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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
FORM 10-Q

QUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
For the quarterly period ended September 30, 20212022
or
TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934
Commission File Number 001-34257
ufcs-20220930_g1.gif
________________________
 UNITED FIRE GROUP INC.
(Exact name of registrant as specified in its charter)
Iowa 45-2302834
(State of incorporation) (I.R.S. Employer Identification No.)
118 Second Avenue SE
Cedar RapidsIowa
52401
(Address of principal executive offices) (Zip Code)
Registrant's telephone number, including area code: (319) 399-5700
Securities Registered Pursuant to Section 12(b) of the Exchange Act of 1934:
Title of each classTrading SymbolName of each exchange on which registered
Common Stock, $0.001 par valueUFCSThe NASDAQ Global Select Market
Indicate by check mark whether the registrant: (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes No

Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes No
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of "large accelerated filer," "accelerated filer," "smaller reporting company," and "emerging growth company" in Rule 12b-2 of the Exchange Act:
Large accelerated filerAccelerated filerNon-accelerated filerSmaller 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

As of November 1, 2021,2022, 25,197,357 shares 25,080,923 shares of common stock were outstanding.


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United Fire Group, Inc.
Index to Quarterly Report on Form 10-Q
September 30, 20212022
 Page
 
 
 


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FORWARD-LOOKING INFORMATION
This report may contain forward-looking statements about our operations, anticipated performance and other similar matters. The Private Securities Litigation Reform Act of 1995 provides a safe harbor under the Securities Act of 1933 (the "Securities Act") and the Securities Exchange Act of 1934, as amended (the "Exchange Act"), for forward-looking statements. The forward-looking statements are not historical facts and involve risks and uncertainties that could cause actual results to differ from those expected and/or projected. Such forward-looking statements are based on current expectations, estimates, forecasts and projections about United Fire Group, Inc. ("UFG," the "Registrant," the "Company," "we," "us," or "our"), the industry in which we operate, and beliefs and assumptions made by management. Words such as "expect(s)," "anticipate(s)," "intend(s)," "plan(s)," "believe(s)," "continue(s)," "seek(s)," "estimate(s)," "goal(s)," "remain(s) optimistic," "target(s)," "forecast(s)," "project(s)," "predict(s)," "should," "could," "may," "will," "might," "hope," "can" and other words and terms of similar meaning or expression in connection with a discussion of future operations, financial performance or financial condition, are intended to identify forward-looking statements. See Part I, Item 1A "Risk Factors" in our Annual Report on Form 10-K for the year ended December 31, 20202021 and in our other filings with the Securities and Exchange Commission ("SEC") for more information concerning factors that could cause actual results to differ materially from those in the forward-looking statements.
Risks and uncertainties that may affect the actual financial condition and results of the Company include, but are not limited to, the following:
The frequencyOur ability to effectively underwrite and severity of claims, including thoseadequately price insured risks;
Risks related to catastrophe losses andour investment portfolio that could negatively affect our profitability;
General macroeconomic conditions, interest rate risk, the impact those claims have on our loss reserve adequacy; the occurrence of catastrophic events, including international events, significant severe weather conditions, climate change, acts of terrorism, acts of warinflation and pandemics, including the ongoing impact of the novel coronavirus (COVID-19) pandemic (including the emergence of variant strains);changes in governmental regulations and monetary policy;
The adequacy of our reserves for property and casualty insurance losses and loss settlement expenses;
Geographic concentration risk in our property and casualty insurance business;
The potential disruption of our operations and reputation dueproperties we insure are exposed to unauthorized data access, cyber-attacks or cyber-terrorism and other security breaches;various natural perils that can give rise to significant claims costs;
Developments in general economic conditions, domesticChanging weather patterns and globalclimate change add to the unpredictability, frequency and severity of catastrophe losses and may adversely affect our results of operations, liquidity and financial markets, interest rates and other-than-temporary impairment losses that could affect the performance of our investment portfolio;condition;
Litigation or regulatory actions that could require us to pay significant damages, fines or penalties or change the way we do business;
Our ability to effectively underwrite and adequately price insured risks;
Changes in industry trends, an increase in competition and significant industry developments;
Lowering of one or more of the financial strength ratings of our operating subsidiaries or our issuer credit ratings and the adverse impact such action may have on our premium writings, policy retention, profitability and liquidity;
We may be unable to attract, retain or effectively manage the succession of key personnel;
The risk of not being able to predict the rising cost of insurance claims resulting from changing societal expectations that lead to increasing litigation, broader definitions of liability, broader contract interpretations, more plaintiff-friendly legal decisions and larger compensatory jury awards;
The potential disruption of our operations and reputation due to unauthorized data access, cyber-attacks or cyber-terrorism and other security breaches;
The impact of the COVID-19 pandemic, and the emergence of variant strains, on our business, financial conditions, results of operations, and liquidity;
The adequacy of our reserves for property and casualty insurance losses and loss settlement expenses;
Competitive, legal, regulatory or tax changes that affect the distribution cost or demand for our products through our independent agent/agency distribution network; and
Governmental actions, policies and regulations, including, but not limited to, domestic health care reform, financial services regulatory reform, the Coronavirus Aid, Relief, and Economic Security Act ("CARES Act")(CARES Act) and other federal stimulus relief legislation, corporate governance, new laws or regulations or court decisions interpreting existing laws and regulations or policy provisions; changes in laws, regulations and stock exchange requirements relating to corporate governance and the cost of compliance;
Our relationship with and the financial strength of our reinsurers; and
Competitive, legal, regulatory or tax changes that affect the distribution cost or demand for our products through our independent agent/agency distribution network.compliance.
These are representative of the risks, uncertainties, and assumptions that could cause actual outcomes and results to differ materially from what is expressed in forward-looking statements. Readers are cautioned not to place undue reliance on these forward-looking statements, which speak only as of the date of this report or as of the date they are made. Except as required under the federal securities laws and the rules and regulations of the SEC, we do not have
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reliance on these forward-looking statements, which speak only as of the date of this report or as of the date they are made. Except as required under the federal securities laws and the rules and regulations of the SEC, we do not have any intention or obligation to update publicly any forward-looking statements, whether as a result of new information, future events, or otherwise.
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PART I — FINANCIAL INFORMATION
ITEM 1. FINANCIAL STATEMENTS
United Fire Group, Inc.
Consolidated Balance Sheets
(In Thousands, Except Share Data)(In Thousands, Except Share Data)September 30,
2021
 December 31,
2020
(In Thousands, Except Share Data)September 30,
2022
 December 31,
2021
(unaudited)  (unaudited) 
ASSETSASSETS ASSETS 
Investments 
Investments:Investments: 
Fixed maturitiesFixed maturities Fixed maturities 
Available-for-sale, at fair value (amortized cost $1,655,228 in 2021 and $1,720,291 in 2020; allowance for credit losses $— in 2021 and $5 in 2020)$1,727,601  $1,825,438 
Available-for-sale, at fair value (amortized cost $1,681,752 in 2022 and $1,656,797 in 2021)Available-for-sale, at fair value (amortized cost $1,681,752 in 2022 and $1,656,797 in 2021)$1,547,061  $1,719,790 
Equity securities at fair value (cost $81,797 in 2021 and $49,085 in 2020)200,876 206,685 
Equity securities at fair value (cost $75,292 in 2022 and $84,605 in 2021)Equity securities at fair value (cost $75,292 in 2022 and $84,605 in 2021)149,505 213,401 
Mortgage loansMortgage loans47,325  47,690 Mortgage loans46,757  47,201 
Less: allowance for mortgage loan lossesLess: allowance for mortgage loan losses71  76 Less: allowance for mortgage loan losses65  71 
Mortgage loans, netMortgage loans, net47,254 47,614 Mortgage loans, net46,692 47,130 
Other long-term investmentsOther long-term investments80,162  69,305 Other long-term investments79,917  84,090 
Short-term investments available-for-sale, at fair value (amortized cost $175 in 2021 and $175 in 2020)175  175 
2,056,068  2,149,217 
Short-term investmentsShort-term investments275  275 
Total investmentsTotal investments1,823,450  2,064,686 
Cash and cash equivalentsCash and cash equivalents132,772  87,948 Cash and cash equivalents53,017  132,104 
Accrued investment incomeAccrued investment income13,947  14,615 Accrued investment income15,169  13,396 
Premiums receivable (net of allowance for doubtful accounts of $894 in 2021 and $687 in 2020)325,072  317,292 
Premiums receivable (net of allowance for doubtful accounts of $1,082 in 2022 and $781 in 2021)Premiums receivable (net of allowance for doubtful accounts of $1,082 in 2022 and $781 in 2021)374,341  316,771 
Deferred policy acquisition costsDeferred policy acquisition costs95,060  87,094 Deferred policy acquisition costs106,376  91,446 
Property and equipment (primarily land and buildings, at cost, less accumulated depreciation of $58,709 in 2021 and $55,141 in 2020)136,196  129,874 
Reinsurance receivables and recoverables (net of allowance for credit losses of $98 in 2021 and $190 in 2020)121,290  160,540 
Property and equipment (primarily land and buildings, at cost, less accumulated depreciation of $61,790 in 2022 and $60,142 in 2021)Property and equipment (primarily land and buildings, at cost, less accumulated depreciation of $61,790 in 2022 and $60,142 in 2021)133,064  137,702 
Reinsurance receivables and recoverables (net of allowance for credit losses of $76 in 2022 and $102 in 2021)Reinsurance receivables and recoverables (net of allowance for credit losses of $76 in 2022 and $102 in 2021)155,960  127,815 
Prepaid reinsurance premiumsPrepaid reinsurance premiums9,312  12,965 Prepaid reinsurance premiums12,142  9,328 
Intangible assetsIntangible assets6,211 6,743 Intangible assets5,502 6,034 
Deferred tax assetDeferred tax asset25,983 — 
Income taxes receivableIncome taxes receivable69,074 66,194 Income taxes receivable39,593 32,378 
Other assetsOther assets45,652  37,196 Other assets74,303  81,061 
TOTAL ASSETSTOTAL ASSETS$3,010,654  $3,069,678 TOTAL ASSETS$2,818,900  $3,012,721 
LIABILITIES AND STOCKHOLDERS’ EQUITYLIABILITIES AND STOCKHOLDERS’ EQUITY LIABILITIES AND STOCKHOLDERS’ EQUITY 
LiabilitiesLiabilities Liabilities 
Losses and loss settlement expensesLosses and loss settlement expenses$1,567,650  $1,578,131 Losses and loss settlement expenses$1,464,508  $1,514,265 
Unearned premiumsUnearned premiums458,931  464,845 Unearned premiums488,293  439,733 
Accrued expenses and other liabilitiesAccrued expenses and other liabilities101,447  126,624 Accrued expenses and other liabilities115,304  102,849 
Long term debtLong term debt50,000 50,000 Long term debt50,000 50,000 
Deferred tax liabilityDeferred tax liability18,097  24,929 Deferred tax liability  26,753 
TOTAL LIABILITIESTOTAL LIABILITIES$2,196,125  $2,244,529 TOTAL LIABILITIES$2,118,105  $2,133,600 
Stockholders’ EquityStockholders’ Equity Stockholders’ Equity 
Common stock, $0.001 par value; authorized 75,000,000 shares; 25,080,923 and 25,055,479 shares issued and outstanding in 2021 and 2020, respectively$25  $25 
Common stock, $0.001 par value; authorized 75,000,000 shares; 25,191,414 and 25,082,104 shares issued and outstanding in 2022 and 2021, respectivelyCommon stock, $0.001 par value; authorized 75,000,000 shares; 25,191,414 and 25,082,104 shares issued and outstanding in 2022 and 2021, respectively$25  $25 
Additional paid-in capitalAdditional paid-in capital203,014  202,359 Additional paid-in capital206,811  203,375 
Retained earningsRetained earnings567,411  555,854 Retained earnings604,469  621,384 
Accumulated other comprehensive income, net of taxAccumulated other comprehensive income, net of tax44,079  66,911 Accumulated other comprehensive income, net of tax(110,510) 54,337 
TOTAL STOCKHOLDERS’ EQUITYTOTAL STOCKHOLDERS’ EQUITY$814,529  $825,149 TOTAL STOCKHOLDERS’ EQUITY$700,795  $879,121 
TOTAL LIABILITIES AND STOCKHOLDERS’ EQUITYTOTAL LIABILITIES AND STOCKHOLDERS’ EQUITY$3,010,654  $3,069,678 TOTAL LIABILITIES AND STOCKHOLDERS’ EQUITY$2,818,900  $3,012,721 
The Notes to unaudited Consolidated Financial Statements are an integral part of these statements.
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United Fire Group, Inc.
Consolidated Statements of Income and Comprehensive Income (Unaudited)
Three Months Ended September 30,Nine Months Ended September 30,
(In Thousands, Except Share Data)2022 202120222021
Revenues   
Net premiums earned$238,256  $238,909 $703,746 $722,837 
Investment income, net of investment expenses11,606  11,571 32,062 42,447 
Net investment gains (losses) (includes reclassifications for net unrealized investment gains (losses) on available-for-sale securities of $(1,079) and $(1,478) in 2022 and $214 and $(453) in 2021; previously included in accumulated other comprehensive income (loss))(14,250)(2,269)(35,647)28,243 
Other income (loss)(39) 332 (38)163 
Total revenues$235,573  $248,543 $700,123 $793,690 
Benefits, Losses and Expenses  
Losses and loss settlement expenses$182,411  $175,444 $464,295 $533,981 
Amortization of deferred policy acquisition costs53,107  51,261 156,116 150,533 
Other underwriting expenses (includes reclassifications for employee benefit costs of $900 and $2,700 in 2022 and $1,586 and $4,899 in 2021; previously included in accumulated other comprehensive income (loss))30,487  35,468 87,885 82,236 
Interest expense797 797 2,391 2,391 
Total benefits, losses and expenses$266,802  $262,970 $710,687 $769,141 
Income (loss) before income taxes$(31,229) $(14,427)$(10,564)$24,549 
Federal income tax expense (benefit) (includes reclassifications of $416 and $877 in 2022 and $285 and $1,122 in 2021; previously included in accumulated other comprehensive income (loss))(8,248) (4,834)(5,475)1,690 
Net Income (loss)$(22,981)$(9,593)$(5,089)$22,859 
Other comprehensive income (loss)
Change in net unrealized appreciation on investments$(65,415) $(12,230)$(199,071) $(33,231)
Change in liability for underfunded employee benefit plans(4,591)(3,765)(13,774)(1,025)
Other comprehensive income (loss), before tax and reclassification adjustments$(70,006) $(15,995)$(212,845) $(34,256)
Income tax effect14,701  3,359 44,697  7,194 
Other comprehensive income (loss), after tax, before reclassification adjustments$(55,305) $(12,636)$(168,148) $(27,062)
Reclassification adjustment for net investment losses included in income$1,079  $(214)$1,478  $453 
Reclassification adjustment for employee benefit costs included in expense900  1,586 2,700  4,899 
Total reclassification adjustments, before tax$1,979 $1,372 $4,178 $5,352 
Income tax effect(416)(285)(877)(1,122)
Total reclassification adjustments, after tax$1,563 $1,087 $3,301 $4,230 
Comprehensive income (loss)$(76,723) $(21,142)$(169,936) $27 
Diluted weighted average common shares outstanding25,188,958  25,092,167 25,146,318 25,427,318 
Earnings per common share:
Basic$(0.91)$(0.38)$(0.20)$0.91 
Diluted(0.91)(0.38)(0.20)0.90 
Three Months Ended September 30,Nine Months Ended September 30,
(In Thousands, Except Share Data)2021 202020212020
Revenues   
Net premiums earned$238,909  $259,061 $722,837 $791,519 
Investment income, net of investment expenses11,571  7,244 42,447 22,303 
Net realized investment gains (losses) (includes reclassifications for net unrealized investment gains/(losses) on available-for-sale securities of $214 and $(453) in 2021 and $54 and $13 in 2020; previously included in accumulated other comprehensive income)(2,269)15,212 28,243 (62,416)
Other income (loss)332  604 163 6,323 
Total revenues$248,543  $282,121 $793,690 $757,729 
Benefits, Losses and Expenses  
Losses and loss settlement expenses$175,444  $234,693 $533,981 $626,169 
Amortization of deferred policy acquisition costs51,261  52,095 150,533 158,440 
Other underwriting expenses (includes reclassifications for employee benefit costs of $1,586 and $4,899 in 2021 and $1,072 and $3,217 in 2020; previously included in accumulated other comprehensive income)35,468  35,470 82,236 114,020 
Goodwill impairment 15,091  15,091 
Interest Expense797 — 2,391 — 
Total benefits, losses and expenses$262,970  $337,349 $769,141 $913,720 
Income (loss) before income taxes$(14,427) $(55,228)$24,549 $(155,991)
Federal income tax expense (benefit) (includes reclassifications of $285 and $1,122 in 2021 and $213 and $672 in 2020; previously included in accumulated other comprehensive income)(4,834) (17,987)1,690 (52,176)
Net Income (loss)$(9,593)$(37,241)$22,859 $(103,815)
Other comprehensive income (loss)
Change in net unrealized appreciation on investments$(12,230) $4,116 $(33,231) $44,586 
Change in liability for underfunded employee benefit plans(3,765)— (1,025)— 
Other comprehensive income (loss), before tax and reclassification adjustments$(15,995) $4,116 $(34,256) $44,586 
Income tax effect3,359  (864)7,194  (9,363)
Other comprehensive income (loss), after tax, before reclassification adjustments$(12,636) $3,252 $(27,062) $35,223 
Reclassification adjustment for net realized investment losses included in income$(214) $(54)$453  $(13)
Reclassification adjustment for employee benefit costs included in expense1,586  1,072 4,899  3,217 
Total reclassification adjustments, before tax$1,372 $1,018 $5,352 $3,204 
Income tax effect(285)(213)(1,122)(672)
Total reclassification adjustments, after tax$1,087 $805 $4,230 $2,532 
Comprehensive income (loss)$(21,142) $(33,184)$27  $(66,060)
Diluted weighted average common shares outstanding25,092,167  25,031,234 25,427,318 25,023,401 
Earnings (loss) per common share:
Basic$(0.38)$(1.49)$0.91 $(4.15)
Diluted(0.38)(1.49)0.90 (4.15)
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The Notes to unaudited Consolidated Financial Statements are an integral part of these statements.
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United Fire Group, Inc.
Consolidated Statement of Stockholders’ Equity (Unaudited)

