motivate and retain highly skilled personnel, including senior management, engineers, designers and product managers. We depend on contributions from our employees, and, in particular, our senior management team, to execute efficiently and effectively. We do not have employment agreements other than offer letters with any member of our senior management or other key employee,employees, and we do not maintain key person life insurance for any employee. We also face significant competition for employees, particularly in the San Francisco Bay Area (where our headquarters is located), and other key markets, for engineers, designers and product managers from other Internet and high-growth companies, which include both publicly-traded and privately-held companies. As a result, we may not be able to retain our existing employees or hire new employees quickly enough to meet our needs. At the same
From time to time, we arehave also experiencingexperienced high voluntary attrition, and in those times, the resulting influx of new leaders and other employees requires that wehas required us to expend the time, attention and resources necessary to recruit and retain talent, restructure parts of our organizations,organization, and train and integrate new employees. In addition, to attract highly and retain skilled personnel, we have had to offer, and believe we will need to continue to offer, highly competitive compensation packages. Identifying, recruiting, training and integrating qualified individuals will require significant time, expense and attention. We may need to invest significant amounts of cash and equity to attract and retain new employees and we may nevernot realize returnssufficient return on these investments. In addition, changes to U.S. immigration and work authorization laws and regulations can be significantly affected by political forces and levels of economic activity. Our business may be materially and adversely affected if legislative or administrative changes to immigration or visa laws and regulations impair our hiring processes or projects involving personnel who are not citizens of the country where the work is to be performed. If we are not able to effectively attract and retain employees, we may not be able to innovate or execute quickly on our strategy and our ability to achieve our strategic objectives will be adversely impacted, and our business will be harmed.


We also believe that our culture and core values have been, and will continue to be, a key contributor to our success and our ability to foster the innovation, creativity and teamwork we believe we need to support our operations. AsWe recently announced that employees will be able to work from home permanently if they so desire and we expect that we will continue to evolve, however,hire employees that are not located where we are subject to the risks of over-hiring and over-compensating our employees, and to the challenges of integrating, developing and motivating an employee base that is located in various countries around the world.have offices or will work from home. If we fail to effectively manage our hiring needs and successfully integrate our new hires, our efficiency and ability to meet our forecasts and our culture, employee morale, productivity and retention could suffer, and our business and operating results couldwould be adversely affected.

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If we fail to monetize effectively in international markets, our revenue and our business will be harmed.

We may not be able to monetize our products and services internationally as effectively as in the United States as a result of competition, advertiser demand, differences in the digital advertising market and digital advertising conventions, as well as differences in the way that users in different countries access or utilize our products and services. For example, a significant portion of users in emerging markets like India and Pakistan use feature phones and communicate via SMS messaging, both of which have limited functionality and neither of which may be able to take full advantage of our products and services offered on smartphone or our website or desktop applications. Users who access Twitter through SMS messaging may monetize at lower rates than other users. Differences in the competitive landscape in international markets may impact our ability to monetize our products and services. For example, in South Korea we face intense competition from a messaging service offered by Kakao, which offers some of the same communication features as Twitter. The existence of a well-established competitor in an international market may adversely affect our ability to increase our user base, attract content partners, advertisers and platform partners and monetize our products in such market. We may also experience differences in advertiser demand in international markets. For example, during times of political upheaval, advertisers may choose not to advertise on Twitter. Certain international markets are also not as familiar with digital advertising in general, or in new forms of digital advertising such as our Promoted Products. Further, we face challenges in providing certain advertising products, features or analytics in certain international markets, such as the European Union, due to government regulation. impacted.

Our products, and services may also be used differently abroad than in the United States. In particular, in certain international markets where Internet access is not as rapid or reliable as in the United States, users tend not to take advantage of certain features of our products and services, such as rich media included in Tweets, video or live streaming video. The limitation of mobile devices of users in emerging and other markets limits our ability to deliver certain features to those users and may limit the ability of advertisers to deliver compelling advertisements to users in these markets which may result in reduced ad engagements which would adversely affect our business and operating results.

If our revenue from our international operations, and particularly from our operations in the countries and regions where we have focused our spending, does not exceed the expense of establishing and maintaining these operations, our business and operating results will suffer. In addition, our user base may expand more rapidly in international regions where we are less successful in monetizing our products and services. As our user base continues to expand internationally, we will need to increase revenue from the activity generated by our international users in order to grow our business. For example, users outside the United States constituted 79% of our average MAUs in the three months ended September 30, 2017, but our international revenue, as determined based on the billing location of our advertisers, was only 44% of our consolidated revenue in the three months ended September 30, 2017. Our inability to successfully expand our business internationally could adversely affect our business, financial condition and operating results.

UsermDAU growth, and engagement depend upon the availability of a variety of third-party services and systems and the effective interoperation with operating systems, networks, devices, web browsers and standards that we do not control.

standards. We make our products and services available across a variety of operating systems and through websites. We are dependent on the interoperability of our products and services with popular devices, desktop and mobile operating systems and web browsers that we do not control such as Mac OS, Windows, Android, iOS, Chromeall of these systems and Firefox. Any changes, bugs or technical issues in such systems, devices or web browserscannot guarantee their availability, and we cannot guarantee that degrade the functionality of our products and services, make it difficult for our users to access our content, limit our ability to target or measure the effectiveness of ads, impose fees related tothird parties will not take action that harm our products or services or give preferential treatmentprofitability.

One of the reasons people come to competitive products or services could adversely affect usage ofTwitter every day is for real-time information, and our products and services. Further, if the number of platforms for which we develop our product expands, it will result in an increase in our operating expenses. In order to deliver high quality products and services, it is important that our products and services work well with a range of operating systems, networks, devices, web browsers and standards that we do not control. In addition, because a majority of our users access our products and services through mobile devices, we are particularly dependent on the interoperability of our products and services with mobile devices and operating systems. For example, there is a change to the Safari interface that may affect some third-party apps, including Twitter. Any impact of the change to Twitter, however, would be to our third-party auto-polling MAU, which are not served ads and as a result, no revenue is generated from such MAUs.  We may not be successful in developing relationships with key participants in the mobile industry or in developing products or services that operate effectively with these operating systems, networks, devices, web browsers and standards. In the event that it is difficult for our users to access and use our products and services, particularly on their mobile devices, our user growth and engagement could be harmed, and our business and operating results could be adversely affected.

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Our ability to convince potential and new users of the value of our products and services is critical to increasing our user base and to the success of our business.

We have developed a global platform thatbusiness is dependent upon the ability of people to access the Internet and the proper functioning of the various operating systems, platforms, and services upon which we believe is the bestrely. These systems are provided and fastest place to see what’s happening and what people are talking about all around the world, but the market forcontrolled by factors outside of our control, including nation-state actors who may suppress or censor our products, and services is relatively new and may not develop as expected, if at all. Despite our efforts to reduce barriers to consumption, people who are not our users may not understand the value of our products and services and new users may initially find our product confusing, which may make retention of such users more difficult. There may be a perception that our products and services are only useful to users who Tweet, or to influential users with large audiences. Convincing potential and new users of the value of our products and services is critical to increasing our user base and to the success of our business.

If we fail to educate potential users and potential advertisers about the value of our products and services, if the market for our platform does not develop as we expect or if we fail to address the needs of this market, our business will be harmed. We may not be able to successfully address these risks and challenges or others. Failure to adequately address these risks and challenges could harm our business and cause our operating results to suffer.

We have incurred significant operating losses in the past, and we may not be able to achieve or subsequently maintain profitability.

Since our inception, we have incurred significant operating losses, and, as of September 30, 2017, we had an accumulated deficit of $2.76 billion. Although our revenue has grown rapidly, increasing from $664.9 million in 2013 to $2.53 billion in 2016, our revenue growth rate has slowed as a result of a variety of factors. We believe that our future revenue growth will depend on, among other factors, our ability to attract new users, increase user engagement and ad engagement, increase our brand awareness, compete effectively, maximize our sales efforts, demonstrate a positive return on investment for advertisers, and successfully develop new products and services. Accordingly, you should not rely on the revenue growth of any prior quarterly or annual period as an indication of our future performance. Our costs may increase in future periods as we continue to expend substantial financial resources on:

our technology infrastructure;

research and development for our products and services;

sales and marketing;

attracting and retaining talented employees;

strategic opportunities, including commercial relationships and acquisitions; and

general administration, including personnel costs and legal and accounting expenses related to being a public company.

These investments may not result in increased revenue or growth in our business. Additionally, certain new revenue products or product features may carry higher costs relative to our other products, which may decrease our margins.  If we are unable to generate adequate revenue growth and to manage our expenses, we may continue to incur significant losses in the future and may not be able to achieve or maintain profitability.


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Our business depends on continued and unimpeded access to our products and services on the Internet by our users, content partners, advertisers, and platform partners. If we or our users experience disruptions in Internet service or if Internet service providers are able to block, degrade or charge for access to our products and services, we could incur additional expenses and the loss of users and advertisers.

We depend on the ability of our users, content partners, advertisers and platform partners to access the Internet. Currently, this access is provided by companies that have significant market power in the broadband and Internet access marketplace, including incumbent telephone companies, cable companies, mobile communications companies, government-owned service providers, device manufacturers and operating system providers, anyproviders. Any of whomthese actors could take actions that degrade, disrupt or increase the cost of user access to our products or services, which would, in turn, negatively impact our business. The adoption or repeal of any laws or regulations that adversely affect the growth, popularity or use of the Internet, including laws or practices limiting Internet neutrality, could decrease the demand for, or the usage of, our products and services, increase our cost of doing business and adversely affect our operating results. For example, access to Twitter is blocked in China and has been intermittently blocked in Turkey in the last three years. past.

We also rely on other companies to maintain reliable network systems that provide adequate speed, data capacity and security to ussecurity. We utilize third-party cloud computing services in connection with certain aspects of our business and operations, and any disruption of, or interference with, our users.use of such cloud services could adversely impact our business and operations. As the Internet continues to experience growth in the number of users,consumers, frequency of use and amount of data transmitted, the Internet infrastructure that we and our users rely on may be unable to support the demands placed upon it. The failure of the Internet infrastructure that we or our users rely on, even for a short period of time, could undermine our operations and harm our operating results.

Our new products, product features,

Furthermore, these systems, devices or software or services and initiatives andmay experience changes, to existing products, services and initiatives could fail to attract users, content partners, advertisers and platform partnersbugs or generate revenue.

Our industry is subject to rapid and frequent changes in technology, evolving customer needs andtechnical issues, that may affect the frequent introduction by our competitorsavailability of new and enhanced offerings. We must constantly assess the playing field and determine whether we need to improve or re-allocate resources amongst our existing products and services or create new ones (independently or in conjunction with third parties). Our ability to increase the size and engagementaccessibility of our user base, attract content partners, advertisers and platform partners and generate revenue will depend on those decisions. We may introduce significant changes to our existing products and services or develop and introduce new and unproven products and services, including technologies with which we have little or no prior development or operating experience. For example, in 2015, we introduced Periscope, a mobile application that lets users share and experience live video from their mobile phones and in 2013, we introduced Vine, a mobile application that enables users to create and distribute videos that are up to six seconds in length, which we discontinued in January 2017 but transitioned certain product features to the Vine Camera app. Also, we introduced new features to Twitter such as “Moments”, a curated collection of Tweets, photos, videos, and Periscope broadcasts about current news stories or events; “In Case You Missed It,” which surfaces Tweets a logged-in user may have missed since last accessing Twitter; and Instant Timeline, which helps create a timeline for new users as well as new features to our Promoted Tweets like promoted video ads. If new or enhanced products, product features or services fail to engage users, content partners and advertisers, we may fail to attract or retain users or to generate sufficient revenue or operating profit to justify our investments, and our business and operating results could be adversely affected. In addition, we have launched and expect to continue to launch strategic initiatives that do not directly generate revenue but which we believe will enhance our attractiveness to users, content partners and advertisers. In the future, we may invest in new products, product features, services and initiatives to generate revenue, but there is no guarantee these approaches will be successful. We may not be successful in future efforts to generate revenue from our new products or services. If our strategic initiatives do not enhance our ability to monetize our existing products and services, enable us to develop new approaches to monetization or meet the expectations of our users or third-party business partners, we may not be able to maintain or grow our revenue or recover any associated development costs and our operating results could be adversely affected.

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If we fail to effectively manage changes to our business and operations, our business and operating results could be harmed.