Common StockCommon Stock
(In Thousands, Except Share Data)(In Thousands, Except Share Data)Shares outstandingCommon stockAdditional paid-in capitalRetaining EarningsAccumulated other comprehensive incomeTotal(In Thousands, Except Share Data)Shares outstandingCommon stockAdditional paid-in capitalRetaining EarningsAccumulated other comprehensive incomeTotal
  
Balance, January 1, 202125,055,479 $25 $202,359 $555,854 $66,911 $825,149 
Balance, January 1, 2022Balance, January 1, 202225,082,104 $25 $203,375 $621,384 $54,337 $879,121 
Net incomeNet income   18,702  18,702 Net income   28,349  28,349 
Shares repurchased(207) (7)  (7)
Stock based compensationStock based compensation64,583  522   522 Stock based compensation37,140  631   631 
Dividends on common stock ($0.15 per share)Dividends on common stock ($0.15 per share)   (3,767) (3,767)Dividends on common stock ($0.15 per share)   (3,767) (3,767)
Change in net unrealized investment appreciation (depreciation)(1)
Change in net unrealized investment appreciation (depreciation)(1)
    (65,793)(65,793)
Change in liability for underfunded employee benefit plans(2)
Change in liability for underfunded employee benefit plans(2)
    (2,916)(2,916)
Balance, March 31, 2022Balance, March 31, 202225,119,244 $25 $204,006 $645,966 $(14,372)$835,625 
Net income (loss)Net income (loss) $ $ $(10,457)$ $(10,457)
Stock based compensationStock based compensation67,404  2,159   2,159 
Dividends on common stock ($0.16 per share)Dividends on common stock ($0.16 per share)   (4,028) (4,028)
Change in net unrealized investment appreciation (depreciation)(1)
Change in net unrealized investment appreciation (depreciation)(1)
    (39,480)(39,480)
Change in liability for underfunded employee benefit plans(2)
Change in liability for underfunded employee benefit plans(2)
    (2,916)(2,916)
Balance, June 30, 2022Balance, June 30, 202225,186,648 $25 $206,165 $631,481 $(56,768)$780,903 
Net income (loss)Net income (loss) $ $ $(22,981)$ $(22,981)
Stock based compensationStock based compensation4,766  646   646 
Dividends on common stock ($0.16 per share)Dividends on common stock ($0.16 per share)   (4,031) (4,031)
Change in net unrealized investment appreciation(1)
Change in net unrealized investment appreciation(1)
    (23,456)(23,456)
Change in net unrealized investment appreciation(1)
    (50,826)(50,826)
Change in liability for underfunded employee benefit plans(2)
Change in liability for underfunded employee benefit plans(2)
    6,456 6,456 
Change in liability for underfunded employee benefit plans(2)
    (2,916)(2,916)
Balance, March 31, 202125,119,855 $25 $202,874 $570,789 $49,911 $823,599 
Net income $ $ $13,750 $ $13,750 
Shares repurchased(31,027) (1,000)  (1,000)
Stock based compensation28,512  1,180   1,180 
Dividends on common stock ($0.15 per share)   (3,772) (3,772)
Change in net unrealized investment appreciation(1)
    7,391 7,391 
Change in liability for underfunded employee benefit plans(2)
    (1,674)(1,674)
Balance, June 30, 202125,117,340 $25 $203,054 $580,767 $55,628 $839,474 
Net income (loss) $ $ $(9,593)$ $(9,593)
Shares repurchased(36,417) (1,001)  (1,001)
Stock based compensation  960   960 
Dividends on common stock ($0.15 per share)   (3,763) (3,763)
Change in net unrealized investment appreciation(1)
    (9,828)(9,828)
Change in liability for underfunded employee benefit plans(2)
    (1,721)(1,721)
Balance, September 30, 202125,080,923 $25 $203,014 $567,411 $44,079 $814,529 
Balance, September 30, 2022Balance, September 30, 202225,191,414 $25 $206,811 $604,469 $(110,510)$700,795 
(1)The change in net unrealized appreciation (depreciation) is net of reclassification adjustments and income taxes.
(2)The change in liability for underfunded employee benefit plans is net of reclassification adjustments and income taxes.
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Common StockCommon Stock
(In Thousands, Except Share Data)(In Thousands, Except Share Data)Shares outstandingCommon stockAdditional paid-in capitalRetaining EarningsAccumulated other comprehensive incomeTotal(In Thousands, Except Share Data)Shares outstandingCommon stockAdditional paid-in capitalRetaining EarningsAccumulated other comprehensive incomeTotal
  
Balance, January 1, 202025,015,963 $25 $200,179 $697,116 $13,152 $910,472 
Balance, January 1, 2021Balance, January 1, 202125,055,479 $25 $202,359 $555,854 $66,911 $825,149 
Net incomeNet income— — — 18,702 — 18,702 
Shares repurchasedShares repurchased(207)— (7)— — (7)
Stock based compensationStock based compensation64,583 — 522 — — 522 
Dividends on common stock $0.15 per share)Dividends on common stock $0.15 per share)— — — (3,767)— (3,767)
Change in net unrealized investment appreciation (depreciation)(1)
Change in net unrealized investment appreciation (depreciation)(1)
— — — — (23,456)(23,456)
Change in liability for underfunded employee benefit plans(2)
Change in liability for underfunded employee benefit plans(2)
— — — — 6,456 6,456 
Balance, March 31, 2021Balance, March 31, 202125,119,855 $25 $202,874 $570,789 $49,911 $823,599 
Net incomeNet income— $— $— $13,750 $— $13,750 
Shares repurchasedShares repurchased(31,027)— (1,000)— — (1,000)
Stock based compensationStock based compensation28,512 — 1,180 — — 1,180 
Dividends on common stock $0.15 per share)Dividends on common stock $0.15 per share)— — — (3,772)— (3,772)
Change in net unrealized investment appreciation(1)
Change in net unrealized investment appreciation(1)
— — — — 7,391 7,391 
Change in liability for underfunded employee benefit plans(2)
Change in liability for underfunded employee benefit plans(2)
— — — — (1,674)(1,674)
Balance, June 30, 2021Balance, June 30, 202125,117,340 $25 $203,054 $580,767 $55,628 $839,474 
Net income (loss)Net income (loss)— — — (72,534)— (72,534)Net income (loss)$— $— $— $(9,593)$— $(9,593)
Shares repurchasedShares repurchased(70,467)— (2,741)— — (2,741)Shares repurchased(36,417)— (1,001)— — (1,001)
Stock based compensationStock based compensation70,597 — 879 — — 879 Stock based compensation— — 960 — — 960 
Dividends on common stock $0.33 per share)— — — (8,249)— (8,249)
Change in net unrealized investment appreciation(1)
— — — — 4,500 4,500 
Change in liability for underfunded employee benefit plans(2)
— — — — 847 847 
Cumulative effect of change in accounting principle— — — (30)— (30)
Balance, March 31, 202025,016,093 $25 $198,317 $616,303 $18,499 $833,144 
Net income— $— $— $5,960 $— $5,960 
Stock based compensation15,141 — 1,479 — — 1,479 
Dividends on common stock $0.33 per share)— — — (8,267)— (8,267)
Dividends on common stock $0.15 per share)Dividends on common stock $0.15 per share)— — — (3,763)— (3,763)
Change in net unrealized investment appreciation(1)
Change in net unrealized investment appreciation(1)
— — — — 27,504 27,504 
Change in net unrealized investment appreciation(1)
— — — — (9,828)(9,828)
Change in liability for underfunded employee benefit plans(2)
Change in liability for underfunded employee benefit plans(2)
— — — — 847 847 
Change in liability for underfunded employee benefit plans(2)
— — — — (1,721)(1,721)
Balance, June 30, 202025,031,234 $25 $199,796 $613,996 $46,850 $860,667 
Net income (loss)$— $— $— $(37,241)$— $(37,241)
Stock based compensation— — 1,053 — — 1,053 
Dividends on common stock $0.33 per share)— — — (8,254)— (8,254)
Change in net unrealized investment appreciation(1)
— — — — 3,209 3,209 
Change in liability for underfunded employee benefit plans(2)
— — — — 848 848 
Balance, September 30, 202025,031,234 $25 $200,849 $568,501 $50,907 $820,282 
Balance, September 30, 2021Balance, September 30, 202125,080,923 $25 $203,014 $567,411 $44,079 $814,529 
(1)The change in net unrealized appreciation (depreciation) is net of reclassification adjustments and income taxes.
(2)The change in liability for underfunded employee benefit plans is net of reclassification adjustments and income taxes.
The Notes to unaudited Consolidated Financial Statements are an integral part of these statements.