Providing our products and services to our users is costly and we expect certain of our expenses to continue to increase in the future as we broaden our user base and increase user engagement, as users increase the amount of content they contribute, and as we develop and implement new features, products and services that require more infrastructure, in particular our video product features. In addition, our operating expenses, such as our research and development expenses and sales and marketing expenses, have grown rapidly as we have expanded our business. Historically, our costs have increased each year due to these factors and we expect to continue to incur increasing costs to support our operations. We expect to continue to invest in our infrastructure so that we can provide our products and services rapidly and reliably to users around the world, including in countries where we do not expect significant near-term monetization.

We intend to fully invest in our highest priorities, while eliminating investment in noncore areas.  Finding and maintaining the appropriate balance will require significant expenditures and allocation of valuable management resources. If we fail to achieve the necessary level of efficiency in our organization, our business, operating results and financial condition would be harmed.

We focus on product innovation and user engagement rather than short-term operating results.

We encourage employees to quickly develop and help us launch new and innovative features. We focus on improving the user experience for our products and services, which includes protecting user privacy, and on developing new and improved products and services for the advertisers on our platform. We prioritize innovation and the experience for users and advertisers on our platform over short-term operating results. We frequently make product, product feature and service decisions that may reduce our short-term operating results if we believe that the decisions are consistent with our goals to improve the user experience and performance for advertisers, which we believe will improve our operating results over the long term. For example, we are investing in our new live-streaming video experiences, and we may not successfully monetize such experiences. These decisions may not be consistent with the short-term expectations of investors and may not produce the long-term benefits that we expect, in which case our user growth and user engagement, our relationships with advertisers and our business and operating results could be harmed. In addition, our focus on the user experience may negatively impact our relationships with our existing or prospective advertisers. This could result in a loss of advertisers, which could harm our revenue and operating results.

Our business and operating results may be harmed by a disruption in our service, or by our failure to timely and effectively scale and adapt our existing technology and infrastructure.

One of the reasons people come to Twitter is for real-time information.products. We have experienced, and may in the future experience, service disruptions, outages and other performance problems due to a variety of factors, including infrastructure changes, human or software errors, hardware failure, capacity constraints due to an overwhelming number of people accessing our products and services simultaneously, computer viruses and denial of service or fraud or security attacks. For instance, in January 2016,In the past, we have experienced a brief service outageoutages during which Twitter.com and Twitter mobile clients were inaccessible as a result, in part, of a software misconfiguration in one of our infrastructure components.misconfigurations. Additionally, although we are investing significantly to improve the capacity, capability and reliability of our infrastructure, we are not currently serving traffic equally through our co-located data centers that support our platform. Accordingly, in the event of a significant issue at the data center supporting most of our network traffic, some of our products and services may become inaccessible to the public or the public may experience difficulties accessing our products and services. Any disruption or failure in our infrastructure could hinder our ability to handle existing or increased traffic on our platform, which could significantly harm our business.

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As


The availability of these services are also dependent upon our relationships with third parties, which may change, including if they change their terms of service or policies that diminish the functionality of our products and services, make it difficult for people to access our content, limit our ability to target or measure the effectiveness of ads, impose fees related to our products or services or give preferential treatment to competitive products or services could adversely affect usage of our products and services. Additionally, some of our mobile carriers have experienced infrastructure issues due to natural disasters, which have caused deliverability errors or poor quality communications with our products. Because a majority of people on Twitter access our products and services through mobile devices, we are particularly dependent on the interoperability of our products and services with mobile devices and operating systems in order to deliver our products and services. We also may not be successful in developing relationships with key participants in the mobile industry or in developing products or services that operate effectively with these operating systems, networks, devices, web browsers and standards. Further, if the number of platforms for which we develop our users increasesproduct expands, it will result in an increase in our operating expenses. In order to deliver high quality products and services, it is important that our products and services work well with a range of operating systems, networks, devices, web browsers and standards that we do not control. Any such errors, regardless of whether caused by our infrastructure or that of the service provider, may result in the loss of our existing accounts or may make it difficult to attract new people to Twitter. In the event that it is difficult for people to access and use our products and services, particularly on their mobile devices, our mDAU growth and engagement could be harmed, and our usersbusiness and operating results could be adversely impacted.
Our new products, product features, services and initiatives and changes to existing products, services and initiatives could fail to attract new people to Twitter, content partners, advertisers and platform partners or generate revenue.
Our industry is subject to rapid and frequent changes in technology, evolving customer needs and the frequent introduction by our competitors of new and enhanced offerings. We must constantly assess the playing field and determine whether we need to improve or re-allocate resources amongst our existing products and services or create new ones (independently or in conjunction with third parties). Our ability to increase mDAU and engagement, attract content partners, advertisers and platform partners and generate revenue will depend on those decisions. We may introduce significant changes to our existing products and services or develop and introduce new and unproven products and services, including technologies with which we have little or no prior development or operating experience. For example, we are in the early stages of exploring additional potential revenue product opportunities that could, if successful, complement our advertising business in the future, although we do not expect any revenue attributable to these opportunities in the near-term and these opportunities may not prove successful at all. We are also continuing our work to increase the stability, performance and scale of our ads platform and our MAP product, and such work will take place over multiple quarters, and any positive revenue impact will be gradual in its impact. If new or enhanced products, product features or services fail to engage people on Twitter, content partners and advertisers, we may fail to attract or retain mDAU or to generate sufficient revenue or operating profit to justify our investments, and our business, financial condition and operating results would be adversely impacted.
Our business and operating results may be harmed by our failure to timely and effectively scale and adapt our existing technology and infrastructure.
As accounts generate more content, including photos and videos hosted by Twitter, we may be required to expand and adapt our technology and infrastructure to continue to reliably store, serve and analyze this content. It may become increasingly difficult to maintain and improve the performance of our products and services, especially during peak usage times, as our products and services become more complex and our useraccount traffic increases. In addition, because we lease our data center facilities, we cannot be assured that we will be able to expand our data center infrastructure to meet user demand in a timely manner, or on favorable economic terms. If our userspeople are unable to access Twitter or we are not able to make information available rapidly on Twitter, userspeople may seek other channels to obtain the information, and may not return to Twitter or use Twitter as often in the future, or at all. This would negatively impact our ability to attract users,new people to Twitter, content partners and advertisers and increase engagementthe frequency of our users.people returning to Twitter. We expect to continue to make significant investments to maintain and improve the capacity, capability and reliability of our infrastructure. To the extent that we do not effectively address capacity constraints, upgrade our systems as needed and continually develop our technology and infrastructure to accommodate actual and anticipated changes in technology, our business and operating results may be harmed.

We continue to scale the capacity of, and enhance the capability and reliability of, our infrastructure to support mDAU growth and increased activity on our platform. We expect that investments and expenses associated with our infrastructure will continue to grow, including the expansion and improvement of our data center operations and related operating costs, additional servers and networking equipment to increase the capacity of our infrastructure, increased utilization of third-party cloud computing and associated costs thereof, increased bandwidth costs, and costs to secure our customers’ data. The improvement of our infrastructure requires a significant investment of our management’s time and our financial resources. If we fail to efficiently scale and manage our infrastructure, our business, financial condition and operating results would be adversely impacted.

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If we are unable to maintain and promote our brand, our business and operating results may be harmed.

We believe that maintaining and promoting our brand is critical to expanding our base of users,increasing mDAU, content partners and advertisers.advertiser spend. Maintaining and promoting our brand will depend largely on our ability to continue to provide timely, useful, reliable and innovative products and services with a focus on a positive user experience on Twitter, which we may not do successfully. We may introduce new features, products, services or terms of service that users,people on Twitter, content partners, advertisers or platform partners do not like, which may negatively affect our brand. Additionally, the actions of content partners may affect our brand if userspeople do not have a positive experience using third-party applications or websites integrated with Twitter or that make use of Twitter content. We will also continue to experience media, legislative or regulatory scrutiny of our decisions regarding user privacy, data protection, security, content and other issues, which may adversely affect our reputation and brand. For example, we previously announced our discovery of content (including some advertisements) displayed on our products that may be relevant to government investigations relating to Russian interference in the 2016 U.S. presidential election, which continues to draw media and regulatory scrutiny of our actions with respect to such content. Our brand may also be negatively affected by the actions of userspeople that are hostile or inappropriate to other people, by usersaccounts impersonating other people, by usersaccounts identified as spam, by use or perceived use, directly or indirectly, of our products or services by people (including governments and government-sponsored actors) to disseminate information that may be viewed as misleading (or intended to manipulate the opinions of our users)people's opinions), by usersaccounts introducing excessive amounts of spam on our platform, or by third parties obtaining control over users’ accounts.people's accounts, such as the security breach in July 2020 whereby attackers gained control of certain highly-visible accounts, or by other security or cybersecurity incidents. For example, certain actions taken by a social media marketing company in the past attackers obtained the credentials to Twitter accounts through a “phishing” attack.sell followers and engagement, which were in violation of our policies, drew media and regulatory scrutiny on us. Maintaining and enhancing our brand may require us to make substantial investments and these investments may not achieve the desired goals. If
Additionally, we fail to successfully promote and maintain our brand or if we incur excessive expenses in this effort, our business and operating results could be adversely affected.

Negative publicity could adversely affect our business and operating results.

Weexecutive leadership receive a high degree of media coverage around the world. Negative publicity about our company or executives, including about the quality and reliability of our products or of content shared on our platform, changes to our products, policies and services, our privacy, data protection, policy enforcement and security practices (including actions taken or not taken with respect to certain users or accounts or reports regarding government surveillance), litigation, regulatory activity, the actions of our userscertain accounts (including actions taken by prominent usersaccounts on our platform or the dissemination of information that may be viewed as misleading or as intended to manipulate the opinions of our users) or user experience with our products and services,manipulative), even if inaccurate, could adversely affect our reputationreputation. Such negative publicity and thereputational harm could adversely affect mDAU and their confidence in and loyalty to our platform and result in decreased revenue or increased costs to reestablish our brand, which would adversely impact our business, financial condition and operating results.

Spam and fake accounts could diminish the experience on our platform, which could damage our reputation and deter people from using our products and services.
“Spam” on Twitter refers to a range of abusive activities that are prohibited by our terms of service and is generally defined as unsolicited, repeated actions that negatively impact other people with the general goal of drawing attention to a given account, site, product or idea. This includes posting large numbers of unsolicited mentions of an account, duplicate Tweets, malicious automation, misleading links (e.g., to malware or “click-jacking” pages) or other false or misleading content, and aggressively following and un-following accounts, adding accounts to lists, sending invitations, Retweeting and liking Tweets to inappropriately attract attention. Our terms of service also prohibit the creation of serial or bulk accounts, both manually or using automation, for disruptive or abusive purposes, such as to Tweet spam or to artificially inflate the popularity of accounts seeking to promote themselves on Twitter. Although we continue to invest resources to reduce spam and fake accounts on Twitter, which includes our investments to improve the health of the public conversation on Twitter, we expect spammers will continue to seek ways to act inappropriately on our platform. In addition, we expect that increases in the number of accounts on our platform will result in increased efforts by spammers to misuse our platform. We continuously combat spam and fake accounts, including by suspending or terminating accounts we believe to be spammers and launching algorithmic changes focused on curbing abusive activities. Our actions to combat spam and fake accounts require significant resources and time. If spam and fake accounts increase on Twitter, this could hurt our reputation for delivering relevant content or reduce mDAU growth rate and mDAU engagement and result in continuing operational cost to us.
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Our products may contain errors or our security measures may be breached, resulting in the exposure of private information. Our products and services may be subject to attacks that degrade or deny the ability of people to access our products and services. These issues may result in the perception that our products and services are not secure, and people on Twitter and advertisers may curtail or stop using our products and services and our business and operating results could be harmed.
Our products and services involve the storage and transmission of people's and advertisers’ information, and security incidents, including those caused by unintentional errors and those intentionally caused by third parties, may expose us to a risk of loss of this information, litigation, increased security costs and potential liability. We and our third-party service providers experience cyber-attacks of varying degrees on a regular basis. We expect to incur significant costs in an effort to detect and prevent security breaches and other security-related incidents, and we may face increased costs in the event of an actual or perceived security breach or other security-related incident. In particular, the COVID-19 pandemic is increasing the opportunities available to criminals, as more companies and individuals work online, and as such, the risk of a cybersecurity incident potentially occurring is increasing. We cannot provide assurances that our preventative efforts will be successful. If an actual or perceived breach of our security occurs, the market perception of the effectiveness of our security measures could be harmed, people on Twitter and our advertisers may be harmed, lose trust and confidence in us, decrease the use of our products and services. Such negative publicityservices or stop using our products and services in their entirety. We may also incur significant legal and financial exposure, including legal claims, higher transaction fees and regulatory fines and penalties. Any of these actions could also have ana material and adverse effect on our business, reputation and operating results. While our insurance policies include liability coverage for certain of these matters, if we experienced a significant security incident, we could be subject to liability or other damages that exceed our insurance coverage.
Our products and services incorporate complex software and we encourage employees to quickly develop and help us launch new and innovative features. Our software, including any open source software that is incorporated into our code, has contained, and may now or in the size, engagementfuture contain, errors, bugs or vulnerabilities. For example, in 2019, we discovered, and loyaltytook steps to remediate, bugs that primarily affected our legacy MAP product, impacting our ability to target ads and share data with our measurement and ad partners. We also discovered that certain personalization and data settings were not operating as expected. As was the case with these errors, errors in our software code may only be discovered after the product or service has been released. Errors, vulnerabilities, or other design defects within the software on which we rely may result in a negative experience for people on Twitter, partners and advertisers who use our products, delay product introductions or enhancements, result in targeting, measurement, or billing errors, compromise our ability to protect the data of the people on Twitter and/or our intellectual property or lead to reductions in our ability to provide some or all of our user base andservices. Any errors, bugs or vulnerabilities discovered in our code after release could result in decreaseddamage to our reputation, loss of accounts, loss of content or platform partners, loss of advertisers or advertising revenue or liability for damages or other relief sought in lawsuits, regulatory inquiries or other proceedings, any of which could adversely affectimpact our business and operating results.