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United Fire Group, Inc.
Consolidated Statements of Cash Flows (Unaudited)
Nine Months Ended September 30,Nine Months Ended September 30,
(In Thousands)(In Thousands)2021 2020(In Thousands)2022 2021
Cash Flows From Operating ActivitiesCash Flows From Operating Activities Cash Flows From Operating Activities 
Net income (loss)$22,859  $(103,815)
Net incomeNet income$(5,089) $22,859 
Adjustments to reconcile net income to net cash provided by (used in) operating activitiesAdjustments to reconcile net income to net cash provided by (used in) operating activities Adjustments to reconcile net income to net cash provided by (used in) operating activities 
Net accretion of bond premiumNet accretion of bond premium10,546  7,719 Net accretion of bond premium6,969  10,546 
Depreciation and amortizationDepreciation and amortization4,887  5,009 Depreciation and amortization8,079  4,887 
Goodwill impairment 15,091 
Stock-based compensation expenseStock-based compensation expense3,074  3,979 Stock-based compensation expense2,590  3,074 
Net realized investment (gains) losses(28,243) 62,416 
Net investment (gains) lossesNet investment (gains) losses35,647  (28,243)
Net cash flows from equity and trading investmentsNet cash flows from equity and trading investments34,504  37,552 Net cash flows from equity and trading investments29,725  34,504 
Deferred income tax benefit248  (21,824)
Deferred income tax expense (benefit)Deferred income tax expense (benefit)(9,224) 248 
Changes in:Changes in: Changes in: 
Accrued investment incomeAccrued investment income668  154 Accrued investment income(1,773) 668 
Premiums receivablePremiums receivable(7,780) 5,482 Premiums receivable(57,570) (7,780)
Deferred policy acquisition costsDeferred policy acquisition costs(7,966) 69 Deferred policy acquisition costs(14,930) (7,966)
Reinsurance receivablesReinsurance receivables39,250  (127,551)Reinsurance receivables(28,145) 39,250 
Prepaid reinsurance premiumsPrepaid reinsurance premiums3,653  (2,734)Prepaid reinsurance premiums(2,814) 3,653 
Income taxes receivableIncome taxes receivable(2,880) (38,198)Income taxes receivable(7,215) (2,880)
Other assetsOther assets(8,456) (11,616)Other assets6,758  (8,456)
Losses and loss settlement expensesLosses and loss settlement expenses(10,481) 133,329 Losses and loss settlement expenses(49,757) (10,481)
Unearned premiumsUnearned premiums(5,914) (5,432)Unearned premiums48,560  (5,914)
Accrued expenses and other liabilitiesAccrued expenses and other liabilities(21,348) 4,593 Accrued expenses and other liabilities1,403  (21,348)
Deferred income taxesDeferred income taxes(1,009) 7,713 Deferred income taxes  (1,009)
Other, netOther, net(7,424) 15,196 Other, net6,993  (7,424)
Cash from operating activitiesCash from operating activities(4,671)90,947 Cash from operating activities(24,704)(4,671)
Net cash provided by (used in) operating activitiesNet cash provided by (used in) operating activities$18,188  $(12,868)Net cash provided by (used in) operating activities$(29,793) $18,188 
Cash Flows From Investing ActivitiesCash Flows From Investing Activities Cash Flows From Investing Activities 
Proceeds from sale of available-for-sale investmentsProceeds from sale of available-for-sale investments$170,637  $16,907 Proceeds from sale of available-for-sale investments$83,409  $170,637 
Proceeds from call and maturity of available-for-sale investmentsProceeds from call and maturity of available-for-sale investments214,702  239,438 Proceeds from call and maturity of available-for-sale investments145,618  214,702 
Proceeds from sale of other investmentsProceeds from sale of other investments3,616  5,391 Proceeds from sale of other investments3,243  3,616 
Purchase of investments in mortgage loansPurchase of investments in mortgage loans  (5,564)Purchase of investments in mortgage loans(103) — 
Purchase of investments available-for-salePurchase of investments available-for-sale(331,644)(216,001)Purchase of investments available-for-sale(262,359)(331,644)
Purchase of other investmentsPurchase of other investments(6,021) (4,829)Purchase of other investments(5,447) (6,021)
Net purchases and sales of property and equipmentNet purchases and sales of property and equipment(10,932) (15,506)Net purchases and sales of property and equipment(2,675) (10,932)
Net cash provided by investing activities$40,358 $19,836 
Net cash provided by (used in) investing activitiesNet cash provided by (used in) investing activities$(38,314)$40,358 
Cash Flows From Financing ActivitiesCash Flows From Financing Activities Cash Flows From Financing Activities 
Issuance of common stockIssuance of common stock$(412)$(568)Issuance of common stock$846 $(412)
Repurchase of common stockRepurchase of common stock(2,008)(2,741)Repurchase of common stock (2,008)
Payment of cash dividendsPayment of cash dividends(11,302)(24,777)Payment of cash dividends(11,826)(11,302)
Net cash used in financing activitiesNet cash used in financing activities$(13,722)$(28,086)Net cash used in financing activities$(10,980)$(13,722)
Net Change in Cash and Cash EquivalentsNet Change in Cash and Cash Equivalents$44,824  $(21,118)Net Change in Cash and Cash Equivalents$(79,087) $44,824 
Cash and Cash Equivalents at Beginning of PeriodCash and Cash Equivalents at Beginning of Period87,948 120,722 Cash and Cash Equivalents at Beginning of Period132,104 87,948 
Cash and Cash Equivalents at End of PeriodCash and Cash Equivalents at End of Period$132,772 $99,604 Cash and Cash Equivalents at End of Period$53,017 $132,772 
The Notes to unaudited Consolidated Financial Statements are an integral part of these statements.
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UNITED FIRE GROUP, INC.
NOTES TO UNAUDITED CONSOLIDATED FINANCIAL STATEMENTS
(Amounts in thousands, except share amounts or as otherwise noted)

NOTE 1. NATURE OF OPERATIONS AND BASIS OF PRESENTATION
Nature of Business
United Fire Group, Inc. ("UFG," the "Registrant," the "Company," "we," "us," or "our") and its consolidated subsidiaries and affiliates are engaged in the business of writing property and casualty insurance through a network of independent agencies. Our insurance company subsidiaries are licensed as property and casualty insurers in 50 states and the District of Columbia.
Basis of Presentation
The unaudited consolidated interim financial statements have been prepared in accordance with U.S. generally accepted accounting principles ("GAAP") for interim financial reporting and with the instructions to Form 10-Q and Regulation S-X promulgated by the SEC. Certain financial information that is included in our Annual Report on Form 10-K for the year ended December 31, 2020,2021, including certain financial statement footnote disclosures, is not required by the rules and regulations of the SEC for interim financial reporting and has been condensed or omitted.
The preparation of financial statements in conformity with GAAP requires management to make estimates and assumptions that affect the reported amounts of assets and liabilities and disclosure of contingent assets and liabilities at the date of the financial statements and the reported amounts of revenues and expenses during the reporting period. Actual results could differ from those estimates. The financial statement categories that are most dependent on management estimates and assumptions include: investments; deferred policy acquisition costs; reinsurance receivables and recoverables; loss settlement expenses; and pension and post-retirement benefit obligations.
Certain prior year amounts have been reclassified to conform to the current year presentation.
Management of UFG believes the accompanying unaudited Consolidated Financial Statements contain all adjustments (consisting of normal recurring adjustments) necessary to present fairly the financial position, results of operations and cash flows for the periods presented. All significant intercompany transactions have been eliminated in consolidation. The results reported for the interim periods are not necessarily indicative of the results of operations that may be expected for the year. The unaudited Consolidated Financial Statements should be read in conjunction with our Annual Report on Form 10-K for the year ended December 31, 2020.2021.
Segment Information

Our property and casualty insurance business is reported as 1one business segment. The property and casualty insurance business profit or loss is consistent with consolidated reporting as disclosed on the Consolidated Statements of Income and Comprehensive Income. We analyze the property and casualty insurance business results based on profitability (i.e., loss ratios), expenses and return on equity. The Company's property and casualty insurance business was determined using a management approach to make decisions on operating matters, including allocating resources, assessing performance, determining which products to market and sell, determining distribution networks with insurance agents and monitoring the regulatory environment. The property and casualty insurance business products have similar economic characteristics and use a similar marketing and distribution strategy with our independent agents. We will continue to evaluate our operations on the basis of both statutory accounting principles prescribed or permitted by our states of domicile and GAAP.


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Lloyd's Syndicates
On January 1, 2021, the Company became a member of Lloyd's of London ("Lloyd's"). As a member of Lloyd's, the Company is required to maintain capital at Lloyd's, referred to as Funds at Lloyd's ("FAL"), to support underwriting of property and casualty and reinsurance business by Syndicate 1492, Syndicate 1729, Syndicate 1969, Syndicate 1971, Syndicate 4747, Syndicate 2988 and Syndicate 4747.1699. At September 30, 2021,2022, the Company's FAL investments were comprised of cash of $21,331$21,362 on deposit with Lloyd's in order to satisfy these FAL requirements.
Cash and Cash Equivalents
For purposes of reporting cash flows, cash and cash equivalents include cash, money market accounts, cash on deposit and held at Lloyd's and non-negotiable certificates of deposit with original maturities of three months or less.
Deferred Policy Acquisition Costs ("DAC")

Certain costs associated with underwriting new business (primarily commissions, premium taxes and variable underwriting and policy issue expenses associated with successful acquisition efforts) are deferred. The following table is a summary of the components of DAC, including the related amortization recognized for the nine-month period ended September 30, 2021.2022.
Total
Recorded asset at beginning of period$87,09491,446 
Underwriting costs deferred158,499171,046 
Amortization of deferred policy acquisition costs(150,533)(156,116)
Recorded asset at September 30, 20212022$95,060106,376 

Property and casualty insurance policy acquisition costs deferred are amortized as premium revenue is recognized. The method followed in computing DAC limits the amount of such deferred costs to their estimated realizable value. This takes into account the premium to be earned, losses and loss settlement expenses expected to be incurred and certain other costs expected to be incurred as the premium is earned.
Goodwill
Goodwill assets arise as a result of business combinations and consist of the excess of the fair value of consideration paid over the tangible assets acquired and liabilities assumed. All of our goodwill assets relate to the acquisition of Mercer Insurance Group, Inc. on March 28, 2011. We evaluate goodwill assets for impairment at least on an annual basis or whenever events or changes in circumstances indicate that it is more likely than not that the carrying amount of goodwill assets may exceed their implied fair value. Any impairment is recognized in the period that the impairment is identified. During the third quarter of 2020, we completed a quantitative analysis of our goodwill as a result of the following factors: (i) disruptions in the equity markets, specifically for property and casualty insurance companies, as a result of the COVID-19 pandemic and due to the current year weather related catastrophes; and (ii) the fair value of our stock trading significantly below book value. As a result of the quantitative analysis, we recorded an impairment charge of $15,091 as of September 30, 2020. The impairment charge was determined based on completion of both a discounted cash flow and market value analysis.
Other Intangible Assets
Our other intangible assets, which consist primarily of agency relationships, trade names, state insurance licenses, and software, are being amortized using the straight-line method over periods ranging from two years to 15 years, with the exception of state insurance licenses, which are indefinite-lived and not amortized.

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Long Term Debt
The Company executed a private placement debt transaction on December 15, 2020 between United Fire & Casualty Company ("UF&C"), and Federated Mutual Insurance Company, a mutual insurance company domiciled in Minnesota ("Federated Mutual"), and Federated Life Insurance Company, an insurance company domiciled in Minnesota ("Federated Life” and, together with Federated Mutual, the "Note Purchasers").

UF&C sold an aggregate principal amount of $50,000 of notes due 2040 to the Note Purchasers. One note with a principal amount of $35,000 was issued to Federated Mutual and one note with a principal amount of $15,000 was issued to Federated Life subject to the terms of their respective notes. The notes are presented as a long term debt liability in the Consolidated Balance Sheets and as a financing activity in the Consolidated Statement of Cash Flows.

Interest payments under the surplus notes are paid quarterly on March 15, June 15, September 15 and December 15 of each year (each such date, an "Interest Payment Date"). The interest rate will equal the rate that corresponds to the A.M. Best Co. (or its successor’s) financial strength rating for members of the United Fire & Casualty Pooled Group as of the applicable Interest Payment Date. For the nine-month period ended September 30, 2021,2022, interest totaled $2,391
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$2,391 and is included in accrued expenses and other liabilities in the Consolidated Balance Sheets and as Interest expense in the Consolidated Statements of Income and Comprehensive Income. Payment of interest is subject to approval by the Iowa Insurance Division.

Income Taxes
On March 27, 2020, the Coronavirus Aid, Relief, and Economic Security Act ("CARES Act") was enacted in response to the COVID-19 pandemic. The CARES Act, among other things, permits net operating loss ("NOL") carryovers and carrybacks to offset 100 percent of taxable income for taxable years beginning before 2021. In addition, the CARES Act allows NOLs incurred in 2018, 2019, and 2020 to be carried back to each of the five preceding taxable years to generate a refund of previously paid income taxes. The Company has considered the implications of the CARES Act on its tax provision. As of September 30, 2021, there was no income tax benefit as a result of the CARES Act. As of September 30, 2020, there was an income tax benefit of $17,768 as a result of the CARES Act.
Deferred tax assets and liabilities are established based on differences between the financial statement bases of assets and liabilities and the tax bases of those same assets and liabilities, using the currently enacted statutory tax rates. Deferred income tax expense is measured by the year-to-year change in the net deferred tax asset or liability, except for certain changes in deferred tax amounts that affect stockholders' equity and do not impact federal income tax expense.
We reported consolidated federal income tax expensebenefit of $1,690$5,475 for the nine-month period ended September 30, 20212022 compared to an income tax benefitexpense of $52,176$1,690 during the same period of 2020.2021. Our effective tax rate for 20212022 and 20202021 is different than the federal statutory rate of 21 percent, due principally to the net effect of tax-exempt municipal bond interest income. Our effective tax rate for 2020 is also different than the federal statutory rate of 21 percent, due principally to the impact of the provisions of the CARES Act.
The Company performs a quarterly review of its tax positions and makes a determination of whether it is more likely than not that the tax position will be sustained upon examination. If, based on this review, it appears not more likely than not that the positions will be sustained, the Company will calculate any unrecognized tax benefits and, if necessary, calculate and accrue any related interest and penalties. We did not recognize any liability for unrecognized tax benefits at September 30, 20212022 or December 31, 2020.2021. In addition, we have not accrued for interest and penalties related to unrecognized tax benefits. However, if interest and penalties would need to be accrued related to unrecognized tax benefits, such amounts would be recognized as a component of federal income tax expense.
For the nine-month periods ended September 30, 20212022 and 2020,2021, we made payments for income taxes totaling $21,537 and $5,345, and $125, respectively. For the nine-month period ended September 30, 2022, we received a federal tax refund of $10,789. We did not receive a tax refund during the nine-month periodsperiod ended September 30, 2021 and 2020.
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2021.
We file a consolidated federal income tax return. We also file income tax returns in various state jurisdictions. We are no longer subject to federal or state income tax examination for years before 2017.2018. We are under federal income tax examination for the years 2018 through 2020.