Action

Our products operate in conjunction with, and we are dependent upon, third-party products and components across a broad ecosystem. If there is a security vulnerability, error, or other bug in one of these third-party products or components and if there is a security exploit targeting them, we could face increased costs, liability claims, reduced revenue, or harm to our reputation or competitive position. The natural sunsetting of third-party products and operating systems that we use requires that our infrastructure teams reallocate time and attention to migration and updates, during which period potential security vulnerabilities could be exploited. We also work with third-party vendors to process credit card payments by governmentsour customers and are subject to restrictpayment card association operating rules.
Unauthorized parties may also gain access to Twitter handles and passwords without attacking Twitter directly and, instead, access people’s accounts by using credential information from other recent breaches, using malware on victim machines that are stealing passwords for all sites, or a combination of both. In addition, some of our developers or other partners, such as third-party applications to which people have given permission to Tweet on their behalf, may receive or store information provided by us or by people on Twitter through mobile or web applications integrated with us. If these third parties or developers fail to adopt or adhere to adequate data security practices, or in the event of a breach of their networks, our data or data of people on Twitter may be improperly accessed, used, or disclosed. Unauthorized parties have obtained, and may in the future obtain, access to our data, data of people on Twitter or our advertisers’ data. Any systems failure or actual or perceived compromise of our security that results in the unauthorized access to or release of data of people on Twitter or our advertisers’ data, such as credit card data, could significantly limit the adoption of our products and services, as well as harm our reputation and brand and, therefore, our business.
Our security measures may also be breached due to employee error, malfeasance or otherwise. Additionally, outside parties may attempt to fraudulently induce employees, people on Twitter, or advertisers to disclose sensitive information in order to gain access to our data, data of people on Twitter or advertisers’ data, or may otherwise obtain access to such data or accounts. Since people on Twitter and our advertisers may use Twitter to establish and maintain online identities, unauthorized communications from Twitter accounts that have been compromised may damage their personal security, reputations and brands as well as our reputation and brand. Because the techniques used to obtain unauthorized access, disable or degrade service or sabotage systems change frequently and often are not recognized until launched against a target, we may be unable to anticipate these techniques or to implement adequate preventative measures.

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For example, in July 2020, we became aware of what we believe to be a coordinated social engineering attack by people who successfully targeted one or more of our employees with access to internal systems and tools. The attackers used this access to target a small group of accounts (130) and to gain control of a subset of these accounts and send Tweets from those accounts and access non-public information relating to at least some of those accounts. This security breach may have harmed the people and accounts affected by it. It may also impact the market perception of the effectiveness of our security measures, and people may lose trust and confidence in us, decrease the use of our products and services or censor Twitter content could harm our business and operating results.

Governments have sought, and may in the future seek, to censor content available throughstop using our products and services restrict accessin their entirety. It may also result in damage to our products and services from their country entirely or impose other restrictions that may affect the accessibilityreputation, loss of our products and services for an extended periodaccounts, loss of time or indefinitely. For example, domestic Internet service providers in China have blocked access to Twitter, and other countries, including Iran, Libya, Pakistan, Turkey and Syria, have intermittently restricted access to Twitter, and we believe that access to Twitter has been blocked in these countries primarily for political reasons. In addition, governments in these or other countries may seek to restrict access to our products and services based on our decisions around user content, providing user information in response to governmental requests, or other matters. In the event that access to our products and services is restricted, in whole or in part, in one or more countries or our competitors are able to successfully penetrate geographic markets that we cannot access, our ability to retain or increase our user base and user engagement may be adversely affected, and our operating results may be harmed.

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Our future performance depends in part on support from our content partners and data partners.

We believe user engagement with our products and services depends in part on the availability of applications and content generated by our content or platform partners. For instance, in July 2016, we partnered with the Major League Baseball Advanced Media to deliver a free live digital video stream of weekly MLB baseball games on Twitter. If our content or platform partners, focus their efforts onloss of advertisers or advertising revenue, or legal and financial exposure, including legal claims, regulatory inquiries or other platforms, the availability and quality of applications and content for our products and services may suffer. There is no assurance that our content or platform partners will continue to develop and maintain applications and content for our products and services. If our content or platform partners cease to develop and maintain applications and content for our products and services, user engagement may decline. In addition, we generate revenue from licensing our historical and real-time data to third parties. If anyproceedings. Any of these relationships are terminated or not renewedeffects could have a material and adverse impact on economicour business, reputation and other terms that are acceptable to us, or if we are unable to enter into similar relationships in the future, our operating results could be adversely affected.

results.

Our international operations are subject to increased challenges and risks.

We have offices around the world and our products and services are available in multiple languages. However, our ability to manage our business, monetize our products and services and conduct our operations internationally requires considerable management attention and resources and is subject to the particular challenges of supporting a rapidly growing business in an environment of multiple languages, cultures, customs, legal and regulatory systems, alternative dispute systems and commercial markets. Our international operations have required and will continue to require us to invest significant funds and other resources. Operating internationally subjects us to new risks and may increase risks that we currently face, including risks associated with:

recruiting and retaining talented and capable employees in foreign countries and maintaining our company culture across all of our offices;

providing our products and services and operating across a significant distance, in different languages and among different cultures, including the potential need to modify our products, services, content and features to ensure that they are culturally relevant in different countries;

increased competition from largely regional websites, mobile applications and services that provide real-time communications and have strong positions in particular countries, which have expanded and may continue to expand their geographic footprint;

differing and potentially lower levels of usermDAU growth, user engagement and ad engagement in new and emerging geographies;

different levels of advertiser demand;

demand, including fluctuations in advertiser demand due to regional activities, regional economic effects of the COVID-19 pandemic and political upheaval;

greater difficulty in monetizing our products and services;

services, including costs to adapt our products and services in light of the manner in which people access Twitter in such jurisdictions, such as the use of feature phones in certain emerging markets such as India and Pakistan, and challenges related to different levels of Internet access or mobile device adoption in different jurisdictions;

compliance with applicable foreign laws and regulations, including laws and regulations with respect to privacy, data protection, data localization, data security, taxation, consumer protection, copyright, fake news, hate speech, spam and content, and the risk of penalties to the people who use our usersproducts and services and individual members of management if our practices are deemed to be out of compliance;

actions by governments or others to restrict access to Twitter or censor content on Twitter, such as how domestic Internet service providers in China have blocked access to Twitter and other countries, including Iran, Libya, Pakistan, Turkey and Syria, have intermittently restricted access to Twitter, whether these actions are taken for political reasons, in response to decisions we make regarding governmental requests or content generated by people on Twitter, or otherwise;

longer payment cycles in some countries;

credit risk and higher levels of payment fraud;

operating in jurisdictions that do not protect intellectual property rights to the same extent as the United States;

compliance with anti-bribery laws including, without limitation, compliance with the Foreign Corrupt Practices Act and the U.K. Bribery Act, including by our business partners;

currency exchange rate fluctuations, as we conduct business in currencies other than U.S. dollars but report our operating results in U.S. dollars and any foreign currency forward contracts into which we enter may not mitigate the impact of exchange rate fluctuations;

foreign exchange controls that might require significant lead time in setting up operations in certain geographic territories and might prevent us from repatriating cash earned outside the United States;

political and economic instability in some countries;

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double taxation of our international earnings and potentially adverse tax consequences due to changes in the tax laws of the United States or the foreign jurisdictions in which we operate; and

higher costs of doing business internationally, including increased accounting, travel, infrastructure and legal compliance costs.

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If our revenue from our international operations, and particularly from our operations in the countries and regions where we have focused our spending, does not exceed the expense of establishing and maintaining these operations, our business and operating results will suffer. In addition, mDAU may grow more rapidly than revenue in international regions where our monetization of our products and services is not as developed. For example, average mDAU outside the United States constituted 81% of our average mDAU in the three months ended September 30, 2020, but our international revenue, as determined based on the billing location of our customers, was approximately 45% of our consolidated revenue in the three months ended September 30, 2020. If we are unable to successfully expand our business, manage the complexity of our global operations successfully,or monetize our products and services internationally could adversely impact our business, financial condition and operating results could be adversely affected.

Our products and services may contain undetected software errors, which could harm our business and operating results.

Our products and services incorporate complex software and we encourage employees to quickly develop and help us launch new and innovative features. Our software, including any open source software that is incorporated into our code, has contained, and may now or in the future contain, errors, bugs or vulnerabilities. For example, in February 2016, we discovered, and corrected, a bug that affected our password recovery systems for about 24 hours. Although this issue did not expose passwords or information that could be used directly to access an account, it had the potential to expose the email address and phone number associated with a small number of accounts (less than 10,000 active accounts). Some errors in our software code may only be discovered after the product or service has been released. Errors, vulnerabilities, or other design defects within the software on which we rely may result in a negative experience for users and advertisers who use our products, delay product introductions or enhancements, result in targeting, measurement, or billing errors, compromise our ability to protect the data of our users and/or our intellectual property or lead to reductions in our ability to provide some or all of our services. For example, in December 2016, we discovered and corrected a technical error in our Android application that resulted in incorrect reporting of certain video advertisement metrics for approximately one month. Any errors, bugs or vulnerabilities discovered in our code after release could result in damage to our reputation, loss of users, loss of content or platform partners, loss of advertisers or advertising revenue or liability for damages or other relief sought in lawsuits, regulatory inquiries or other proceedings, any of which could adversely affect our business and operating results.

Our business is subject to complex and evolving U.S. and foreign laws and regulations. These laws and regulations are subject to change and uncertain interpretation, and could result in claims, changes to our business practices, monetary penalties, increased cost of operations or declines in usermDAU growth, usermDAU engagement or ad engagement, or otherwise harm our business.

We are subject to a variety of laws and regulations in the United States and abroad that involve matters central to our business, including privacy, data protection, security, rights of publicity, data protection, content regulation, intellectual property, competition, protection of minors, consumer protection, credit card processing and taxation. Many of these laws and regulations are still evolving and being tested in courts. As a result, it is possible that these laws and regulations may be interpreted and applied in a manner that is inconsistent from country to country and inconsistent with our current policies and practices and in ways that could harm our business, particularly in the new and rapidly evolving industry in which we operate. Additionally, the introduction of new products or services may subject us to additional laws and regulations.

From time to time, governments, regulators and others have expressed concerns about whether our products, services or practices compromise the privacy or data protection rights of usersthe people on Twitter and others. While we strive to comply with applicable privacy and data protection laws and regulations, as well as our own posted privacy policies and other obligations we may have with respect to privacy and data protection, the failure or perceived failure to so comply may result, and in some cases has resulted, in inquiries and other proceedings or actions against us by governments, regulators or others. Moreover, foreign data protection, privacy, consumer protection, content regulation and other laws and regulations are often more restrictive than those in the United States. In particular, the European Union and its member states traditionally have taken broader views as to types of data that are subject to privacy and data protection, and have imposed greater legal obligations on companies in this regard. A number of proposals have recently been adopted or are currently pending before federal, state and foreign legislative and regulatory bodies that could significantly affect our business. For example, the California Consumer Privacy Act (CCPA) went into effect on January 1, 2020. The CCPA requires, among other things, covered companies to provide new disclosures to California consumers and afford such consumers new abilities to opt-out of certain sales of personal information. Similar legislation has been proposed or adopted in April 2016, European legislative bodies adoptedother states. Aspects of the General Data Protection RegulationCCPA and these other state laws and regulations, as well as their enforcement, remain unclear, and we may be required to replace European Unionmodify our practices in an effort to comply with them. Additionally, a new privacy law, the California Privacy Rights Act (CPRA), recently was certified by the California Secretary of State to appear on the ballot for the November 3, 2020 election. If this initiative is approved by California voters, the CPRA would significantly modify the CCPA, potentially resulting in further uncertainty and nationalrequiring us to incur additional costs and expenses. Moreover, foreign data protection, legislation effective May 2018, which includesprivacy, consumer protection, content regulation and other laws and regulations are often more restrictive or burdensome than those in the United States. For example, the GDPR imposes stringent operational requirements for entities processing personal information and significant penalties for non-compliance, including fines of up to €20 million or 4% of total worldwide revenue, whichever is higher. Additionally, we rely onhave historically relied upon a variety of legal bases to transfer certain personal information outside of the European Economic Area, including the EU-USEU-U.S. Privacy Shield Framework, orthe Swiss-U.S. Privacy Shield Framework, and EU Standard Contractual Clauses, or SCCs. The Privacy Shield is currently under review by regulatory authoritiesThese legal bases all have been, and it andmay be, the SCCs are both subject of legal challenges and on July 16, 2020, the Court of Justice of the European Union (CJEU) invalidated the U.S.-EU Privacy Shield framework and imposed additional obligations on companies when relying on the SCCs. This CJEU decision may result in different European courts, and the absenceEconomic Area (EEA) data protection regulators applying differing standards for, or require ad hoc verification of successor legal bases for continuedmeasures taken with respect to, certain data transfer couldflows. The CJEU’s decision will require us to createtake additional steps to legitimize impacted personal data transfers, and we may find it necessary or desirable to modify our data handling practices in connection with this decision or future legal challenges relating to cross-border data transfers. This could result in increased costs of compliance and limitations on our customers, vendors, and us. This CJEU decision or future legal challenges also could result in us being required to implement duplicative, and potentially expensive, information technology infrastructure and business operations in Europe or could limit our ability to collect and useor process personal information collected in Europe.Europe, and may serve as a basis for our personal data handling practices, or those of our customers and vendors, to be challenged. Any of these changes with respect to EU data protection law could disrupt our business.

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business and otherwise adversely impact our business, financial condition and operating results.

Further, following a referendum in June 2016 in which voters in the United Kingdom (UK) voters approved an exit from the EU, it is expected that the United Kingdom government will initiate a process to leaveUK officially left the EU on January 31, 2020, with a transitional period set to end on December 31, 2020 (often referred to as “Brexit”"Brexit"). The effect of Brexit will depend on agreements, if any, the UK makes to retain access to EU markets. Brexit creates economic and legal uncertainty in the region and could adversely affect the tax, currency, operational, legal and regulatory regimes to which our business is subject. Brexit may adversely affect our revenues and subject us to new regulatory costs and challenges, in addition to other adverse effects that we are unable effectively to anticipate. The UK implemented a Data Protection Act, effective in May 2018 and statutorily amended in 2019, that substantially implements the GDPR. Brexit has created uncertainty with regard to the future regulation of data protection in the United Kingdom.  In particular, it is unclear whether the United Kingdom will enact data protection laws or regulations designed to be consistent with the pending EU General Data Protection RegulationUK and howrequirements for data transfers tobetween the UK and from the United Kingdom will be regulated.

Similarly, there have been a number of recent legislative proposalsEU and other jurisdictions.

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Legislative changes in the United States, at both the federal and state level, that could impose new obligations in areas such as privacy and moderation of content posted on our platform by third parties, including with respect to requests for removal based on claims of copyright. Further, there are various Executive and Congressional efforts to restrict the scope of the protections from legal liability for copyright infringement by third parties. The U.S. government, includingcontent moderation decisions and third-party content posted on online platforms that are currently available to online platforms under Section 230 of the FTCCommunications Decency Act, and our current protections from liability for content moderation decisions and third-party content posted on our platform in the Department of Commerce, has announced that it is reviewing the needUnited States could decrease or change, potentially resulting in increased liability for greater regulation for the collection of information concerning user behaviorcontent moderation decisions and third-party content posted on the Internet, including regulation aimed at restricting certain online trackingour platform and targeted advertising practices.higher litigation costs. Additionally, recent amendments to U.S. patent laws may affect the ability of companies, including us, to protect their innovations and defend against claims of patent infringement.

In April 2019, the EU passed the Directive on Copyright in the Digital Single Market (the EU Copyright Directive), which expands the liability of online platforms for third-party content posted on the platform. Each EU member state has two years to implement it. The EU Copyright Directive may increase our costs of operations, our liability for third-party content posted on our platform, and our litigation costs.
Additionally, we have relationships with third parties that perform a variety of functions such as payments processing, tokenization, vaulting, currency conversion, fraud prevention and data security audits. The laws and regulations related to online payments and other activities of these third parties, including those relating to the processing of data, are complex, subject to change, and vary across different jurisdictions in the United States and globally. As a result, we may be required to spend significant time, effort and expense to comply with applicable laws and regulations. Any failure or claim of our failure to comply, or any failure or claim of failure by the above-mentioned third parties to comply, could increase our costs or could result in liabilities. Additionally, because Twitter acceptswe accept payment via credit cards, and is certified as a PCI Level 1 service provider, we are subject to payment card associationglobal payments industry operating rules and certification requirements governed by PCI Security Standards Council, including the Payment Card Industry Data Security Standard.

Any failure by us to comply with these operating rules and certification requirements also may result in costs and liabilities and may result in us losing our ability to accept certain payment cards.

The U.S. and foreign laws and regulations described above, as well as any associated inquiries or investigations or any other regulatory actions, may be costly to comply with and may delay or impede the development of new products and services, result in negative publicity, increase our operating costs, require significant management time and attention, and subject us to remedies that may result in a loss of mDAU or advertisers and otherwise harm our business, including fines or demands or orders that we modify or cease existing business practices.
We currently allow use of our platform without the collection of extensive personal information, such as age.information. We may experience additional pressure to expand our collection of personal information in order to comply with new and additional legal or regulatory demands or we may independently decide to do so. If we obtain such additional personal information, we may be subject to additional regulation.

legal or regulatory obligations.

Regulatory investigations and settlements could cause us to incur additional expenses or change our business practices in a manner materiallymaterial and adverse to our business.

From time to time we notify the Irish Data Protection Commission and other regulators of certain personal data breaches and privacy or data protection issues, and are subject to inquiries and investigations regarding various aspects of our regulatory compliance. We are currently the subject of inquiries by the Irish Data Protection Commission with respect to our compliance with the GDPR. In the past, we have been subject to regulatory investigations, in the past, and we expect to continue to be subject to regulatory scrutiny as our business grows and awareness of our brand increases.
In March 2011, to resolve an investigation into various incidents, we entered into a settlement agreementconsent order with the FTC that, among other things, required us to establish an information security program designed to protect non-public consumer information and also requires that we obtain biennial independent security assessments. The obligations under the settlement agreementconsent order remain in effect until the later of March 2, 2031, or the date 20 years after the date, if any, on which the U.S. government or the FTC files a complaint in federal court alleging any violation of the order. We expect to continue to be the subject of regulatory inquiries, investigations and audits in the future by the FTC and other regulators around the world.

It is possible that a regulatory inquiry, investigation or audit might result in changes to our policies or practices, and may cause us to incur substantial costs or could result in reputational harm, prevent us from offering certain products, services, features or functionalities, cause us to incur substantial costs or require us to change our business practices in a manner materially adverse to our business. Violation of existing or future regulatory orders, settlements or consent decrees could subject us to substantial monetary fines and other penalties that could negatively affectwould adversely impact our financial condition and operating results.

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If For example, on July 28, 2020, we received a draft complaint from the FTC alleging violations of the 2011 consent order with the FTC and the FTC Act. The allegations relate to our use of phone number and/or email address data provided for safety and security measures are breached,purposes for targeted advertising during periods between 2013 and 2019. We estimate that the range of probable loss in this matter is $150.0 million to $250.0 million. The matter remains unresolved, and there can be no assurance as to the timing or ifthe terms of any final outcome.

It is possible that a regulatory inquiry, investigation or audit could cause us to incur substantial fines and costs, result in reputational harm, prevent us from offering certain products, services, features or functionalities, require us to change our productspolicies or practices, divert management and services are subject to attacks that degrade or deny the ability of users to access our products and services, our products and services may be perceived as not being secure, users and advertisers may curtail or stop using our products and services andother resources from our business, or otherwise materially and operating results could be harmed.

Our products and services involve the storage and transmission of users’ and advertisers’ information, and security breaches expose us to a risk of loss of this information, litigation, increased security costs and potential liability. We also work with third-party vendors to process credit card payments by our customers and are subject to payment card association operating rules. We and our third-party service providers experience cyber-attacks of varying degrees on a regular basis. For example, in October 2016, we experienced a service outage as a result of several distributed denial of service attacks on our domain name service provider, Dyn. Third parties may also gain access to Twitter user names and passwords without attacking Twitter directly by combining credential information from other recent breaches, using malware on victim machines that are stealing passwords for all sites, or a combination of both.  In addition, some of our developers or other partners, such as third party applications to which our users have given permission to Tweet on their behalf, may receive or store information provided by us or by our users through mobile or web applications integrated with us. If these third parties or developers fail to adopt or adhere to adequate data security practices, or in the event of a breach of their networks, our data or our users' data may be improperly accessed, used, or disclosed.

As a result, unauthorized parties have obtained, and may in the future obtain, access to our data or our users’ or advertisers’ data. For example, we have previously disclosed that sophisticated unknown third parties had attacked our systems and may have had access to limited information for small subset of our users. Any systems failure or actual or perceived compromise of our security that results in the unauthorized access to or release of our users’ or advertisers’ data, such as credit card data, could significantly limit the adoption of our products and services, as well as harm our reputation and brand and, therefore, our business.

Our security measures may also be breached due to employee error, malfeasance or otherwise. Additionally, outside parties may attempt to fraudulently induce employees, users or advertisers to disclose sensitive information in order to gain access to our data or our users’ or advertisers’ data or accounts, or may otherwise obtain access to such data or accounts. Since our users and advertisers may use their Twitter accounts to establish and maintain online identities, unauthorized communications from Twitter accounts that have been compromised may damage their reputations and brands as well as ours. Because the techniques used to obtain unauthorized access, disable or degrade service or sabotage systems change frequently and often are not recognized until launched against a target, we may be unable to anticipate these techniques or to implement adequate preventative measures. If an actual or perceived breach of our security occurs, the market perception of the effectiveness of our security measures could be harmed, our users and advertisers may be harmed, lose trust and confidence in us, decrease the use of our products and services or stop using our products and services in their entirety. We may also incur significant legal and financial exposure, including legal claims, higher transaction fees and regulatory fines and penalties. Any of these actions could have a material and adverse effect onadversely impact our business, reputationfinancial condition and operating results.


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We may face lawsuits or incur liability as a result of content published or made available through our products and services.

We have faced and will continue to face claims relating to content that is published or made available through our products and services or third partythird-party products or services. In particular, the nature of our business exposes us to claims related to defamation, intellectual property rights, rights of publicity and privacy, illegal content, misinformation, content regulation and personal injury torts. The laws relating to the liability of providers of online products or services for activities of their usersthe people who use them remains somewhat unsettled, both within the United States and internationally. This risk may be enhanced in certain jurisdictions outside the United States where we may be less protected under local laws than we are in the United States. For example, we will beare subject to recently enacted legislation in Germany that may impose significant fines for failure to comply with certain content removal and disclosure obligations. Other countries, including Singapore, India, Australia, and the United Kingdom, have implemented or are considering similar legislation imposing penalties for failure to remove certain types of content. In addition, the public nature of communications on our networkplatform exposes us to risks arising from the creation of impersonation accounts intended to be attributed to people on Twitter or our users or advertisers. We could incur significant costs investigating and defending these claims. If we incur material costs or liability as a result of these occurrences, our business, financial condition and operating results couldwould be adversely affected.