Leases

The Company determines if a contract contains a lease at inception of the contract. The Company's inventory of leases consists of operating leases which are recorded as a lease obligation liability disclosed in the "Accrued expenses and other liabilities" line on the Consolidated Balance Sheets and as a lease right-of-use asset disclosed in the "Other assets" line on the Consolidated Balance Sheets. The Company's operating leases consist of office space, vehicles, computer equipment and office equipment. The lease right-of-use asset represents the Company's right to use each underlying asset for the lease term and the lease obligation liability represents the Company's obligation over the lease term. The Company's lease obligation is recorded at the present value of the lease payments based on the term of the applied lease. Short-term leases of 12 months or less are recorded on the Consolidated Balance Sheets and lease payments are recognized on the Consolidated Statements of Income and Comprehensive Income. For more information on leases refer to Note 10 "Leases."
Variable Interest Entities
The Company and certain related parties are equity investors in 1one investment which the Company determined is a variable interest entity ("VIE") as a result of participation in the risks and rewards of the VIE based on the objectives and strategies of the VIE. The VIE is a limited liability company that primarily invests in commercial real estate. The Company and certain related parties are not the primary beneficiary largely due to their inability to influence management or direct the activities that most significantly impact the VIE's economic performance. Based on these facts and circumstances, the Company has a variable interest in the VIE, but has not consolidated the VIE's
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financial results as it is not the primary beneficiary. The Company's investment is reported in other long-term investments in the Consolidated Balance Sheets and accounted for under the equity method of accounting. The fair value of the VIE at September 30, 20212022 was $3,030$2,342 and there are no future funding commitments.
Credit Losses
The Company recognizes credit losses for our available-for-sale fixed-maturity portfolio, reinsurance receivables, mortgage loans and premium receivables by setting up allowances which are remeasured each reporting period and recorded in the Consolidated Statements of Income and Comprehensive Income.
For our available-for-sale fixed-maturity portfolio an allowance for credit losses is recorded net of available-for-sale fixed maturities in the Consolidated Balance Sheets and a corresponding credit loss recognized as a realized loss or gain in the Consolidated Statements of Income and Comprehensive Income. The Company determines if an allowance for credit losses is recorded based on a number of factors including the current economic conditions, management's expectations of future economic conditions and performance indicators, such as market value vs. amortized cost, investment spreads widening or contracting, rating actions, payment and default history. For more information on credit losses and the allowance for credit losses for available-for-sale fixed-maturity portfolio, see Note 2 "Summary of Investments."
An allowance for mortgage loan losses is established based on historical loss information of the collective pool of the Company's commercial mortgage loan investments which have similar risk characteristics. To calculate the allowance for mortgage loan losses, the Company starts with historical loan experience to predict the future expected losses and then layers on a market-linked adjustment. On a quarterly basis, quantitative credit risk metrics, including for example, cash-flows, rent rolls and financial statements are reviewed for each loan to determine if it is performing in line with its expectations. This allowance is presented as a separate line in the Consolidated Balance Sheets beneath the asset value as well as presented net and recorded through "Net realized investment gains (losses)" in the Consolidated Statements of Income and Comprehensive Income. For more information on credit losses and the allowance for credit losses for our investment in mortgage loans see Note 3 "Fair Value of Financial Instruments."
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For reinsurance receivables, the Company's model estimates expected credit loss by multiplying the exposure at default by both the probability of default and loss given default ("LGD"). The LGD is estimated by the rating of the reinsurer, historical relationship with UFG, existence of letters of credit and known regulation the Company may be held accountable for. The ultimate LGD percentage is estimated after considering Moody’s experience with unsecured year 1 bond recovery rates from 1983-2017. The allowance calculated as of September 30, 20212022 is recorded through the line "Reinsurance receivables and recoverables" in the Consolidated Balance Sheets and through the line "Other underwriting expenses" in the Consolidated Statements of Income and Other Comprehensive Income. As of September 30, 2021,2022, the Company had a credit loss allowance for reinsurance receivables of $98.$76.
Rollforward of credit loss allowance for reinsurance receivable:receivables:
As of
September 30, 20212022
Beginning balance, January 1, 20212022$190102 
Current-period provision for expected credit losses— 
Recoveries of amounts previously written off, if any(92)(26)
Ending balance of the allowance for reinsurance receivable,receivables, September 30, 20212022$9876 

With respect to premiums receivable, the Company utilizes an aging method to estimate credit losses. An allowance for doubtful accounts is based on a periodic evaluation of the aging and collectability of amounts due from agents and policyholders. "Premiums receivable" are presented in the Consolidated Balance Sheets net of an estimated allowance for doubtful accounts and recorded through "Other underwriting expenses" in the Consolidated Statements of Income and Comprehensive Income.

COVID-19 Pandemic

The COVID-19 pandemic caused significant financial market volatility, economic uncertainty and interruptions to normal business activities. As
12

Table of the date of this report, we expect the effect of the COVID-19 pandemic on claims currently under our coverages to be manageable, based on the information presently available. However, the effects of the COVID-19 pandemic, including the emergence of variant strains, continue to evolve and we cannot predict the extent to which our business, results of operations, financial condition, liquidity, capital position, the value of investments we hold in our investment portfolio, premiums and the demand for our products and our ability to collect premiums or requirement to return premiums to our policyholders, will ultimately be impacted. Additionally, if established written contract policy exclusions of business interruption coverage for losses attributable to the COVID-19 pandemic are voided or changed through legislation, regulations or interpretations by the courts, such changes have the potential to materially increase claims, losses and legal expenses which may impact our business, financial condition, results of operations or liquidity. See further discussion in Item 2, Management's Discussion and Analysis of Financial Condition and Results of Operations.Contents















Subsequent Events

In the preparation of the accompanying financial statements, the Company has evaluated all material subsequent events or transactions that occurred after the balance sheet date through the date on which the financial statements were issued for potential recognition or disclosure in the Company's financial statements.
Recently Issued Accounting Standards
Accounting Standards Adopted in 2021
Defined Benefit Plans - Disclosures
In August 2018, the FASB issued new guidance which modifies the disclosure requirements for employers that sponsor defined benefit pension and postretirement plans. The new guidance removes the requirement for disclosing
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the amounts in accumulated other comprehensive income expected to be recognized as components of net periodic benefit costs in the next year and the sensitivity of postretirement health plans to one-percentage-point changes in medical trend rates. The new guidance is effective for annual periods beginning after December 15, 2020. The Company adopted the new guidance as of January 1, 2021. The new guidance modifiesmodified disclosures, but willdid not have an impact on the Company's financial position and results of operations.
Income Taxes
In December 2019, the FASB issued new guidance which simplifies the accounting for income taxes by removing certain exceptions to income tax accounting. The amendments also improve consistent application of and simplify GAAP for other areas of income tax accounting. The new guidance clarifies and amends existing guidance, including removing certain requirements that an entity evaluate when a step-up in the tax basis of goodwill should be considered part of the business combination in which the book goodwill was originally recognized and when it should be considered a separate transaction, and requiring an entity to reflect the effect of an enacted change in tax laws or rates in the annual effective tax rate computation in the interim period that includes the enactment date. The new guidance is effective for annual periods beginning after December 15, 2020. The Company adopted the new guidance as of January 1, 2021. The new guidance did not have an impact on the Company’s financial position and results of operations.

Inflation Reduction Act

On August 16, 2022, the U.S. government enacted the Inflation Reduction Act ("IRA") which, among other changes, created a new corporate alternative minimum tax ("CAMT") based on adjusted financial statement income and imposes a 1% excise tax on corporate stock repurchases. The effective date of these provisions is January 1, 2023. The Company does not expect to be subject to CAMT in 2023 and does not expect the IRA to have an impact on the Company’s financial position and results of operations.


NOTE 2. SUMMARY OF INVESTMENTS
Fair Value of Investments
A reconciliation of the amortized cost to fair value of investments in available-for-sale fixed maturity, and short-term investments, presented on a consolidated basis, as of September 30, 20212022 and December 31, 2020,2021, is provided below:
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September 30, 2021
September 30, 2022September 30, 2022
Type of InvestmentType of InvestmentCost or Amortized Cost Gross Unrealized Appreciation Gross Unrealized Depreciation Fair ValueAllowance for Credit LossesCarrying ValueType of InvestmentCost or Amortized Cost Gross Unrealized Appreciation Gross Unrealized Depreciation Fair ValueAllowance for Credit LossesCarrying Value
AVAILABLE-FOR-SALEAVAILABLE-FOR-SALEAVAILABLE-FOR-SALE
Fixed maturities:Fixed maturities:Fixed maturities:
BondsBondsBonds
U.S. TreasuryU.S. Treasury$53,543 $283 $448 $53,378 $ $53,378 U.S. Treasury$15,540 $ $1,086 $14,454 $ $14,454 
U.S. government agencyU.S. government agency55,142 2,646 644 57,144  57,144 U.S. government agency91,174  9,809 81,365  81,365 
States, municipalities and political subdivisionsStates, municipalities and political subdivisionsStates, municipalities and political subdivisions
General obligations:General obligations:General obligations:
MidwestMidwest68,996 2,714  71,710  71,710 Midwest61,255 4 1,357 59,902  59,902 
NortheastNortheast26,562 811  27,373  27,373 Northeast20,305 2 298 20,009  20,009 
SouthSouth92,091 4,196  96,287  96,287 South65,638 3 2,199 63,442  63,442 
WestWest95,022 5,549  100,571  100,571 West88,606 22 2,230 86,398  86,398 
Special revenue:Special revenue:Special revenue:
MidwestMidwest118,800 7,473  126,273  126,273 Midwest109,211 20 3,086 106,145  106,145 
NortheastNortheast55,940 4,072  60,012  60,012 Northeast55,424  2,281 53,143  53,143 
SouthSouth201,920 14,723 87 216,556  216,556 South194,674 7 7,822 186,859 55 186,804 
WestWest127,709 8,119  135,828  135,828 West114,862 46 4,551 110,357 24 110,333 
Foreign bondsForeign bonds30,331 1,008 175 31,164  31,164 Foreign bonds36,127  4,992 31,135  31,135 
Public utilitiesPublic utilities95,948 5,138 281 100,805  100,805 Public utilities135,835 27 15,560 120,302  120,302 
Corporate bondsCorporate bondsCorporate bonds
EnergyEnergy28,060 2,263 65 30,258  30,258 Energy38,518  3,793 34,725  34,725 
IndustrialsIndustrials52,097 2,783 137 54,743  54,743 Industrials56,249  6,536 49,713  49,713 
Consumer goods and servicesConsumer goods and services60,554 2,477 757 62,274  62,274 Consumer goods and services100,624  12,338 88,286  88,286 
Health careHealth care27,385 639 531 27,493  27,493 Health care31,209  6,110 25,099  25,099 
Technology, media and telecommunicationsTechnology, media and telecommunications53,421 3,707 740 56,388  56,388 Technology, media and telecommunications67,242  8,613 58,629 12 58,617 
Financial servicesFinancial services90,400 5,336 308 95,428  95,428 Financial services132,066 153 10,848 121,371  121,371 
Mortgage-backed securitiesMortgage-backed securities22,251 249 127 22,373  22,373 Mortgage-backed securities21,063  3,010 18,053  18,053 
Collateralized mortgage obligationsCollateralized mortgage obligationsCollateralized mortgage obligations
Government national mortgage associationGovernment national mortgage association115,576 3,038 1,358 117,256  117,256 Government national mortgage association94,791  13,027 81,764  81,764 
Federal home loan mortgage corporationFederal home loan mortgage corporation127,461 1,089 1,588 126,962  126,962 Federal home loan mortgage corporation95,451  10,825 84,626  84,626 
Federal national mortgage associationFederal national mortgage association55,697 1,252 532 56,417  56,417 Federal national mortgage association51,946 42 4,828 47,160  47,160 
Asset-backed securitiesAsset-backed securities322 586  908  908 Asset-backed securities3,942 457 184 4,215  4,215 
Total Available-for-Sale Fixed MaturitiesTotal Available-for-Sale Fixed Maturities$1,655,228 $80,151 $7,778 $1,727,601 $ $1,727,601 Total Available-for-Sale Fixed Maturities$1,681,752 $783 $135,383 $1,547,152 $91 $1,547,061 
Short-Term Investments$175 $ — $175 $ $175 
Total Available-for-Sale Investments$1,655,403 $80,151 $7,778 $1,727,776 $ $1,727,776 


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December 31, 2020
December 31, 2021December 31, 2021
Type of InvestmentType of InvestmentCost or Amortized Cost Gross Unrealized Appreciation Gross Unrealized DepreciationFair ValueAllowance for Credit LossesCarrying ValueType of InvestmentCost or Amortized Cost Gross Unrealized Appreciation Gross Unrealized DepreciationFair ValueAllowance for Credit LossesCarrying Value
AVAILABLE-FOR-SALEAVAILABLE-FOR-SALEAVAILABLE-FOR-SALE
Fixed maturities:Fixed maturities:Fixed maturities:
BondsBondsBonds
U.S. TreasuryU.S. Treasury$149,481 $482 $25 $149,938 $— $149,938 U.S. Treasury$42,425 $216 $718 $41,923 $— $41,923 
U.S. government agencyU.S. government agency60,502 4,016 — 64,518 — 64,518 U.S. government agency60,074 2,155 562 61,667 — 61,667 
States, municipalities and political subdivisionsStates, municipalities and political subdivisionsStates, municipalities and political subdivisions
General obligations:General obligations:General obligations:
MidwestMidwest77,933 4,047 — 81,980 — 81,980 Midwest71,863 2,483 — 74,346 — 74,346 
NortheastNortheast29,071 1,379 — 30,450 — 30,450 Northeast22,061 701 — 22,762 — 22,762 
SouthSouth104,522 5,448 — 109,970 — 109,970 South90,171 3,873 — 94,044 — 94,044 
WestWest102,590 7,431 — 110,021 — 110,021 West93,968 5,110 — 99,078 — 99,078 
Special revenue:Special revenue:Special revenue:
MidwestMidwest115,956 9,142 — 125,098 — 125,098 Midwest114,997 7,292 — 122,289 — 122,289 
NortheastNortheast56,317 4,759 — 61,076 — 61,076 Northeast55,811 3,921 — 59,732 — 59,732 
SouthSouth208,739 17,967 — 226,706 — 226,706 South201,383 14,365 78 215,670 — 215,670 
WestWest129,417 9,982 — 139,399 — 139,399 West126,521 8,128 — 134,649 — 134,649 
Foreign bondsForeign bonds27,799 1,805 29,602 — 29,602 Foreign bonds30,314 789 197 30,906 — 30,906 
Public utilitiesPublic utilities76,114 7,388 — 83,502 — 83,502 Public utilities104,008 3,966 481 107,493 — 107,493 
Corporate bondsCorporate bondsCorporate bonds
EnergyEnergy22,441 2,895 — 25,336 — 25,336 Energy31,011 1,751 81 32,681 — 32,681 
IndustrialsIndustrials39,513 3,744 — 43,257 — 43,257 Industrials55,014 2,319 162 57,171 — 57,171 
Consumer goods and servicesConsumer goods and services46,521 4,046 — 50,567 — 50,567 Consumer goods and services71,543 1,912 611 72,844 — 72,844 
Health careHealth care6,678 898 — 7,576 — 7,576 Health care27,351 539 461 27,429 — 27,429 
Technology, media and telecommunicationsTechnology, media and telecommunications37,270 4,381 15 41,636 — 41,636 Technology, media and telecommunications55,405 2,958 866 57,497 — 57,497 
Financial servicesFinancial services93,736 7,564 269 101,031 101,026 Financial services98,352 4,394 131 102,615 — 102,615 
Mortgage-backed securitiesMortgage-backed securities20,305 326 54 20,577 — 20,577 Mortgage-backed securities25,075 167 229 25,013 — 25,013 
Collateralized mortgage obligationsCollateralized mortgage obligationsCollateralized mortgage obligations
Government national mortgage associationGovernment national mortgage association81,758 4,439 45 86,152 — 86,152 Government national mortgage association109,968 2,322 1,772 110,518 — 110,518 
Federal home loan mortgage corporationFederal home loan mortgage corporation151,362 2,239 758 152,843 — 152,843 Federal home loan mortgage corporation120,911 736 1,658 119,989 — 119,989 
Federal national mortgage associationFederal national mortgage association81,952 2,013 683 83,282 — 83,282 Federal national mortgage association48,246 945 642 48,549 — 48,549 
Asset-backed securitiesAsset-backed securities314 612 — 926 — 926 Asset-backed securities325 600 — 925 — 925 
Total Available-for-Sale Fixed MaturitiesTotal Available-for-Sale Fixed Maturities$1,720,291 $107,003 $1,851 $1,825,443 $$1,825,438 Total Available-for-Sale Fixed Maturities$1,656,797 $71,642 $8,649 $1,719,790 $— $1,719,790 



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Maturities
The amortized cost and fair value of available-for-sale fixed maturity securities at September 30, 2021,2022, by contractual maturity, are shown in the following tables. Actual maturities may differ from contractual maturities because borrowers may have the right to call or prepay obligations with or without call or prepayment penalties. Asset-backed securities, mortgage-backed securities and collateralized mortgage obligations may be subject to prepayment risk and are therefore not categorized by contractual maturity.
MaturitiesMaturitiesMaturities
Available-For-SaleAvailable-For-Sale
September 30, 2021Amortized Cost Fair Value
September 30, 2022September 30, 2022Amortized Cost Fair Value
Due in one year or lessDue in one year or less$55,041  $55,699 Due in one year or less$45,019  $44,925 
Due after one year through five yearsDue after one year through five years469,238  492,892 Due after one year through five years443,505  427,654 
Due after five years through 10 yearsDue after five years through 10 years353,810  373,415 Due after five years through 10 years540,068  488,978 
Due after 10 yearsDue after 10 years455,832  481,679 Due after 10 years385,967  349,777 
Asset-backed securitiesAsset-backed securities322 908 Asset-backed securities3,942 4,215 
Mortgage-backed securitiesMortgage-backed securities22,251  22,373 Mortgage-backed securities21,063  18,053 
Collateralized mortgage obligationsCollateralized mortgage obligations298,734  300,635 Collateralized mortgage obligations242,188  213,550 
$1,655,228  $1,727,601  $1,681,752  $1,547,152 
Net Realized Investment Gains and Losses
Net realizedinvestment gains on disposition of investments are computed using the specific identification method and are included in the computation of net income. A summary of the components of net realized investment gains (losses) is as follows:
Three Months Ended September 30,Nine Months Ended September 30,Three Months Ended September 30,Nine Months Ended September 30,
2021 2020202120202022 202120222021
Net realized investment gains (losses): 
Net investment gains (losses):Net investment gains (losses): 
Fixed maturities:Fixed maturities:Fixed maturities:
Available-for-saleAvailable-for-sale$294 $52 $(207)$52 Available-for-sale$(98)$294 $(1,397)$(207)
Allowance for credit lossesAllowance for credit losses170 5 (8)Allowance for credit losses(91)170 (91)
Trading Securities 382  (780)
Equity securitiesEquity securitiesEquity securities
Change in the fair valueChange in the fair value(1,314)21,962 20,513 (38,876)Change in the fair value(13,078)(1,314)(32,403)20,513 
SalesSales(1,168)(7,186)8,183 (22,772)Sales(93)(1,168)(1,767)8,183 
Mortgage loans allowance for credit lossesMortgage loans allowance for credit losses5 — 5 (4)Mortgage loans allowance for credit losses 5 
Other long-term investmentsOther long-term investments(187) — (229)— 
Real estateReal estate(256)— (256)(28)Real estate(703)(256)235 (256)
Total net realized investment gains (losses)$(2,269) $15,212 $28,243 $(62,416)
Total net investment gains (losses)Total net investment gains (losses)$(14,250) $(2,269)$(35,647)$28,243 

The proceeds and gross realized gains on the sale of available-for-sale fixed maturity securities are as follows:
Three Months Ended September 30,Nine Months Ended September 30, Three Months Ended September 30,Nine Months Ended September 30,
2021 2020202120202022 202120222021
Proceeds from salesProceeds from sales$53,973  $— $170,637 $16,907 Proceeds from sales$18,399  $53,973 $83,409 $170,637 
Gross realized gainsGross realized gains690  — 843 198 Gross realized gains12  690 459 843 
Gross realized lossesGross realized losses396  — 1,051 495 Gross realized losses110  396 1,857 1,051 

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Funding Commitment

Pursuant to an agreement with one of our limited liability partnership investments, we are contractually committed through July 10, 2030 to make capital contributions upon request of the partnership. Our remaining potential contractual obligation was $2,636$42,994 at September 30, 2021.2022.

In addition, the Company invested $25,000 in December 2019 in a limited liability partnership investment fund which is subject to a three-year lockup with a 60 day minimum notice, with 4four possible repurchase dates per year, after the three-year lockup period is met.has concluded. The fair value of the investment at September 30, 20212022 was $24,786$24,994 and there are no remaining capital contributions with this investment.
Unrealized Appreciation
A summary of the changes in net unrealized investment appreciation during the reporting period is as follows:
Nine Months Ended September 30, Nine Months Ended September 30,
2021 20202022 2021
Change in net unrealized investment appreciationChange in net unrealized investment appreciation Change in net unrealized investment appreciation 
Available-for-sale fixed maturitiesAvailable-for-sale fixed maturities$(32,779)$44,574 Available-for-sale fixed maturities$(197,594)$(32,779)
Income tax effectIncome tax effect6,886 (9,361)Income tax effect41,495 6,886 
Total change in net unrealized investment appreciation, net of taxTotal change in net unrealized investment appreciation, net of tax$(25,893) $35,213 Total change in net unrealized investment appreciation, net of tax$(156,099) $(25,893)
Credit Risk
An allowance for credit losses is recorded based on a number of factors including the current economic conditions, management's expectations of future economic conditions and performance indicators, such as market value vs. amortized cost, investment spreads widening or contracting, rating actions, payment and default history. The following table contains a rollforward of the allowance for credit losses for available-for-sale fixed maturity securities at September 30, 2021:
2022.
Rollforward of allowance for credit losses for available-for-sale fixed maturity securities:
As of
September 30, 20212022
Beginning balance, January 1, 20212022$5 
Additions to the allowance for credit losses for which credit losses were not previously recorded91 
Reductions for securities sold during the period (realized)— 
Write-offs charged against the allowance
— 
Recoveries of amounts previously written off(5)— 
Ending balance, September 30, 20212022$91 









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Fixed Maturities Unrealized Depreciation
The following tables summarize our fixed maturity securities that were in an unrealized loss position reported on a consolidated basis at September 30, 20212022 and December 31, 2020.2021. The securities are presented by the length of time they have been continuously in an unrealized loss position. Non-credit related unrealized losses are recognized as a component of other comprehensive income and represent other market movements that are not credit related, for example interest rate changes. We have no intent to sell, and it is more likely than not that we will not be required to sell, these securities until the fair value recovers to at least equal our cost basis or the securities mature.
September 30, 2021Less than 12 months12 months or longerTotal
Type of InvestmentNumber
of Issues
Fair
Value
Gross Unrealized
Depreciation
Number
of Issues
Fair
Value
Gross Unrealized DepreciationFair
Value
Gross Unrealized Depreciation
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury7 $42,264 $437 1 $3,695 $11 $45,959 $448 
U.S. government agency3 14,998 644    14,998 644 
States, municipalities and political subdivisions
Special revenue
Special revenue - south1 1,186 87    1,186 87 
Foreign bonds4 9,719 175    9,719 175 
Public utilities7 19,341 281    19,341 281 
Corporate bonds
Energy1 2,942 65    2,942 65 
Industrials2 5,915 137    5,915 137 
Consumer goods and services7 16,348 757    16,348 757 
Health care3 20,517 531    20,517 531 
Technology, media and telecommunications5 11,264 740    11,264 740 
Financial services3 6,457 52 1 4,744 256 11,201 308 
Mortgage-backed securities7 15,181 127    15,181 127 
Collateralized mortgage obligations
Federal home loan mortgage corporation21 71,358 1,191 4 18,604 397 89,962 1,588 
Federal national mortgage association8 27,410 438 4 4,559 94 31,969 532 
Government national mortgage association9 48,566 1,358    48,566 1,358 
Total Available-for-Sale Fixed Maturities88 $313,466 $7,020 10 $31,602 $758 $345,068 $7,778 
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September 30, 2022Less than 12 months12 months or longerTotal
Type of InvestmentNumber
of Issues
Fair
Value
Gross Unrealized
Depreciation
Number
of Issues
Fair
Value
Gross Unrealized DepreciationFair
Value
Gross Unrealized Depreciation
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury4 $6,472 $216 4 $7,982 $869 $14,454 $1,085 
U.S. government agency24 69,948 5,812 3 11,417 3,997 81,365 9,809 
States, municipalities and political subdivisions
General obligations
Midwest34 58,949 1,357    58,949 1,357 
Northeast8 16,807 298    16,807 298 
South33 61,969 2,198    61,969 2,198 
West36 82,240 2,230    82,240 2,230 
Special revenue
Midwest47 93,081 3,086    93,081 3,086 
Northeast21 53,143 2,281    53,143 2,281 
South76 177,218 7,200 1 845 426 178,063 7,626 
West54 100,516 4,528    100,516 4,528 
Foreign bonds11 25,778 3,360 3 5,357 1,633 31,135 4,993 
Public utilities47 104,282 11,490 7 15,494 4,070 119,776 15,560 
Corporate bonds
Energy16 32,464 3,048 1 2,260 746 34,724 3,794 
Industrials23 47,467 5,794 1 2,246 743 49,713 6,537 
Consumer goods and services32 80,971 9,318 7 18,406 7,498 99,377 16,816 
Health care7 14,008 1,632    14,008 1,632 
Technology, media and telecommunications24 51,188 5,163 3 5,551 3,345 56,739 8,508 
Financial services45 111,766 9,642 3 4,302 1,205 116,068 10,847 
Mortgage-backed securities44 8,247 1,162 6 9,806 1,847 18,053 3,009 
Collateralized mortgage obligations
Federal home loan mortgage corporation25 41,694 4,755 17 42,935 6,071 84,629 10,826 
Federal national mortgage association15 24,997 1,237 7 17,495 3,590 42,492 4,827 
Government national mortgage association33 56,120 7,726 7 25,644 5,301 81,764 13,027 
Asset-backed securities1 3,426 184    3,426 184 
Total Available-for-Sale Fixed Maturities660 $1,322,751 $93,717 70 $169,740 $41,341 $1,492,491 $135,058 


The unrealized losses on our investments in available-for-sale fixed maturities were the result of interest rate movements. We have no intent to sell, and it is more likely than not that we will not be required to sell, these securities until the fair value recovers to at least equal our cost basis or the securities mature.
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December 31, 2020Less than 12 months12 months or longerTotal
December 31, 2021December 31, 2021Less than 12 months12 months or longerTotal
Type of InvestmentType of InvestmentNumber
of Issues
Fair
Value
Gross Unrealized DepreciationNumber
of Issues
Fair
Value
Gross Unrealized DepreciationFair
Value
Gross Unrealized DepreciationType of InvestmentNumber
of Issues
Fair
Value
Gross Unrealized DepreciationNumber
of Issues
Fair
Value
Gross Unrealized DepreciationFair
Value
Gross Unrealized Depreciation
AVAILABLE-FOR-SALEAVAILABLE-FOR-SALEAVAILABLE-FOR-SALE
Fixed maturities:Fixed maturities:Fixed maturities:
BondsBondsBonds
U.S. TreasuryU.S. Treasury$86,371 $25 — $— $— $86,371 $25 U.S. Treasury$32,166 $630 $2,837 $88 $35,003 $718 
U.S. government agencyU.S. government agency15,023 562 — — — 15,023 562 
States, municipalities and political subdivisionsStates, municipalities and political subdivisions
SouthSouth1,195 78 — — — 1,195 78 
Foreign bondsForeign bonds2,000 — — — 2,000 Foreign bonds10,731 147 1,952 50 12,683 197 
Public utilitiesPublic utilities24,238 481 — — — 24,238 481 
Corporate bondsCorporate bonds
EnergyEnergy5,881 81 — — — 5,881 81 
IndustrialsIndustrials8,902 162 — — — 8,902 162 
Consumer goods and servicesConsumer goods and services10 26,367 611 — — — 26,367 611 
Health careHealth care20,550 461 — — — 20,550 461 
Technology, media and telecommunicationsTechnology, media and telecommunications2,020 15 — — — 2,020 15 Technology, media and telecommunications11,204 739 1,906 127 13,110 866 
Financial servicesFinancial services2,995 3,000 5,995 12 Financial services13,320 131 — — — 13,320 131 
Mortgage-backed securitiesMortgage-backed securities8,099 53 118 8,217 54 Mortgage-backed securities12 13,740 229 — — — 13,740 229 
Collateralized mortgage obligationsCollateralized mortgage obligationsCollateralized mortgage obligations
Federal home loan mortgage corporationFederal home loan mortgage corporation24 97,691 758 26 — 97,717 758 Federal home loan mortgage corporation11 48,256 1,752 1,032 20 49,288 1,772 
Federal national mortgage associationFederal national mortgage association10 44,677 683 — — — 44,677 683 Federal national mortgage association18 50,701��698 30,847 960 81,548 1,658 
Government national mortgage associationGovernment national mortgage association12,394 45 24 — 12,418 45 Government national mortgage association21,806 521 5,297 121 27,103 642 
Total Available-for-Sale Fixed MaturitiesTotal Available-for-Sale Fixed Maturities46 $256,247 $1,586 $3,168 $$259,415 $1,594 Total Available-for-Sale Fixed Maturities97 $304,080 $7,283 15 $43,871 $1,366 $347,951 $8,649 
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NOTE 3. FAIR VALUE OF FINANCIAL INSTRUMENTS