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impacted.

Our intellectual property rights are valuable, and any inability to protect them could reduce the value of our products, services and brand.

Our

Intellectual property rights are important assets of our business and we seek protection for such rights as appropriate. To establish and protect our trade secrets, trademarks, copyrights, and patents as well as restrictions in confidentiality, license and other intellectual property rights are important assets. We rely on, and expect to continue to rely on, a combination of confidentiality and licenseassignment agreements we enter into with our employees, consultants and third parties with whom we have relationships, as well as trademark, trade dress, domain name, copyright, trade secretparties. Various circumstances and patent laws, to protect our brand and other intellectual property rights. However, various events outside of our control, however, pose a threatthreats to our intellectual property rights, as well as to our products, services and technologies. For example, werights. We may fail to obtain effective intellectual property protection, or effective intellectual property protection may not be available in every country in which our products and services are available.available, or such laws may provide only limited protection. Also, the efforts we have taken to protect our intellectual property rights may not be sufficient or effective, and any of our intellectual property rights may be challenged, circumvented, infringed or misappropriated which could result in them being narrowed in scope or declared invalid or unenforceable. There can be no assurance our intellectual property rights will be sufficient to protect against others offering products or services that are substantially similar to ours and compete with our business.

We rely on non-patented proprietary information and technology, such as trade secrets, confidential information, know-how and technical information. While in certain cases we have agreements in place with employees and third parties that place restrictions on the use and disclosure of this intellectual property, theseour trade secrets and other proprietary information contained in agreements we sign with our employees, contractors, and other third parties to limit and control access to and disclosure of our trade secrets and confidential information. These agreements may be breached, or this intellectual property may otherwise be disclosed or become known to our competitors, including through hacking or theft, which could cause us to lose any competitive advantage resulting from this intellectual property.

these trade secrets and proprietary information.

We are pursuing registration of trademarks and domain names in the United States and in certain jurisdictions outside of the United States. Effective protection of trademarks and domain names is expensive and difficult to maintain, both in terms of application and registration costs as well as the costs of defending and enforcing those rights. We may be required to protect our rights in an increasing number of countries, a process that is expensive and may not be successful or which we may not pursue in every country in which our products and services are distributed or made available.

We are party to numerous agreements that grant licenses to third parties to use our intellectual property, including our trademarks.property. For example, many third parties distribute their content through Twitter, or embed Twitter content in their applications or on their websites, and make use of our trademarks in connection with their services. If the licensees of our trademarks are not using our trademarks properly, it may limit our ability to protect our trademarks and could ultimately result in our trademarks being declared invalid or unenforceable. We have a policy designed to assist third parties in the proper use of our brand, trademarks, and other assets, and we have an internal team dedicated to enforcing ourthis policy and protecting our brand. Our brand protectionThis team routinely receives and reviews reports of improper and unauthorized use of the Twitter brand, trademarks or assets and issues takedown notices or initiates discussions with the third parties to correct the issues. However, there can be no assurance that we will be able to protect against the unauthorized use of our brand or trademarks. If the licensees of our trademarks or other assets. Ifare not using our trademarks properly and we fail to maintain and enforce our trademark rights, we may limit our ability to protect our trademarks which could result in diminishing the value of our brand could be diminished.or in our trademarks being declared invalid or unenforceable. There is also a risk that one or more of our trademarks could become generic, which could result in themsuch trademark being declared invalid or unenforceable. For example, there is a risk that the word “Tweet” could become so commonly used that it becomes synonymous with any short comment posted publicly on the Internet, and if this happens, we could lose protection of this trademark.

We also seek to obtain patent protection for some of our technology and as of September 30, 2017, we had 1,041 issued U.S. patents.technology. We may be unable to obtain patent protection for our technologies, andtechnologies. Even if patents are issued from our patent applications, which is not certain, our existing patents, and any patents that may be issued in the future, may not provide us with competitive advantages or distinguish our products and services from those of our competitors. In addition, any patents may be contested, circumvented, or found unenforceable or invalid, and we may not be able to prevent third parties from infringing or otherwise violating them. Effective protection of patent rights is expensive and difficult to maintain, both in terms of application and maintenance costs, as well as the costs of defending and enforcing those rights.

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Our Innovator’s Patent Agreement, or IPA, also limitscan limit our ability to prevent infringement of our patents. In May 2013, we implemented the IPA, which we enter into with our employees and consultants, including our founders. The IPA, which applies to our current and future patents, allows us to assert our patents defensively. The IPA also allows us to assert our patents offensively with the permission of the inventors of the applicable patent. Under the IPA, an assertion of claims is considered to be for a defensive purpose if the claims are asserted: (i) against an entity that has filed, maintained, threatened or voluntarily participated in a patent infringement lawsuit against us or any people on Twitter, or any of our users, affiliates, customers, suppliers or distributors; (ii) against an entity that has used its patents offensively against any other party in the past ten years, so long as the entity has not instituted the patent infringement lawsuit defensively in response to a patent litigation threat against the entity; or (iii) otherwise to deter a patent litigation threat against us or people on Twitter, or any of our users, affiliates, customers, suppliers or distributors. In addition, the IPA provides that the above limitations apply to any future owner or exclusive licensee of any of our patents, which could limit our ability to sell or license our patents to third parties. WhileIn this case, while we may be able to claim protection of our intellectual property under other rights such(such as trade secrets or contractual obligations with our employees not to disclose or use confidential information,information), we may be unable to assert our patent rights against third parties that we believe are infringing our patents, even if such third parties are developing products and services that compete with our products and services. For example, in the event that an inventor of one of our patents leaves usgoes to work for another company and that company uses ourthe inventor’s patented technologyinvention to compete with us, we would not be able to assert that patent against such other company unless the assertion of the patent right is for a defensive purpose.purpose since it would be unlikely the employee would consent to offensive use of the patent against his or her current employer. In such event, we may be limited in our ability to assert a patent right against another company, and instead would need to rely on trade secret protection or the contractual obligation of the inventor to us not to disclose or use our confidential information. In addition, the terms of the IPA could affect our ability to monetize our intellectual property portfolio.

Significant impairments of our intellectual property rights, and limitations on our ability to assert our intellectual property rights against others, could harm our business and our ability to compete.

Also, obtaining, maintaining and enforcing our intellectual property rights is costly and time consuming. Any increase in the unauthorized use of our intellectual property could make it more expensive to dowould adversely impact our business, financial condition and harm our operating results.

We are currently, and expect to be in the future, party to intellectual property rights claims that are expensive and time consuming to defend, and, if resolved adversely, could have a significantwould adversely impact on our business, financial condition orand operating results.

Companies in the internet, technology and media industries are subject to litigation based on allegations of infringement, misappropriation or other violations of intellectual property or other rights. Many companies in these industries, including many of our competitors, have substantially larger patent and intellectual property portfolios than we do, which could make us a target for litigation as we may not be able to assert counterclaims against parties that sue us for patent, or other intellectual property infringement. In addition, various “non-practicing entities” that own patents and other intellectual property rights often attempt to assert claims in order to extract value from technology companies. From time to time we receive claims from third parties which allege that we have infringed upon their intellectual property rights. Further, from time to time we may introduce new products, product features and services, including in areas where we currently do not have an offering, which could increase our exposure to patent and other intellectual property claims from competitors and non-practicing entities. In addition, although our standard terms and conditions for our Promoted Products and public APIs do not provide advertisers and platform partners with indemnification for intellectual property claims against them, some of our agreements with advertisers, content partners, platform partners and data partners require us to indemnify them for certain intellectual property claims against them, which could require us to incur considerable costs in defending such claims, and may require us to pay significant damages in the event of an adverse ruling. Such advertisers, content partners, platform partners and data partners may also discontinue use of our products, services and technologies as a result of injunctions or otherwise, which could result in loss of revenue and adversely impact our business.

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We presently are involved in a number of intellectual property lawsuits, and as we face increasing competition and gain an increasingly high profile and develop new products, we expect the number of patent and other intellectual property claims against us tomay grow. There may be intellectual property or other rights held by others, including issued or pending patents, that cover significant aspects of our products and services, and we cannot be sure that we are not infringing or violating, and have not infringed or violated, any third-party intellectual property rights or that we will not be held to have done so or be accused of doing so in the future. Any claim or litigation alleging that we have infringed or otherwise violated intellectual property or other rights of third parties, with or without merit, and whether or not settled out of court or determined in our favor, could be time-consuming and costly to address and resolve, and could divert the time and attention of our management and technical personnel. Some of our competitors have substantially greater resources than we do and are able to sustain the costs of complex intellectual property litigation to a greater degree and for longer periods of time than we could. The outcome of any litigation is inherently uncertain, and there can be no assurances that favorable final outcomes will be obtained in all cases. In addition, plaintiffs may seek, and we may become subject to, preliminary or provisional rulings in the course of any such litigation, including potential preliminary injunctions requiring us to cease some or all of our operations. We may decide to settle such lawsuits and disputes on terms that are unfavorable to us. Similarly, if any litigation to which we are a party is resolved adversely, we may be subject to an unfavorable judgment that may not be reversed upon appeal. The terms of such a settlement or judgment may require us to cease some or all of our operations or pay substantial amounts to the other party. In addition, we may have to seek a license to continue practices found to be in violation of a third-party’s rights. If we are required, or choose to enter into royalty or licensing arrangements, such arrangements may not be available on reasonable terms, or at all, and may significantly increase our operating costs and expenses. As a result, we may also be required to develop or procure alternative non-infringing technology, which could require significant effort and expense or discontinue use of the technology. An unfavorable resolution of the disputes and litigation referred to above couldwould adversely affectimpact our business, financial condition and operating results.

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We have incurred significant operating losses in the past, and we may not be able to maintain profitability or accurately predict fluctuations in our operating results from quarter to quarter.
In the nine months ended September 30, 2020, as well as other periods in the past, we have incurred significant operating losses. While we were profitable on a GAAP basis for 2018 and 2019, our quarterly operating results have fluctuated in the past and will fluctuate in the future. As a result, our past quarterly operating results are not necessarily indicators of future performance. Our operating results in any given quarter can be influenced by numerous factors, many of which we are unable to predict or are outside of our control, including:
our ability to attract and retain mDAU, advertisers, content partners and platform partners;
the occurrence of planned significant events or changes to the timing of events, such as major sporting events, political elections, or awards shows, or unplanned significant events, such as natural disasters and political revolutions, as well as seasonality which may differ from our expectations;
the impacts of the COVID-19 pandemic and governmental and business actions in response thereto on the global economy;
the pricing of our advertising services or data licensing, and our ability to maintain or improve revenue and margins;
the development and introduction of new products or services, changes in features of existing products or services or de-emphasis or termination of existing products, product features or services;
the actions of our competitors;
increases in research and development, marketing and sales and other operating expenses that we may incur to grow and expand our operations and to remain competitive, including stock-based compensation expense and costs related to our technology infrastructure;
costs related to the acquisition of businesses, talent, technologies or intellectual property, including potentially significant amortization costs;
system failures resulting in the inaccessibility of our products and services;
actual or perceived breaches of security or privacy, and the costs associated with remediating any such breaches;
adverse litigation judgments, settlements or other litigation-related costs, and the fees associated with investigating and defending claims;
changes in the legislative or regulatory environment, including with respect to security, tax, privacy, data protection, or content, or enforcement by government regulators, including fines, orders or consent decrees;
changes in reserves or other non-cash credits or charges, such as establishment or releases of deferred tax assets valuation allowance, impairment charges or purchase accounting adjustments;
changes in our expected estimated useful life of property and equipment and intangible assets;
fluctuations in currency exchange rates and changes in the proportion of our revenue and expenses denominated in foreign currencies;
changes in U.S. generally accepted accounting principles; and
changes in global or regional business or macroeconomic conditions.
Given the rapidly evolving markets in which we compete, our historical operating results may not be useful to you in predicting our future operating results. If our revenue growth rate slows, we expect that the seasonality in our business may become more pronounced and may in the future cause our operating results to fluctuate. For example, advertising spending is traditionally seasonally strong in the fourth quarter of each year, and we believe that this seasonality affects our quarterly results, which generally reflect higher sequential advertising revenue growth from the third to fourth quarter compared to sequential advertising revenue growth from the fourth quarter to the subsequent first quarter. Additionally, certain new revenue products or product features may carry higher costs relative to our other products, which may decrease our margins, and we may incur increased costs to scale our operations if mDAU and engagement on our platform increase. If we are unable to generate adequate revenue growth and to manage our expenses, we may incur significant losses in future periods and may not be able to maintain profitability.

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Many of our products and services contain open source software, and we license some of our software through open source projects, which may pose particular risks to our proprietary software, products, and services in a manner that could have a negative effect onadversely impact our business.

We use open source software in our products and services and will use open source software in the future. In addition, we regularly contribute software source code to open source projects under open source licenses or release internal software projects under open source licenses, and anticipate doing so in the future. The terms of many open source licenses to which we are subject have not been interpreted by U.S. or foreign courts, and there is a risk that open source software licenses could be construed in a manner that imposes unanticipated conditions or restrictions on our ability to provide or distribute our products or services. Additionally, under some open source licenses, if we may from time to time face claims fromcombine our proprietary software with open source software in a certain manner, third parties claimingmay claim ownership of, or demandingdemand release of, the open source software or derivative works that we developed using such software, which could include our proprietary source code, or otherwise seekingcode. Such third parties may also seek to enforce the terms of the applicable open source license. These claims could result inlicense through litigation andwhich, if successful, could require us to make our proprietary software source code freely available, purchase a costly license or cease offering the implicated products or services unless and until we can re-engineer them to avoid infringement. This re-engineering process could require significant additional research and development resources, and we may not be able to complete it successfully. In addition to risks related to open source license requirements, use of certain open source software may pose greater risks than use of third-party commercial software, assince open source licensors generally do not provide warranties or controls on the origin of software. Any of these risks could be difficult to eliminate or manage, and, if not addressed, could have a negative effect onadversely impact our business, financial condition and operating results.

We may require additional capital to support our operations or the growth of our business, and we cannot be certain that this capital will be available on reasonable terms when required, or at all.

From time to time, we may need additional financing to operate or grow our business. Our ability to obtain additional financing, if and when required, will depend on investor and lender demand, our operating performance, the condition of the capital markets and other factors, and we cannot assure you that additional financing will be available to us on favorable terms when required, or at all. If we raise additional funds through the issuance of equity, equity-linked or debt securities, those securities may have rights, preferences or privileges senior to the rights of our common stock, and our existing stockholders may experience dilution. If we are unable to obtain adequate financing or financing on terms satisfactory to us when we require it, our ability to continue to support the operation or growth of our business could be significantly impaired and our operating results may be harmed.

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We rely on assumptions and estimates to calculate certain of our key metrics, and real or perceived inaccuracies in such metrics may harm our reputation and negatively affect our business.

The number of

We calculate our active users is calculatedmDAU using internal company data that has 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 usagemDAU and user engagement across our large user base around the world.mDAU engagement. For example, there are a number of false or spam accounts in existence on our platform. We estimate that the average of false or spam accounts during the third quarter of 2020 continued to represent lessfewer than 5% of our MAUs as of December 31, 2016.mDAU during the quarter. However, this estimate is based on an internal review of a sample of accounts and we apply significant judgment in making this determination. As such, our estimation of false or spam accounts may not accurately represent the actual number of such accounts, and the actual number of false or spam accounts could be higher than we have currently estimated. We are continually seeking to improve our ability to estimate the total number of spam accounts and eliminate them from the calculation of our active users,mDAU, but we otherwise treat multiple accounts held by a single person or organization as multiple usersaccounts for purposes of calculating our active usersmDAU because we permit people and organizations to have more than one account. Additionally, some accounts used by organizations are used by many people within the organization. As such, the calculations of our active usersmDAU may not accurately reflect the actual number of people or organizations using our platform. We may also discover unexpected errors in our internal data that resulted from technical or other errors. For example, we discovered that since the fourth quarter of 2014 we had included users of certain third-party applications as Twitter MAUs that should not have been considered MAUs. These third-party applications used Digits, a software development kit of our now-divested Fabric platform, that allowed third-party applications to send authentication messages via SMS through our systems, which did not relate to activity on the Twitter platform. Although the change in the MAUs was relatively small in relation to our overall MAU numbers, we may face increased scrutiny as a result of the error.

Our metrics are also affected by mobile applications that automatically contact our servers for regular updates with no discernable user-initiated action involved, and this activity can cause our system to count the user associated with such a device as an active user on the day such contact occurs. The calculations of MAUs and DAUs presented in this Quarterly Report on Form 10-Q may be affected by this activity. The impact of this automatic activity on our metrics varies by geography because mobile application usage varies in different regions of the world. In addition, our data regarding user geographic location is based on the IP address or phone number associated with the account when a user initially registered the account on Twitter. That IP address or phone number may not always accurately reflect a user’s actual location at the time of such user’s engagement on our platform.

We regularly review and may adjust our processes for calculating our internal metrics to improve their accuracy. We present and discuss our total audience based on both internal metrics and data from Google Analytics, which measures unique visitors to our properties. Our measures of usermDAU growth and user engagement may differ from estimates published by third parties or from similarly-titled metrics of our competitors due to differences in methodology. If advertisers, content or platform partners or investors do not perceive our user metrics to be accurate representations of our user basetotal accounts or usermDAU engagement, or if we discover material inaccuracies in our user metrics, our reputation may be harmed and content partners, advertisers and platform partners may be less willing to allocate their budgets or resources to our products and services, which could negatively affect our business and operating results. Further, as our business develops, we may revise or cease reporting metrics if we determine that such metrics are no longer accurate or appropriate measures of our performance. For example, we stoppedbelieve that mDAU, and its related growth, are the best ways to measure our success against our objectives and to show the size of our audience and engagement going forward, so we discontinued disclosing timeline views as we no longer believed that metric was helpful in measuring engagement on our platform.monthly active usage after the first quarter of 2019. If investors, analysts or customers do not believe our reported measures, of user engagementsuch as mDAU, are sufficient or accurately reflect our business, we may receive negative publicity and our operating results may be harmed.

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Spam could diminish the user experience on our platform, which could damage our reputation and deter our current and potential users from using our products and services.

“Spam” on Twitter refers to a range of abusive activities that are prohibited by our terms of service and is generally defined as unsolicited, repeated actions that negatively impact other users with the general goal of drawing user attention to a given account, site, product or idea. This includes posting large numbers of unsolicited mentions of a user, duplicate Tweets, misleading links (e.g., to malware or “click-jacking” pages) or other false or misleading content, and aggressively following and un-following accounts, adding users to lists, sending invitations, Retweeting and liking Tweets to inappropriately attract attention. Our terms of service also prohibit the creation of serial or bulk accounts, both manually or using automation, for disruptive or abusive purposes, such as to tweet spam or to artificially inflate the popularity of users seeking to promote themselves on Twitter. Although we continue to invest resources to reduce spam on Twitter, we expect spammers will continue to seek ways to act inappropriately on our platform. In addition, we expect that increases in the number of users on our platform will result in increased efforts by spammers to misuse our platform. We continuously combat spam, including by suspending or terminating accounts we believe to be spammers and launching algorithmic changes focused on curbing abusive activities. Our actions to combat spam require the diversion of significant time and focus of our engineering team from improving our products and services. If spam increases on Twitter, this could hurt our reputation for delivering relevant content or reduce user growth and user engagement and result in continuing operational cost to us.

 We rely in part on application marketplaces and Internet search engines to drive traffic to our products and services, and if we fail to appear high up in the search results or rankings, traffic to our platform could decline and our business and operating results could be adversely affected.

We rely on application marketplaces, such as Apple’s App Store and Google’s Play, to drive downloads of our mobile applications. In the future, Apple, Google or other operators of application marketplaces may make changes to their marketplaces which make access to our products and services more difficult or limit our use of data to provide targeted advertising. We also depend in part on Internet search engines, such as Google, Apple Spotlight, Bing and Yahoo, to drive traffic to our website. For example, when a user types an inquiry into a search engine, we rely on a high organic search result ranking of our webpages in these search results to refer the user to our website. However, our ability to maintain high organic search result rankings is not within our control. Our competitors’ search engine optimization, or SEO, efforts may result in their websites receiving a higher search result page ranking than ours, or Internet search engines could revise their methodologies in a way that would adversely affect our search result rankings. If Internet search engines modify their search algorithms in ways that are detrimental to us, or if our competitors’ SEO efforts are more successful than ours, the growth in our user base could slow. Our website has experienced fluctuations in search result rankings in the past, and we anticipate similar fluctuations in the future. Any reduction in the number of users directed to our mobile applications or website through application marketplaces and search engines could harm our business and operating results.

More people are using devices other than personal computers to access the Internet and new platforms to produce and consume content, and we need to continue to promote the adoption of our mobile applications, and our business and operating results may be harmed if we are unable to do so.

The number of people who access the Internet through devices other than personal computers, including mobile phones, tablets, video game consoles and television set-top devices, has increased dramatically in the past few years. In the nine months ended September 30, 2017, 92% of our advertising revenue was generated from mobile devices. Since we generate a majority of our advertising revenue through users on mobile devices, we must continue to drive adoption of our mobile applications. However, in emerging markets like India and Pakistan, a significant portion of users use feature phones and communicate via SMS messaging, both of which have limited functionality and neither of which may be able to take full advantage of our products and services offered on smartphone or our website or desktop applications. In addition, mobile users frequently change or upgrade their mobile devices. Our business and operating results may be harmed if our users do not install our mobile application when they change or upgrade their mobile device. Although we generate the majority of our advertising revenue from ad engagements on mobile devices, certain of our products and services, including Promoted Trends and Promoted Accounts, receive less prominence on our mobile applications than they do on our desktop applications. This has in the past reduced, and may in the future continue to reduce, the amount of revenue we are able to generate from these products and services as users increasingly access our products and services through mobile and alternative devices. In addition, as new devices and platforms are continually being released, users may consume content in a manner that is more difficult to monetize. If we are unable to develop products and services that are compatible with new devices and platforms, or if we are unable to drive continued adoption of our mobile applications, our business and operating results may be harmed.

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impacted.

Acquisitions, divestitures and investments could disrupt our business and harm our financial condition and operating results.

Our success will depend, in part, on our ability to expand our products, product features and services, and grow our business in response to changing technologies, userdemands of people on Twitter and advertiser demands,our advertisers and competitive pressures. In some circumstances, we may determine to do so through the acquisition of complementary businesses and technologies rather than through internal development, including, for example, our acquisitions of Periscope, a live-streaming video mobile application, and MoPub, a mobile-focused advertising exchange; and TellApart, Inc., a marketing technology company providing retailers and e-commerce advertisers with unique retargeting capabilities.exchange. The identification of suitable acquisition candidates can be difficult, time-consuming and costly, and we may not be able to successfully complete identified acquisitions. The risks we face in connection with acquisitions include:

diversion of management time and focus from operating our business to addressing acquisition integration challenges;

retention of key employees from the acquired company;

cultural challenges associated with integrating employees from the acquired company into our organization;

integration of the acquired company’s accounting, management information, human resources and other administrative systems and processes;

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the need to implement or improve controls, procedures, and policies at a business that prior to the acquisition may have lacked effective controls, procedures and policies;

liability for activities of the acquired company before the acquisition, including intellectual property infringement claims, violations of laws, commercial disputes, tax liabilities and other known and unknown liabilities;

unanticipated write-offs or charges; and

litigation or other claims in connection with the acquired company, including claims from terminated employees, users, former stockholders or other third parties.

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 these acquisitions or investments, cause us to incur unanticipated liabilities, and harm our business generally. Future acquisitions could also result in dilutive issuances of our equity securities, the incurrence of debt, contingent liabilities, amortization expenses, incremental operating expenses or the impairment of goodwill, any of which could harmadversely impact our financial condition orand operating results.

We also make investments in privately-held companies in furtherance of our strategic objectives. We may not realize a return and may recognize a loss on such investments. Many of the instruments in which we invest are non-marketable at the time of our initial investment. Companies in which we invest range from early-stage companies still defining their strategic direction to more mature companies with established revenue streamsWe may not realize a return and business models. The success of our investment in any company is typically dependentmay recognize a loss on the availability to the company of additional funding on favorable terms, or a liquidity event, such as a public offering or acquisition. If any of the companies in which we invest decrease in value, we could lose all or part of our investment. For example, in the nine months ended September 30, 2017, we recorded a $62.4 million cost-method investment impairment charge relating to an investment in a privately-held company.

investments.