Current accounting guidance on fair value measurements includes the application of a fair value hierarchy that requires us to maximize the use of observable inputs and minimize the use of unobservable inputs when measuring fair value. Our financial instruments that are recorded at fair value are categorized into a three-level hierarchy, which is based upon the priority of the inputs to the valuation technique. The fair value hierarchy gives the highest priority to quoted prices in active markets for identical assets (i.e., Level 1) and the lowest priority to unobservable inputs (i.e., Level 3). If the inputs used to measure fair value fall within different levels of the hierarchy, the category level is based on the lowest priority level input that is significant to the fair value measurement of the financial instrument.
Financial instruments recorded at fair value are categorized in the fair value hierarchy as follows:
Level 1: Valuations are based on unadjusted quoted prices in active markets for identical financial instruments that we have the ability to access.
Level 2: Valuations are based on quoted prices for similar financial instruments, other than quoted prices included in Level 1, in markets that are not active or on inputs that are observable either directly or indirectly for the full term of the financial instrument.
Level 3: Valuations are based on pricing or valuation techniques that require inputs that are both unobservable and significant to the overall fair value measurement of the financial instrument. Such inputs may reflect management's own assumptions about the assumptions a market participant would use in pricing the financial instrument.
We review our fair value hierarchy categorizations on a quarterly basis at which time the classification of certain financial instruments may change if the input observations have changed. Transfers between levels, if any, are recorded as of the beginning of the reporting period.
To determine the fair value of the majority of our investments, we utilize prices obtained from independent, nationally recognized pricing services. When the pricing services cannot provide a determination of fair value for a specific security, we obtain non-binding price quotes from broker-dealers with whom we have had several years' experience and who have demonstrated knowledge of the subject security.
In order to determine the proper classification in the fair value hierarchy, we obtain and evaluate the vendors' pricing procedures and inputs used to price the security, which include unadjusted quoted market prices for identical securities, such as a New York Stock Exchange closing price, and quoted prices for identical securities in markets that are not active. For fixed maturity securities, an evaluation of interest rates and yield curves observable at commonly quoted intervals, volatility, prepayment speeds, credit risks and default rates may also be performed. We have determined that these processes and inputs result in fair values and classifications consistent with the applicable accounting guidance on fair value measurements.
When possible, we use quoted market prices to determine the fair value of fixed maturities, equity securities, trading securities and short-term investments. When quoted market prices do not exist, we base estimates of fair value on market information obtained from independent pricing services and brokers or on valuation techniques that are both unobservable and significant to the overall fair value measurement of the financial instrument. Such inputs may reflect management's own assumptions about the assumptions a market participant would use in pricing the financial instrument. Our valuation techniques are discussed in more detail throughout this section.
The mortgage loan portfolio consists entirely of commercial mortgage loans. The fair value of our mortgage loans is determined by modeling performed by our third partythird-party fund manager based on the stated principal and coupon payments provided for in the loan agreements. These cash flows are then discounted using an appropriate risk-adjusted discount rate to determine the security's fair value.
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Our other long-term investments consist primarily of our interests in limited liability partnerships that are recorded on the equity method of accounting. The fair value of the partnerships is obtained from the fund managers, which is based on the fair value of the underlying investments held in the partnerships. In management's opinion, these values represent a reasonable estimate of fair value. We have not adjusted the net asset value provided by the fund managers.
For cash and cash equivalents and accrued investment income, carrying value is a reasonable estimate of fair value due to the short-term nature of these financial instruments.

The Company formed a rabbi trust in 2014 to fund obligations under the United Fire & Casualty Company Supplemental Executive Retirement and Deferral Plan (the "Executive Retirement Plan"). Within the rabbi trust, corporate-owned life insurance ("COLI") policies are utilized as an investment vehicle and source of funding for the Company's Executive Retirement Plan. The COLI policies invest in mutual funds, which are priced daily by independent sources. As of September 30, 2021,2022, the cash surrender value of the COLI policies was $9,930 w $10,067, whichhich is equal to the fair value measured using Level 2 inputs, based on the underlying assets of the COLI policies, and is included in other assets in the Consolidated Balance Sheets.

Our long-term debt is not carried in the Consolidated Balance Sheet at fair value. The fair value of our long-term debt is estimated using Level 2 inputs based on quoted prices for similar financial instruments. The fair value is estimated using a discounted cash flows analysis.

A summary of the carrying value and estimated fair value of our financial instruments at September 30, 20212022 and December 31, 20202021 is as follows:
September 30, 2021December 31, 2020 September 30, 2022December 31, 2021
Fair ValueCarrying ValueFair ValueCarrying ValueFair ValueCarrying ValueFair ValueCarrying Value
AssetsAssets    Assets    
InvestmentsInvestments    Investments    
Fixed maturities:Fixed maturities:Fixed maturities:
Available-for-sale securitiesAvailable-for-sale securities$1,727,601 $1,727,601 $1,825,443 $1,825,438 Available-for-sale securities$1,547,152 $1,547,061 $1,719,790 $1,719,785 
Equity securitiesEquity securities200,876 200,876 206,685 206,685 Equity securities149,505 149,505 213,401 213,401 
Mortgage loansMortgage loans49,385 47,254 48,932 47,614 Mortgage loans43,917 46,692 48,815 47,130 
Other long-term investmentsOther long-term investments80,162 80,162 69,305 69,305 Other long-term investments79,917 79,917 84,090 84,090 
Short-term investmentsShort-term investments175 175 175 175 Short-term investments275 275 275 275 
Cash and cash equivalentsCash and cash equivalents132,772 132,772 87,948 87,948 Cash and cash equivalents53,017 53,017 132,104 132,104 
Corporate-owned life insuranceCorporate-owned life insurance10,067 10,067 8,557 8,557 Corporate-owned life insurance9,930 9,930 10,755 10,755 
LiabilitiesLiabilitiesLiabilities
Long Term DebtLong Term Debt47,724 50,000 50,000 50,000 Long Term Debt35,276 50,000 46,047 50,000 















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The following tables present the categorization for our financial instruments measured at fair value on a recurring basis. The table includes financial instruments at September 30, 20212022 and December 31, 2020:2021:
September 30, 2021Fair Value Measurements
DescriptionTotalLevel 1Level 2Level 3
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$53,378 $ $53,378 $ 
U.S. government agency57,144  57,144  
States, municipalities and political subdivisions
General obligations
Midwest71,710  71,710  
Northeast27,373  27,373  
South96,287  96,287  
West100,571  100,571  
Special revenue
Midwest126,273  126,273  
Northeast60,012  60,012  
South216,556  216,556  
West135,828  135,828  
Foreign bonds31,164  31,164  
Public utilities100,805  100,805  
Corporate bonds
Energy30,258  30,258  
Industrials54,743  54,743  
Consumer goods and services62,274  62,274  
Health care27,493  27,493  
Technology, media and telecommunications56,388  56,388  
Financial services95,428  95,278 150 
Mortgage-backed securities22,373  22,373  
Collateralized mortgage obligations
Government national mortgage association117,256  117,256  
Federal home loan mortgage corporation126,962  126,962  
Federal national mortgage association56,417  56,417  
Asset-backed securities908   908 
Total Available-for-Sale Fixed Maturities$1,727,601 $ $1,726,543 $1,058 
EQUITY SECURITIES
Common stocks
Public utilities$16,550 $16,550 $ $ 
Energy14,296 14,296   
Industrials36,464 36,464   
Consumer goods and services48,311 48,311   
Health care12,584 12,584   
Technology, media and telecommunications28,651 28,651   

September 30, 2022Fair Value Measurements
DescriptionTotalLevel 1Level 2Level 3
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$14,454 $ $14,454 $ 
U.S. government agency81,365  81,365  
States, municipalities and political subdivisions
General obligations
Midwest59,902  59,902  
Northeast20,009  20,009  
South63,442  63,442  
West86,398  86,398  
Special revenue
Midwest106,145  106,145  
Northeast53,143  53,143  
South186,859  186,859  
West110,357  110,357  
Foreign bonds31,135  31,135  
Public utilities120,302  120,302  
Corporate bonds
Energy34,725  34,725  
Industrials49,713  49,713  
Consumer goods and services88,286  88,286  
Health care25,099  25,099  
Technology, media and telecommunications58,629  58,629  
Financial services121,371  121,221 150 
Mortgage-backed securities18,053  18,053  
Collateralized mortgage obligations
Government national mortgage association81,764  81,764  
Federal home loan mortgage corporation84,626  84,626  
Federal national mortgage association47,160  47,160  
Asset-backed securities4,215  3,426 789 
Total Available-for-Sale Fixed Maturities$1,547,152 $ $1,546,213 $939 
EQUITY SECURITIES
Common stocks
Public utilities$13,720 $13,720 $ $ 
Energy17,543 17,543   
Industrials22,656 22,656   
Consumer goods and services37,768 37,768   
Health care7,341 7,341   
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Technology, media and telecommunicationsTechnology, media and telecommunications25,578 25,578   
Financial servicesFinancial services43,425 43,425   Financial services24,899 24,899   
Nonredeemable preferred stocks595   595 
Total Equity SecuritiesTotal Equity Securities$200,876 $200,281 $ $595 Total Equity Securities$149,505 $149,505 $ $ 
Short-Term InvestmentsShort-Term Investments$175 $175 $ $ Short-Term Investments$275 $275 $ $ 
Money Market AccountsMoney Market Accounts$20,555 $20,555 $ $ Money Market Accounts$10,047 $10,047 $ $ 
Corporate-Owned Life InsuranceCorporate-Owned Life Insurance$10,067 $ $10,067 $ Corporate-Owned Life Insurance$9,930 $ $9,930 $ 
Total Assets Measured at Fair ValueTotal Assets Measured at Fair Value$1,959,274 $221,011 $1,736,610 $1,653 Total Assets Measured at Fair Value$1,716,909 $159,827 $1,556,143 $939 

December 31, 2020Fair Value Measurements
DescriptionTotalLevel 1Level 2Level 3
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$149,938 $— $149,938 $— 
U.S. government agency64,518 — 64,518 — 
States, municipalities and political subdivisions
General obligations
Midwest81,980 — 81,980 — 
Northeast30,450 — 30,450 — 
South109,970 — 109,970 — 
West110,021 — 110,021 — 
Special revenue
Midwest125,098 — 125,098 — 
Northeast61,076 — 61,076 — 
South226,706 — 226,706 — 
West139,399 — 139,399 — 
Foreign bonds29,602 — 29,602 — 
Public utilities83,502 — 83,502 — 
Corporate bonds
Energy25,336 — 25,336 — 
Industrials43,257 — 43,257 — 
Consumer goods and services50,567 — 50,567 — 
Health care7,576 — 7,576 — 
Technology, media and telecommunications41,636 — 41,636 — 
Financial services101,031 — 100,781 250 
Mortgage-backed securities20,577 — 20,577 — 
Collateralized mortgage obligations
Government national mortgage association86,152 — 86,152 — 
Federal home loan mortgage corporation152,843 — 152,843 — 
Federal national mortgage association83,282 — 83,282 — 
Asset-backed securities926 — — 926 
Total Available-for-Sale Fixed Maturities$1,825,443 $— $1,824,267 $1,176 
EQUITY SECURITIES


December 31, 2021Fair Value Measurements
DescriptionTotalLevel 1Level 2Level 3
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$41,923 $— $41,923 $— 
U.S. government agency61,667 — 61,667 — 
States, municipalities and political subdivisions
General obligations
Midwest74,346 — 74,346 — 
Northeast22,762 — 22,762 — 
South94,044 — 94,044 — 
West99,078 — 99,078 — 
Special revenue
Midwest122,289 — 122,289 — 
Northeast59,732 — 59,732 — 
South215,670 — 215,670 — 
West134,649 — 134,649 — 
Foreign bonds30,906 — 30,906 — 
Public utilities107,493 — 107,493 — 
Corporate bonds
Energy32,681 — 32,681 — 
Industrials57,171 — 57,171 — 
Consumer goods and services72,844 — 72,844 — 
Health care27,429 — 27,429 — 
Technology, media and telecommunications57,497 — 57,497 — 
Financial services102,615 — 102,465 150 
Mortgage-backed securities25,013 — 25,013 — 
Collateralized mortgage obligations
Government national mortgage association110,518 — 110,518 — 
Federal home loan mortgage corporation119,989 — 119,989 — 
Federal national mortgage association48,549 — 48,549 — 
Asset-backed securities925 — — 925 
Total Available-for-Sale Fixed Maturities$1,719,790 $— $1,718,715 $1,075 
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EQUITY SECURITIESEQUITY SECURITIES
Common stocksCommon stocksCommon stocks
Public utilitiesPublic utilities$16,320 $16,320 $— $— Public utilities$17,940 $17,940 $— $— 
EnergyEnergy9,918 9,918 — — Energy13,593 13,593 — — 
IndustrialsIndustrials36,556 36,556 — — Industrials31,400 31,400 — — 
Consumer goods and servicesConsumer goods and services32,061 32,061 — — Consumer goods and services56,233 56,233 — — 
Health careHealth care24,549 24,549 — — Health care13,845 13,845 — — 
Technology, media and telecommunicationsTechnology, media and telecommunications17,109 17,109 — — Technology, media and telecommunications33,973 33,973 — — 
Financial servicesFinancial services69,577 69,577 — — Financial services45,822 45,822 — — 
Nonredeemable preferred stocksNonredeemable preferred stocks595 — — 595 Nonredeemable preferred stocks595 — — 595 
Total Equity SecuritiesTotal Equity Securities$206,685 $206,090 $— $595 Total Equity Securities$213,401 $212,806 $— $595 
Short-Term InvestmentsShort-Term Investments$175 $175 $— $— Short-Term Investments$275 $275 $— $— 
Money Market AccountsMoney Market Accounts$24,790 $24,790 $— $— Money Market Accounts$43,351 $43,351 $— $— 
Corporate-Owned Life InsuranceCorporate-Owned Life Insurance$8,557 $— $8,557 $— Corporate-Owned Life Insurance$10,755 $— $10,755 $— 
Total Assets Measured at Fair ValueTotal Assets Measured at Fair Value$2,065,650 $231,055 $1,832,824 $1,771 Total Assets Measured at Fair Value$1,987,572 $256,432 $1,729,470 $1,670 
The fair value of securities that are categorized as Level 1 is based on quoted market prices that are readily and regularly available.

We use a market-based approach for valuing all of our Level 2 securities and submit them primarily to a third-party valuation service provider. Any of these securities not valued by this service provider are submitted to another third-party valuation service provider. Both service providers use a market approach to find pricing of similar financial instruments. The market inputs our service providers normally seek to value our securities include the following, listed in approximate order of priority: benchmark yields, reported trades, broker/dealer quotes, issuer spreads, two-sided markets, benchmark securities, bids, offers, and reference data including market research publications. The method and inputs for these securities classified as Level 2 are the same regardless of industry category, credit quality, duration, geographical concentration or economic characteristics. For our mortgage-backed securities, collateralized mortgage obligations and asset-backed securities, our service providers use additional market inputs to value these securities, including the following: new issue data, periodic payment information, monthly payment information, collateral performance and real estate analysis from third parties. Our service providers prioritize inputs based on market conditions, and not all inputs listed are available for use in the valuation process for each security on any given day.
At least annually, we review the methodologies and assumptions used by our valuation service providers and verify that they are reasonable and representative of the fair value of the underlying securities held in the investment portfolio. We validate the prices obtained from independent pricing services and brokers prior to their use for reporting purposes by evaluating their reasonableness on a monthly basis. In addition, on a quarterly basis, we also test all securities in the portfolio and independently corroborate the valuations obtained from our third-party valuation service providers. Quarterly, we also perform deep dive analysisanalyses of the pricing method used by our third-party valuation service provider by selecting a random sample of securities by asset class and reviewing methodologies. In our opinion, the pricing obtained at September 30, 20212022 and December 31, 20202021 was reasonable.
For the three- and nine-month periods ended September 30, 2021,2022, the change in our available-for-sale securities categorized as Level 1 and Level 2 is the result of investment purchases that were made using funds held in our money market accounts, disposals and the change in unrealized gains on both fixed maturities and equity securities.
Securities categorized as Level 3 include holdings in certain private placement fixed maturity and equity securities for which an active market does not currently exist. The fair value of our Level 3 private placement securities is determined by management relying on pricing received from our independent pricing services and brokers consistent with the process to estimate fair value for Level 2 securities. However, securities are categorized as Level 3 if these quotes cannot be corroborated by other market observable data due to the unobservable nature of the brokers’ valuation processes.
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quotes cannot be corroborated by other market observable data due to the unobservable nature of the brokers’ valuation processes.
The following table provides a quantitative information about our Level 3 securities at September 30, 2021:2022:
Quantitative Information about Level 3 Fair Value Measurements
Fair Value atValuation Technique(s)Unobservable inputsRange of weighted average significant unobservable inputs
September 30, 20212022
Corporate bonds - financial services$150 Fair value equals costNANA
Fixed Maturities asset-backed securities908789 Discounted cash flowProbability of default4% - 6%
Nonredeemable preferred stocks595 Discounted cash flowMultiplier3x - 4x

The following table provides a summary of the changes in fair value of our Level 3 securities for the three-month period ended September 30, 2021:2022:
Corporate bonds Asset-backed securitiesEquitiesTotal
Balance at July 1, 2021$150 $891 $595 $1,636 
Net unrealized gains (losses)(1)
 17  17 
Balance at September 30, 2021$150  $908 $595 $1,653 

Corporate bonds Asset-backed securitiesEquitiesTotal
Beginning Balance - 07/01/2022$150 $842 $ $992 
Net unrealized gains (losses)(1)
 (53) (53)
Ending Balance - 09/30/2022$150  $789 $ $939 
(1) Net unrealized gains (losses) are recorded as a component of comprehensive income.

The following table provides a summary of the changes in fair value of our Level 3 securities for the nine-month period ended September 30, 2021:2022:
Corporate bondsAsset-backed securitiesEquitiesTotal
Balance at January 1, 2021$250 $926 $595 $1,771 
Net unrealized gains (losses)(1)
 (18) (18)
Transfers out(100)  (100)
Balance at September 30, 2021$150 $908 $595 $1,653 

Corporate bondsAsset-backed securitiesEquitiesTotal
Beginning Balance - 01/01/2022$150 $925 $595 $1,670 
Realized gains (losses)  (595)(595)
Net unrealized gains (losses)(1)
 (136) (136)
Ending Balance - 09/30/2022$150 $789 $ $939 
(1) Net unrealized gains (losses) are recorded as a component of comprehensive income.

Commercial Mortgage Loans
The following tables present the carrying value of our commercial mortgage loans and additional information at September 30, 20212022 and December 31, 2020:2021:
Commercial Mortgage Loans
September 30, 2021December 31, 2020
Loan-to-valueCarrying ValueCarrying Value
Less than 65%$30,035 $30,361 
65%-75%17,290 17,329 
Total amortized cost$47,325 $47,690 
Allowance for mortgage loan losses(71)(76)
Mortgage loans, net$47,254 $47,614 

Commercial Mortgage Loans
September 30, 2022December 31, 2021
Loan-to-valueCarrying ValueCarrying Value
Less than 65%$29,583 $29,924 
65%-75%17,174 17,277 
Total amortized cost$46,757 $47,201 
Allowance for mortgage loan losses(65)(71)
Mortgage loans, net$46,692 $47,130 
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Mortgage Loans by Region
September 30, 2021December 31, 2020
Carrying ValuePercent of TotalCarrying ValuePercent of Total
East North Central$3,245 6.9 %$3,245 6.8 %
Southern Atlantic9,622 20.3 9,752 20.5 
East South Central8,071 17.1 8,197 17.2 
New England6,588 13.9 6,588 13.8 
Middle Atlantic14,826 31.3 14,936 31.2 
Mountain2,227 4.7 2,227 4.7 
West North Central2,746 5.8 2,745 5.8 
Total mortgage loans at amortized cost$47,325 100.0 %$47,690 100.0 %

Mortgage Loans by Property Type
September 30, 2021December 31, 2020
Carrying ValuePercent of TotalCarrying ValuePercent of Total
Commercial   
Multifamily$16,999 35.9 %$17,038 35.7 %
Office11,645 24.6 11,861 24.9 
Industrial10,124 21.4 10,124 21.2 
Retail2,227 4.7 2,227 4.7 
Mixed use/Other6,330 13.4 6,440 13.5 
Total mortgage loans at amortized cost$47,325 100.0 %$47,690 100.0 %
Mortgage Loans by Region
September 30, 2022December 31, 2021
Carrying ValuePercent of TotalCarrying ValuePercent of Total
East North Central$3,245 6.9 %$3,245 6.9 %
Southern Atlantic9,443 20.2 9,578 20.3 
East South Central7,845 16.8 8,028 17.0 
New England6,588 14.1 6,588 14.0 
Middle Atlantic14,592 31.2 14,789 31.3 
Mountain2,227 4.8 2,227 4.7 
West North Central2,817 6.0 2,746 5.8 
Total mortgage loans at amortized cost$46,757 100.0 %$47,201 100.0 %
Amortized Cost Basis by Year of Origination and Credit Quality Indicator
2021202020192018Total
Commercial mortgage loans:
Risk Rating:
1-2 internal grade$— $5,495 $8,356 $18,390 $32,241 
3-4 internal grade— — 8,496 6,588 15,084 
5 internal grade— — — — — 
6 internal grade— — — — — 
7 internal grade— — — — — 
Total commercial mortgage loans$— $5,495 $16,852 $24,978 $47,325 
Current-period write-offs— — — — — 
Current-period recoveries— — — — — 
Current-period net write-offs$— $— $— $— $— 
Mortgage Loans by Property Type
September 30, 2022December 31, 2021
Carrying ValuePercent of TotalCarrying ValuePercent of Total
Commercial   
Multifamily$16,934 36.2 %$16,986 36.0 %
Office11,345 24.3 11,571 24.5 
Industrial10,073 21.5 10,124 21.5 
Retail2,227 4.8 2,227 4.7 
Mixed use/Other6,178 13.2 6,293 13.3 
Total mortgage loans at amortized cost$46,757 100.0 %$47,201 100.0 %
Amortized Cost Basis by Year of Origination and Credit Quality Indicator
2022202020192018Total
Commercial mortgage loans:
Risk Rating:
1-2 internal grade$102 $5,406 $8,255 $17,992 $31,755 
3-4 internal grade— — 8,414 6,588 15,002 
5 internal grade— — — — — 
6 internal grade— — — — — 
7 internal grade— — — — — 
Total commercial mortgage loans$102 $5,406 $16,669 $24,580 $46,757 
Current-period write-offs— — — — — 
Current-period recoveries— — — — — 
Current-period net write-offs$— $— $— $— $— 

Commercial mortgage loans carrying value excludes accrued interest of$166. $164. As of September 30, 2021,2022, all loan receivables were current, with no delinquencies. The commercial mortgage loans originate with an initial loan-to-value ratio to provide sufficient collateral to absorb losses should a loan be required to foreclose. Mortgage loans are evaluated on a quarterly basis for impairment on an individual basis through a monitoring process and review of key credit indicators, such as economic trends, delinquency rates, property valuations, occupancy and rental rates and loan-to-value ratios. A loan is considered impaired when the Company believes it will not collect the contractual principal and interest set forth in the contractual terms of the loan. An internal grade is assigned to each mortgage loan, with a grade of 1 being the highest and least likely for an impairment and the lowest rating of 7 being the most
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loan, with a grade of 1 being the highest and least likely for an impairment and the lowest rating of 7 being the most likely for an impairment. An allowance for mortgage loan losses is established on each loan recognizing a loss for amounts which we believe will not be collected according to the contractual terms of the respective loan agreement. As of September 30, 2021,2022, the Company had an allowance for mortgage loan losses of $71,$65, summarized in the following rollforward:
Rollforward of allowance for mortgage loan losses:
As of
September 30, 20212022
Beginning balance, January 1, 20212022$7671 
Current-period provision for expected credit losses(5)(6)
Ending balance of the allowance for mortgage loan losses, September 30, 20212022$7165 
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NOTE 4. RESERVES FOR LOSSES AND LOSS SETTLEMENT EXPENSES
Property insurance indemnifies an insured with an interest in physical property for loss of, or damage to, such property or the loss of its income-producing abilities. Casualty insurance primarily covers liability for damage to property of, or injury to, a person or entity other than the insured. In most cases, casualty insurance also obligates the insurance company to provide a defense for the insured in litigation, arising out of events covered by the policy.

Liabilities for losses and loss settlement expenses reflect management's best estimates at a given point in time of what we expect to pay for claims that have been reported and those that have been incurred but not reported ("IBNR"), based on known facts, circumstances, and historical trends. Because property and casualty insurance reserves are estimates of the unpaid portions of incurred losses that have been reported to us, as well as losses that have been incurred but not reported, the establishment of appropriate reserves, including reserves for catastrophes, is an inherently uncertain and complex process. The ultimate cost of losses and related loss settlement expenses may vary materially from recorded amounts. We regularly update our reserve estimates as new information becomes available and as events unfold that may affect the resolution of unsettled claims. Changes in prior year reserve estimates, which may be material, are reported as a component of losses and loss settlement expenses incurred in the period such changes are determined.

The determination of reserves (particularly those relating to liability lines of insurance that have relatively longer lag in claim reporting) requires significant work to reasonably project expected future claim reporting and payment patterns. If, during the course of our regular monitoring of reserves, we determine that coverages previously written are incurring higher than expected losses, we will take action that may include, among other things, increasing the related reserves. Any adjustments we make to reserves are reflected in operating results in the year in which we make those adjustments. We engage an independent actuary, Regnier Consulting Group, Inc., to render an opinion as to the reasonableness of our statutory reserves annually.

On a quarterly basis, UFG's internal actuaryactuaries performs a detailed actuarial review of IBNR reserves. This review includes a comparison of results from the most recent analysis of reserves completed by both our internal and external actuaries. Senior management meets with our internal actuaryactuaries to review, on a regular and quarterly basis, the adequacy of carried reserves based on results from this actuarial analysis. There are two fundamental types or sources of IBNR reserves. We record IBNR reserves for "normal" types of claims and also specific IBNR reserves related to unique circumstances or events. A major hurricane is an example of an event that might necessitate establishing specific IBNR reserves because an analysis of existing historical data would not provide an appropriate estimate.

We do not discount loss reserves based on the time value of money. 