In certain cases, we have also divested or stopped investing in certain products. For instance, in January 2017, we divested certain assets related to our Fabric platform. In 2017, we also de-emphasized certain of our revenue products, including TellApart.products that we acquired. In these cases, we have needed to and we may in the future need to restructure operations, terminate employees and/or incur other expenses. We may not realize the expected benefits and cost savings of these actions and our operating results may be harmed.


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adversely impacted.

If we fail to maintain an effective system of disclosure controls and internal control over financial reporting, our ability to produce timely and accurate financial statements or comply with applicable regulations could be impaired.

As a public company, we are subject to the reporting requirements of the Securities Exchange Act of 1934, as amended, or the Exchange Act, the Sarbanes-Oxley Act of 2002, as amended, or the Sarbanes-Oxley Act, and the listing standards of the New York Stock Exchange. The Sarbanes-Oxley Act requires, among other things, that we maintain effective disclosure controls and procedures and internal control over financial reporting. In order to maintain and improve the effectiveness of our disclosure controls and procedures and internal control over financial reporting, we have expended, and anticipate that we will continue to expend, significant resources, including accounting-related costs and significant management oversight.

Any failure to develop or maintain effective controls, or any difficulties encountered in their implementation or improvement, could cause us to be subject to one or more investigations or enforcement actions by state or federal regulatory agencies, stockholder lawsuits or other adverse actions requiring us to incur defense costs, pay fines, settlements or judgments. Any such failures could also cause investors to lose confidence in our reported financial and other information, which would likely have a negative effect on the trading price of our common stock. In addition, if we are unable to continue to meet these requirements, we may not be able to remain listed on the New York Stock Exchange.

If currency exchange rates fluctuate substantially in the future,

Our debt obligations could adversely affect our operating results, which are reported in U.S. dollars, could be adversely affected.

Our international operations expose us to the effects of fluctuations in currency exchange rates. We incur expenses for employee compensation and other operating expenses at our international locations in the local currency, and accept payment from advertisers or data partners in currencies other than the U.S. dollar. Since we conduct business in currencies other than U.S. dollars but report our operating results in U.S. dollars, we face exposure to fluctuations in currency exchange rates. While we enter into foreign currency forward contracts with financial institutions to reduce the risk that our earnings may be adversely affected by the impact of exchange rate fluctuations on monetary assets or liabilities denominated in currencies other than the functional currency of a subsidiary, exchange rate fluctuations between the U.S. dollar and other currencies could have a material impact on our operating results.

Servicing our convertible senior notes may require a significant amount of cash, and we may not have sufficient cash flow or the ability to raise the funds necessary to satisfy our obligations under such notes, and our future debt may contain limitations on our ability to pay cash upon conversion or repurchase of such notes.

condition.

In 2014, we issued $935.0 million in aggregate principal amount of 0.25% convertible senior notes due 2019, or the 2019 Notes, and $954.0 million in aggregate principal amount of 1.00% convertible senior notes due 2021, or the 2021 Notes, and together with the 2019 Notes, the Notes, in private placements to qualified institutional buyers. In 2018, we issued an additional $1.15 billion in aggregate principal amount of 0.25% convertible senior notes due 2024, or the 2024 Notes, in a private placement to qualified institutional buyers. In December 2019, we issued $700.0 million in aggregate principal amount of 3.875% senior notes due 2027, which we refer to as the 2027 Notes. In March 2020, we issued $1.0 billion in aggregate principal amount of 0.375% convertible senior notes due 2025, or the 2025 Notes. We refer to the 2021 Notes, the 2024 Notes and the 2025 Notes as the Convertible Notes, and we refer to the Convertible Notes and the 2027 Notes as the Notes. As of September 30, 2017,2020, we had a total par value of $1.89$3.80 billion in aggregate principal amount of outstanding Notes.

Holders As of September 30, 2020, we also had an undrawn unsecured revolving credit facility providing for loans in the Notes will have the right under the indenture for the Notes to aggregate principal amount of $500.0 million.

Our debt obligations could adversely impact us. For example, these obligations could:
require us to repurchase all oruse a substantial portion of their notesour cash flow from operations to pay principal and interest on debt, including the Notes, or to repurchase our Notes when required upon the occurrence of a fundamentalcertain change beforeof control events or otherwise pursuant to the relevant maturity date, in each case at a repurchase price equal to 100% ofterms thereof, which will reduce the principal amount of the Notes, plus accruedcash flow available to fund working capital, capital expenditures, acquisitions, and unpaid interest, if any,other business activities;
require us to the fundamental change repurchase date. In addition, upon conversion of the Notes, unless we elect to deliver solelyuse cash and/or issue shares of our common stock to settle suchany conversion (other than paying cashobligations of the Convertible Notes;
result in lieucertain of delivering any fractional shares), we will be required to make cash payments in respect ofour debt instruments, including the Notes, being converted. Moreover, we willaccelerated or being deemed to be requiredin default if certain terms of default are triggered, such as applicable cross payment default and/or cross-acceleration provisions;
adversely impact our credit rating, which could increase future borrowing costs;
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limit our future ability to repayraise funds for capital expenditures, strategic acquisitions or business opportunities, and other general corporate requirements;
restrict our ability to create or incur liens and enter into sale-leaseback financing transactions;
increase our vulnerability to adverse economic and industry conditions;
with respect to indebtedness other than the notesNotes, increase our exposure to interest rate risk from variable rate indebtedness;
dilute our earnings per share as a result of the conversion provisions in cashthe Convertible Notes; and
place us at their maturity, unless earlier converted or repurchased.

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a competitive disadvantage compared to our less leveraged competitors.

Our ability to refinance the Notes, makemeet our payment obligations under our debt instruments depends on our ability to generate significant cash payments in connection with conversions of the Notes or repurchase the Notesflows in the event of a fundamental change will depend on market conditions and our future performance, whichfuture. This, to some extent, is subject to market, economic, financial, competitive, legislative, and regulatory factors as well as other factors that are beyond our control. We also may not use the cash we have raised through the issuance of the Notes in an optimally productive and profitable manner. However, since inception we have incurred significant operating losses and we historically had not beenThere can be no assurance that our business will generate cash flow positivefrom operations, or that additional capital will be available to us, in amounts sufficient to enable us to meet our debt payment obligations and to fund other liquidity needs. Additionally, events and circumstances may occur which would cause us to not be in the future. As a result, we may not have enough available cash or be able to obtain financingsatisfy applicable draw-down conditions and utilize our revolving credit facility. If we are unable to generate sufficient cash flows to service our debt payment obligations, we may need to refinance or restructure our debt, sell assets, reduce or delay capital investments, or seek to raise additional capital. If we are unable to implement one or more of these alternatives on commercially reasonable terms or at all, at the time we are required to make repurchases of notes surrendered therefor or pay cash with respect to notes being converted or at their maturity and our level of indebtedness could adversely affect our future operations by increasing our vulnerability to adverse changes in general economic and industry conditions and by limiting or prohibiting our ability to obtain additional financing for future capital expenditures, acquisitions and general corporate and other purposes. In addition, if we aremay be unable to make cash payments upon conversion of the Notes we would be required to issue significant amounts ofmeet our common stock,debt payment obligations, which would be dilutive to existing stockholders. If we do not have sufficient cash to repurchase the Notes following a fundamental change, we would be in default under the terms of the Notes, which could seriously harmmaterially and adversely impact our business. In addition, the terms of the Notes do not limit the amount of future indebtedness we may incur. If we incur significantly more debt, this could intensify the risks described above.

business, financial condition and operating results.

Our business is subject to the risks of earthquakes, fire, power outages, floods and other catastrophic events, and to interruption by man-made problems such as terrorism.

A significant natural disaster, such as the COVID-19 pandemic or an earthquake, fire, flood or significant power outage could have a material adverse impact on our business, operating results, and financial condition. For example, the COVID-19 pandemic has led to certain business disruptions as described in our other risk factors, including travel bans and restrictions, shelter-in-place orders and the postponement or cancellation or major events, which have adversely affected demand for our advertising products and the economy as a whole, and which may continue to have an adverse effect on our business, financial condition and operating results. Our headquarters and certain of our co-located data center facilities are located in the San Francisco Bay Area, a region known for seismic activity. Despite any precautions we may take, the occurrence of a natural disaster or other unanticipated problems at our data centers could result in lengthy interruptions in our services. In addition, acts of terrorism and other geo-political unrest could cause disruptions in our business. All of the aforementioned risks may be further increased if our disaster recovery plans prove to be inadequate. We have implemented a disaster recovery program, which allows us to move production to a back-up data center in the event of a catastrophe. Although this program is functional, we do not currently serve network traffic equally from each data center, so if our primary data center shuts down, there will be a period of time that our products or services, or certain of our products or services, will remain inaccessible to our users or our userspeople may experience severe issues accessing our products and services.

We do not carry business interruption insurance sufficient to compensate us for the potentially significant losses, including the potential harm to our business that may result from interruptions in our ability to provide our products and services.

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Any such natural disaster or man-made problem could adversely impact our business, financial condition and operating results.

We may have exposure to greater than anticipated tax liabilities, which could adversely impact our operating results.

Our income tax obligations are based in part on our corporate operating structure, including the manner in which we develop, value and use our intellectual property and the scope of our international operations. The tax laws applicable to our international business activities, including the laws of the United States and other jurisdictions, are subject to interpretation. The taxing authorities of the jurisdictions in which we operate may challenge our methodologies for valuing developed technology (or other intangible assets) or intercompany arrangements, which could increase our worldwide effective tax rate and harm our financial condition and operating results. On October 5, 2015, the Organization for Economic Cooperation and Development (OECD), an international association of thirty four countries, including the U.S. and UK, released the final reports from its Base Erosion and Profit Shifting (BEPS) Action Plans. The BEPS recommendations covered a number of issues, including country-by-country reporting, permanent establishment rules, transfer pricing rules and tax treaties. Future tax reform resulting from this development may result in changes to long-standing tax principles, which could adversely affect our effective tax rate or result in higher cash tax liabilities. We are subject to review and audit by U.S. federaltax authorities in the United States (federal and statestate), Ireland, and other foreign tax authorities.jurisdictions and the laws in those jurisdictions are subject to interpretation. Tax authorities may disagree with certainand challenge some of the positions we have taken and any adverse outcome of such a review oran audit could have a negative effect on our financial position and operating results. In addition, our future income taxes could be adversely affected by earnings being lower than anticipated in jurisdictions that have lower statutory tax rates and higher than anticipated in jurisdictions that have higher statutory tax rates, by changes in the valuation of our deferred tax assets and liabilities, or by changes in tax laws, regulations or accounting principles, as well as certain discrete items. Greater than anticipatedFor example, the legislation commonly referred to as the 2017 Tax Cuts and Jobs Act significantly affected U.S. tax expenses, or disputes withlaw by changing how U.S. income tax authorities,is assessed on multinational corporations. The U.S. Department of Treasury has issued and will continue to issue regulations and interpretive guidance that may significantly impact how we will apply the law and impact our results of operations.
In addition, the Organization for Economic Cooperation and Development (OECD) has published proposals covering a number of issues, including country-by-country reporting, permanent establishment rules, transfer pricing rules, tax treaties and taxation of the digital economy. Future tax reform resulting from this development may result in changes to long-standing tax principles, which could adversely affect our effective tax rate or result in higher cash tax liabilities. In 2018, the European Commission proposed a series of measures aimed at ensuring a fair and efficient taxation of digital businesses operating within the European Union. Some countries, in the European Union and beyond, have unilaterally moved to introduce their own digital services tax (DST) to capture tax revenue on digital services more immediately. Notably France, Italy, Austria, the United Kingdom, Turkey, India and Spain have enacted or will soon enact a digital tax. Such laws may increase our tax obligations in those countries or change the manner in which we operate our business.
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On June 7, 2019, the Ninth Circuit Court of Appeals issued a new opinion in the case of Altera Corp. v. Commissioner, which upheld Department of Treasury regulations which require related parties in an intercompany cost-sharing arrangement to share expenses related to stock-based compensation. We have prepared the consolidated financial statements consistent with this opinion. In February 2020, Altera Corp. filed a petition to appeal the decision with the Supreme Court of the United States. On June 22, 2020, the Supreme Court denied the petition. Subsequent to September 30, 2020 but prior to the filing of this Form 10-Q, we filed our 2019 US Federal Tax Return and included certain adjustments related to the decision of the Ninth Circuit Court of Appeals in the case of Altera Corp. v. Commissioner for which we previously recognized a reserve. As a result, our unrecognized tax benefits will decrease by $91.9 million with no impact our operating results.

to the effective tax rate in the fourth quarter of 2020.

If our goodwill or intangible assets become impaired, we may be required to record a significant charge to earnings.

Under generally accepted accounting principles in the United States, or GAAP, we review our intangible assets for impairment when events or changes in circumstances indicate the carrying value may not be recoverable. Goodwill is required to be tested for impairment at least annually. As of September 30, 2017, we had recorded a total of $1.24 billion of goodwill and intangible assets. An adverse change in market conditions or financial results, particularly if such change has the effect of changing one of our critical assumptions or estimates, could result in a change to the estimation of fair value that could result in an impairment charge to our goodwill or intangible assets. Any such material charges may have a material negativeand adverse impact on our operating results.

Our ability to use our net operating loss carryforwards and certain other tax attributes may be limited.

As of December 31, 2016,2019, we had U.S. federal net operating loss carryforwards of approximately $3.47$2.34 billion and state net operating loss carryforwards of approximately $1.41$1.26 billion. As of December 31, 2019, we had federal and state research and development credit carryforwards of $345.2 million and $264.8 million, respectively. Under Sections 382 and 383 of the Internal Revenue Code of 1986, as amended, or the Code, if a corporation undergoes an “ownership change,” the corporation’s ability to use its pre-change net operating loss carryforwards and other pre-change tax attributes, such as research tax credits, to offset its post-change income and taxes may be limited. In general, an “ownership change” occurs if there is a cumulative change in our ownership by “5% shareholders” that exceeds 50 percentage points over a rolling three-year period. Similar rules may apply under state tax laws. In the event that it is determined that we have in the past experienced an ownership change, or if we experience one or more ownership changes as a result ofin the future, transactions in our stock, then we may be limited in our ability to use our net operating loss carryforwards and other tax assets to reduce taxes owed on the net taxable income that we earn. Any such limitations on the ability to use our net operating loss carryforwards and other tax assets could adversely impact our business, financial condition and operating results.

Risks Related to Ownership of Our Common Stock

Anti-takeover provisions contained in our amended and restated certificate of incorporation and amended and restated bylaws, as well as provisions of Delaware law, could impair a takeover attempt.

Our amended and restated certificate of incorporation, amended and restated bylaws and Delaware law contain provisions which could have the effect of rendering more difficult, delaying, or preventing an acquisition deemed undesirable by our board of directors. Among other things, our amended and restated certificate of incorporation and amended and restated bylaws include provisions:

creating a classified board of directors whose members serve staggered three-year terms;

authorizing “blank check” preferred stock, which could be issued by our board of directors without stockholder approval and may contain voting, liquidation, dividend and other rights superior to our common stock;

limiting the liability of, and providing indemnification to, our directors and officers;

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limiting the ability of our stockholders to call and bring business before special meetings;

requiring advance notice of stockholder proposals for business to be conducted at meetings of our stockholders and for nominations of candidates for election to our board of directors; and

controlling the procedures for the conduct and scheduling of board of directors and stockholder meetings.

These provisions, alone or together, could delay or prevent hostile takeovers and changes in control or changes in our management.

As a Delaware corporation, we are also subject to provisions of Delaware law, including Section 203 of the Delaware General Corporation law, which prevents certain stockholders holding more than 15% of our outstanding common stock from engaging in certain business combinations without approval of the holders of at least two-thirds of our outstanding common stock not held by such 15% or greater stockholder.

Any provision of our amended and restated certificate of incorporation, amended and restated bylaws or Delaware law that has the effect of delaying, preventing or deterring a change in control could limit the opportunity for our stockholders to receive a premium for their shares of our common stock, and could also affect the price that some investors are willing to pay for our common stock.

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The market price of our common stock has been and will likely continue to be volatile, and you could lose all or part of your investment.

The market price of our common stock has been and may continue to be highly volatile in response to various factors, some of which are beyond our control. Since shares of our common stock were sold in our initial public offering in November 2013 at a price of $26.00 per share, the reported high and low sales prices of our common stock has ranged from $74.73 to $13.72, through September 30, 2017. In addition to the factors discussed in this “Risk Factors” section and elsewhere in this Quarterly Report on Form 10-Q, factors that could cause fluctuations in the market price of our common stock include the following:

price and volume fluctuations in the overall stock market from time to time;

time, including fluctuations due to general economic uncertainty or negative market sentiment, in particular related to the COVID-19 pandemic;

volatility in the market prices and trading volumes of technology stocks;

changes in operating performance and stock market valuations of other technology companies generally, or those in our industry in particular;

sales of shares of our common stock by us or our stockholders;

rumors and market speculation involving us or other companies in our industry;

failure of securities analysts to maintain coverage of us, changes in financial estimates by securities analysts who follow our company, or our failure to meet these estimates or the expectations of investors;

the financial or non-financial metric projections we may provide to the public, any changes in those projections or our failure to meet those projections;

announcements by us or our competitors of new products or services;

the public’s reaction to our press releases, other public announcements and filings with the SEC;

actual or anticipated changes in our operating results or fluctuations in our operating results;

actual or anticipated developments in our business, our competitors’ businesses or the competitive landscape generally;

our issuance of shares of our common stock, whether in connection with an acquisition or upon conversion of some or all of our outstanding Convertible Notes;

litigation or regulatory action involving us, our industry or both, or investigations by regulators into our operations or those of our competitors;

developments or disputes concerning our intellectual property or other proprietary rights;

announced or completed acquisitions of businesses or technologies by us or our competitors;

new laws or regulations or new interpretations of existing laws or regulations applicable to our business;

changes in accounting standards, policies, guidelines, interpretations or principles;

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any significant change in our management; and

general economic conditions and slow or negative growth of our markets.

In addition, in the past, following periods of volatility in the overall market and the market price of a particular company’s securities, securities class action litigation has often been instituted against these companies. Any securities litigation can result in substantial costs and a diversion of our management’s attention and resources. We are currently subject to securities litigation and may experience more such litigation following any future periods of volatility.



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The note hedge and warrant transactions may affect the value of our common stock.

Concurrently

Concurrent with the issuance of the 2021 Notes and 2024 Notes, we entered into note hedge transactions with certain financial institutions, which we refer to as the option counterparties. The note hedge transactions are generally expected to reduce the potential dilution upon any conversion of the 2021 Notes and 2024 Notes and/or offset any cash payments we are required to make in excess of the principal amount of converted with respect to the 2021 Notes or 2024 Notes, as the case may be. We also entered into warrant transactions with the option counterparties. However, the warrant transactions could separately have a dilutive effect to the extent that the market price of our common stock exceeds the applicable strike price of the warrants.

The option counterparties or their respective affiliates may modify their initial hedge positions by entering into or unwinding various derivatives contracts with respect to our common stock and/or purchasing or selling our common stock or other securities of ours in secondary market transactions prior to the maturity of the 2021 Notes and 2024 Notes, as applicable (and are likely to do so during any applicable observation period related to a conversion of the 2021 Notes and 2024 Notes, as applicable, or following any repurchase of the 2021 Notes and 2024 Notes, as applicable, by us on any fundamental change repurchase date or otherwise). This activity could cause or avoid an increase or a decrease in the market price of our common stock.

In addition, if any such convertible note hedge and warrant transactions fail to become effective, the option counterparties or their respective affiliates may unwind their hedge positions with respect to our common stock, which could adversely affect the value of our common stock.

If securities or industry analysts do not publish or cease publishing research or reports about us, our business or our market, or if they change their recommendations regarding our common stock adversely, the price of our common stock and trading volume could decline.

The trading market for our common stock is influenced, to some extent, by the research and reports that securities or industry analysts publish about us, our business, our industry, our market or our competitors. If any of the analysts who cover us change their recommendation regarding our common stock adversely, or provide more favorable relative recommendations about our competitors, the price of our common stock would likely decline. If any analysts who cover us were to cease coverage of our company or fail to regularly publish reports on us, we could lose visibility in the financial markets, which in turn could cause the price of our common stock or trading volume to decline.

We do not expect to declare any dividends in the foreseeable future.

We do not anticipate declaring any cash dividends to holders of our common stock in the foreseeable future. In addition, our credit facility contains restrictions on payments including payments of cash dividends. Consequently, investors may need to rely on sales of our common stock after price appreciation, which may never occur, as the only way to realize any future gains on their investment.

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Item

Item 6. EXHIBITS

The documents listed in the Exhibit Index of this Quarterly Report on Form 10-Q are incorporated by reference or are filed with this Quarterly Report on Form 10-Q, in each case as indicated therein (numbered in accordance with Item 601 of Regulation S-K).

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EXHIBIT INDEX

Exhibit

  

 

  

Incorporated by Reference

Number

  

Exhibit Description

  

Form

  

File No.

  

Exhibit

  

Filing Date

 

10.1

 

 

Offer Letter between Twitter and Ned D. Segal, dated as of July 11, 2017

 

 

8-K

 

 

001-36164

 

 

10.1

 

 

July 11, 2017

 

31.1

  

 

Certification of Chief Executive Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002.

  

 

  

 

  

 

  

 

 

31.2

  

 

Certification of Chief Financial Officer pursuant to Exchange Act Rules 13a-14(a) and 15d-14(a), as adopted pursuant to Section 302 of the Sarbanes-Oxley Act of 2002.

  

 

  

 

  

 

  

 

 

32.1†

  

 

Certifications of Chief Executive Officer and Chief Financial Officer pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the Sarbanes-Oxley Act of 2002.

  

 

  

 

  

 

  

 

 

101.INS

  

 

XBRL Instance Document.

  

 

  

 

  

 

  

 

 

101.SCH

  

 

XBRL Taxonomy Schema Linkbase Document.

  

 

  

 

  

 

  

 

 

101.CAL

  

 

XBRL Taxonomy Calculation Linkbase Document.

  

 

  

 

  

 

  

 

 

101.DEF

  

 

XBRL Taxonomy Definition Linkbase Document.

  

 

  

 

  

 

  

 

 

101.LAB

  

 

XBRL Taxonomy Labels Linkbase Document.

  

 

  

 

  

 

  

 

 

101.PRE

  

 

XBRL Taxonomy Presentation Linkbase Document.

  

 

  

 

  

 

  

 

Exhibit
Number
Exhibit DescriptionFormFile No.Incorporated by Reference
Exhibit
Filing Date
10.1
31.1
31.2
32.1†
101The certifications attached as Exhibit 32.1 that accompany thisfollowing financial statements from the Company’s Quarterly Report on Form 10-Q are deemed furnishedfor the quarter ended September 30, 2020, formatted in Inline XBRL: (i) Consolidated Balance Sheets, (ii) Consolidated Statements of Operations, (iii) Consolidated Statements of Comprehensive Income (Loss), (iv) Consolidated Statements of Stockholders’ Equity, (v) Consolidated Statements of Cash Flows, and not filed with the Securities(vi) Notes to Consolidated Financial Statements.
104Cover Page Interactive Data File (formatted as Inline XBRL and Exchange Commission and are not to be incorporated by reference into any filing of Twitter, Inc. 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 Quarterly Report on Form 10-Q, irrespective of any general incorporation language contained in such filing.

Exhibit 101)

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†     The certifications attached as Exhibit 32.1 that accompany this Quarterly Report on Form 10-Q, are deemed furnished and not filed with the Securities and Exchange Commission and are not to be incorporated by reference into any filing of Twitter, Inc. 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 Quarterly Report on Form 10-Q, irrespective of any general incorporation language contained in such filing
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SIGNATURES


SIGNATURES
Pursuant to the requirements of Section 13 or 15(d) of the Securities Exchange Act of 1934, the registrant has duly caused this Quarterly Report on Form 10-Q to be signed on its behalf by the undersigned, thereunto duly authorized.

TWITTER, INC.

TWITTER, INC.

Date: November 1, 2017

October 30, 2020

By:

/s/ Jack Dorsey

Jack Dorsey

Chief Executive Officer

(Principal Executive Officer)

Date: November 1, 2017

October 30, 2020

By:

/s/ Ned Segal

Ned Segal

Chief Financial Officer

(Principal Financial Officer)

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