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The following table provides an analysis of changes in our property and casualty losses and loss settlement expense reserves at September 30, 20212022 and December 31, 20202021 (net of reinsurance amounts):
    
September 30, 2021December 31, 2020September 30, 2022December 31, 2021
Gross liability for losses and loss settlement expenses
at beginning of year
Gross liability for losses and loss settlement expenses
at beginning of year
$1,578,131 $1,421,754 Gross liability for losses and loss settlement expenses
at beginning of year
$1,514,265 $1,578,131 
Ceded losses and loss settlement expensesCeded losses and loss settlement expenses(131,843)(68,536)Ceded losses and loss settlement expenses(112,900)(131,843)
Net liability for losses and loss settlement expenses
at beginning of year
Net liability for losses and loss settlement expenses
at beginning of year
$1,446,288 $1,353,218 Net liability for losses and loss settlement expenses
at beginning of year
$1,401,365 $1,446,288 
Losses and loss settlement expenses incurred
for claims occurring during
Losses and loss settlement expenses incurred
for claims occurring during
Losses and loss settlement expenses incurred
for claims occurring during
Current year Current year$560,080 $887,119  Current year$465,513 $701,064 
Prior years Prior years(26,099)(17,652) Prior years(1,218)(48,909)
Total incurredTotal incurred$533,981 $869,467 Total incurred$464,295 $652,155 
Losses and loss settlement expense payments
for claims occurring during
Losses and loss settlement expense payments
for claims occurring during
Losses and loss settlement expense payments
for claims occurring during
Current year Current year$204,056 $354,635  Current year$149,377 $277,115 
Prior years Prior years318,573 421,762  Prior years380,188 419,963 
Total paidTotal paid$522,629 $776,397 Total paid$529,565 $697,078 
Net liability for losses and loss settlement expenses
at end of year
Net liability for losses and loss settlement expenses
at end of year
$1,457,641 $1,446,288 Net liability for losses and loss settlement expenses
at end of year
$1,336,095 $1,401,365 
Ceded loss and loss settlement expensesCeded loss and loss settlement expenses110,009 131,843 Ceded loss and loss settlement expenses128,413 112,900 
Gross liability for losses and loss settlement expenses
at end of period
Gross liability for losses and loss settlement expenses
at end of period
$1,567,650 $1,578,131 Gross liability for losses and loss settlement expenses
at end of period
$1,464,508 $1,514,265 

There are a multitude of factors that can impact loss reserve development. Those factors include, but are not limited to: historical data, the potential impact of various loss reserve development factors and trends including historical loss experience, legislative enactments, judicial decisions, legal developments in imposition of damages, experience with alternative dispute resolution, results of our medical bill review process, the potential impact of salvage and subrogation and changes and trends in general economic conditions, including the effects of inflation. All of these factors influence our estimates of required reserves and for long tail lines these factors can change over the course of the settlement of the claim. However, there is no precise method for evaluating the specific monetary impact of any individual factor on the development of reserves.
Generally, we base reserves for each claim on the estimated ultimate exposure for that claim. We believe that it is appropriate and reasonable to establish a best estimate for reserves within a range of reasonable estimates, especially when we are reserving for claims for bodily injury, disabilities and similar claims, for which settlements and verdicts can vary widely. Our reserving philosophy may result in favorable reserve development in future years that will decrease losses and loss settlement expenses for prior year claims in the year of adjustment. We realize that this philosophy, coupled with what we believe to be aggressive and successful claims management and loss settlement practices, has resulted in year-to-year redundancies in reserves. We believe our approach produces recorded reserves that are reasonably consistent as to their relative position within a range of reasonable reserves from year-to-year. However, conditions and trends that have affected the reserve development for a given year do change. Therefore, such development cannot be used to project future reserve redundancies or deficiencies.
We are not aware of any significant contingent liabilities related to environmental issues. Because of the type of property coverage we write, we have potential exposure to environmental pollution, mold and asbestos claims. Our underwriters are aware of these exposures and use riders or endorsements to limit exposure.







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Reserve Development

The significant driversdriver of the favorable reserve development in the nine-month period ended September 30, 2021 were2022 was the favorable claims experience for the commercial automobile line of business and workers' compensation commercial fire and allied and personal fire and allied lines of business,business. This favorable development was partially offset by unfavorable development infor the other liability and commercial liability.fire and allied line of business. The favorable development for commercial automobile was from loss adjustment expense ("LAE") where reductions in reserves were more than sufficient to offset paid LAE. Workers' compensationdriven by the favorable claims experience, especially for accident years 2021, 2020 and 2019. The favorable development came from both lossfor workers' compensation was primarily due to favorable claims experience in accident years 2017 to 2021. The unfavorable development for other liability was primarily driven by claim payments on claims in accident year 2021 and LAE. Reserve reductions for both items were more than sufficient to offset payments. 2020. The favorableunfavorable development for commercial fire and allied lines was from LAE where reductionsdriven by claim payments on property claims in reserves were more than sufficient to offset paid LAE. The favorable developmentaccident year 2021 for personal fire and allied lines came from bothmany of which the cause of loss and LAE. Reserve reductions for both items were more than sufficient to offset payments. The unfavorable development for commercial liability is attributed to paid loss which was greater than the reductions of unpaid claim reserves; paid LAE was more than offset by reductions of reserves for unpaid LAE.
wind or hail
.
The significant drivers of the favorable reserve development for the full year of 20202021 were the commercial automobile line of business along with a favorable contribution from the workers' compensation line of business. This favorable development was partially offset by unfavorable development from the commercial fire and allied lines, fidelity and surety and personalother liability line of business. Favorable development for both the commercial automobile linesline of business The favorable development forand the workers' compensation line of business was primarily from both loss and loss adjustment expense ("LAE"). Reserve reductions in reserves for reported claims which were more than sufficient to offset paid loss. Reductions in reserves for IBNR claims also contributed favorable development in addition tounpaid loss and LAE where reductions in reserves were more than sufficient to offset payments. Commercial fire and allied lines developed favorably because reductions in reserves for reported claims combined with reductions in reserves for IBNR claims were more than sufficient to offset paid loss. LAE also contributed favorable development with reductions in reserves more than sufficient to offset payments. Fidelity and surety loss developed favorably because a reduction in reserves for IBNR claims was more than sufficient to offset both paid loss and increases in reserves for reported claims. The personal automobile line of business developed favorably because reductions of reserves for reported claims combined with reductions of reserves for IBNR claims were more than sufficient to offset paid loss. LAE also contributed favorable development with reductions in reserves more than sufficient to offset payments. Much of the favorable development was offset by unfavorable development from three lines of business, with the largest contributions coming from commercial liability, reinsurance assumed and commercial automobile. The commercial other liability line of business experiencedwas adversely affected by reserve strengthening for reported claims and reserve strengthening for incurred but unreported claims. The commercial other liability line of business reserve strengthening resulted in unfavorable development due tobecause paid loss which was greater than reductionsexceeded the reduction in unpaid claim reserves but favorable development for unpaid loss. LAE developed favorably and partially offset the unfavorable loss development. The unfavorable development for reinsurance assumed was due to paid loss which was greater than reductions in reserves for unpaid loss. The commercial automobile line of business experienced unfavorable development because paid loss was greater than reductions in reserves for unpaid loss, but a portion of the unfavorable loss development was offset by favorable development from LAE where payments were more than offset by reductions of reserves for unpaid loss adjustment expense. On an all lines combined basis, favorable development is attributable to LAE, which continues to benefit from additional litigation management efforts.

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NOTE 5. EMPLOYEE BENEFITS

Net Periodic Benefit Cost

The components of the net periodic benefit cost for our pension and postretirement benefit plans are as follows:
Pension PlanPostretirement Benefit PlanPension PlanPostretirement Benefit Plan
Three Months Ended September 30,Three Months Ended September 30,2021202020212020Three Months Ended September 30,2022202120222021
Net periodic benefit costNet periodic benefit costNet periodic benefit cost
Service costService cost$3,020 $2,707 $ $432 Service cost$1,120 $3,020 $ $— 
Interest costInterest cost1,728 2,066 1 253 Interest cost1,933 1,728 1 
Expected return on plan assetsExpected return on plan assets(4,202)(3,385) — Expected return on plan assets(4,723)(4,202) — 
Amortization of prior service creditAmortization of prior service credit(809)— (3,765)(2,021)Amortization of prior service credit(820)(809)(3,771)(3,765)
Amortization of net lossAmortization of net loss999 979 705 94 Amortization of net loss194 999 706 705 
Special event plan closureSpecial event plan closure —  — Special event plan closure —  — 
Net periodic benefit costNet periodic benefit cost$736 $2,367 $(3,059)$(1,242)Net periodic benefit cost$(2,296)$736 $(3,064)$(3,059)
Pension PlanPostretirement Benefit PlanPension PlanPostretirement Benefit Plan
Nine Months Ended September 30,Nine Months Ended September 30,2021202020212020Nine Months Ended September 30,2022202120222021
Net periodic benefit costNet periodic benefit costNet periodic benefit cost
Service costService cost$9,060 $8,122 $148 $1,296 Service cost$3,361 $9,060 $ $148 
Interest costInterest cost5,184 6,199 71 760 Interest cost5,798 5,184 2 71 
Expected return on plan assetsExpected return on plan assets(12,606)(10,154) — Expected return on plan assets(14,168)(12,606) — 
Amortization of prior service creditAmortization of prior service credit(2,427)— (10,725)(6,063)Amortization of prior service credit(2,460)(2,427)(11,314)(10,725)
Amortization of net lossAmortization of net loss2,997 2,936 1,902 282 Amortization of net loss583 2,997 2,118 1,902 
Special event plan closureSpecial event plan closure — (20,177)— Special event plan closure —  (20,177)
Net periodic benefit costNet periodic benefit cost$2,208 $7,103 $(28,781)$(3,725)Net periodic benefit cost$(6,887)$2,208 $(9,194)$(28,781)
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A portion of the service cost component of net periodic pension and postretirement benefit costs is capitalized and amortized as part of deferred acquisition costs and is included in the line "Amortization of deferred policy acquisition costs" in the Consolidated Statements of Income and Comprehensive Income. The portion not related to the compensation and the other components of net periodic pension and postretirement benefit costs is included in the income statement line titled "other underwriting expenses."
In January 2021, the Company decided to change the post-retirement benefit plan to a voluntary plan funded exclusively by participants, commencing at the start of 2023. The impact of this decision is reflected in the table above, with a one-time adjustment presented in the line "Special event plan closure" and an additional adjustment in the line "Amortization of prior service credit" recorded in first quarter of 2021. There will be continuing amortization of prior service credits through the end of 2022 related to these plan changes.

Employer Contributions

We previously disclosed in our Annual Report on Form 10-K for the year ended December 31, 20202021 that we originally planned to contribute $10,000$4,000 to the pension plan in 2021. The Company has revised the expected contributions to $5,000 in 2021 because of the funded status of the plan.2022. For the nine-month period ended September 30, 2021,2022, we contributed $5,000$4,000 to the pension plan, completing our expected contributions for the year.plan.





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NOTE 6. STOCK-BASED COMPENSATION

Non-Qualified Employee Stock Award Plan
The United Fire Group, Inc. 2008 Stock Plan (the "2008 Stock Plan") authorized the issuance of restricted and unrestricted stock awards, restricted stock units, stock appreciation rights, incentive stock options, and non-qualified stock options for up to 1,900,000 shares of UFG common stock to employees. In May 2014, the Registrant's shareholders approved an additional 1,500,000 shares of UFG common stock issuable at any time and from time to time pursuant to the 2008 Stock Plan, among other amendments, and renamed such plan as the United Fire Group, Inc. Stock Plan. In May 2021, the Registrant's shareholders approved an additional 650,000 shares of UFG common stock issuable at any time and from time to time pursuant to the Stock Plan, and among other amendments, renamed such plan as the United Fire Group, Inc. 2021 Stock and Incentive Plan (as amended, the "Stock Plan"). At September 30, 2021,2022, there were 1,245,5731,300,402 authorized shares remaining available for future issuance. The Stock Plan is administered by the Board of Directors, which determines those employees who will receive awards, when awards will be granted, and the terms and conditions of the awards. The Board of Directors may also take any action it deems necessary and appropriate for the administration of the Stock Plan. Pursuant to the Stock Plan, the Board of Directors may, at its sole discretion, grant awards to our employees, who are in positions of substantial responsibility with United Fire.UFG.
Options granted pursuant to the Stock Plan are granted to buy shares of UFG's common stock at the market value of the stock on the date of grant. Options granted prior to March 2017 vest and are exercisable in installments of 20.0 percent of the number of shares covered by the option award each year from the grant date, unless the Board of Directors authorizes the acceleration of vesting. Options granted after March 2017 vest and are exercisable in installments of 33.3 percent of the number of shares covered by the option award each year from the grant date, unless the Board of Directors authorizes the acceleration of vesting. To the extent not exercised, vested option awards accumulate and are exercisable by the awardee, in whole or in part, in any subsequent year included in the option period, but not later than 10 years from the grant date. Restricted and unrestricted stock awards granted pursuant to the Stock Plan are granted at the market value of UFG's common stock on the date of the grant. Restricted stock units fully vest after three years or five years from the date of grant, unless accelerated upon the approval of the Board of Directors, at which time UFG common stock will be issued to the awardee.
The activity in the Stock Plan is displayed in the following table:
Authorized Shares Available for Future Award GrantsNine Months Ended September 30, 2021 From Inception to September 30, 2021
Beginning balance700,680  1,900,000 
Additional shares authorized650,000 2,150,000 
Number of awards granted(161,857) (3,450,756)
Number of awards forfeited or expired56,750  646,329 
Ending balance1,245,573  1,245,573 
Number of option awards exercised7,884  1,481,973 
Number of unrestricted stock awards granted 10,090 
Number of restricted stock awards vested52,302  216,680 
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Authorized Shares Available for Future Award GrantsNine Months Ended September 30, 2022 From Inception to September 30, 2022
Beginning balance1,317,819  1,900,000 
Additional shares authorized 2,150,000 
Number of awards granted(171,385) (3,622,141)
Number of awards forfeited or expired153,968  872,543 
Ending balance1,300,402  1,300,402 
Number of option awards exercised45,641  1,527,614 
Number of unrestricted stock awards granted 10,090 
Number of restricted stock awards vested45,113  262,974 

Non-Qualified Non-Employee Director Stock Plan
The United Fire Group, Inc. Non-Employee Director Stock Plan (formerly known as the 2005 Non-Qualified Non- Employee Director Stock Option and Restricted Stock Plan) (the "Director Stock Plan") authorizes the issuance of restricted stock awards and non-qualified stock options to purchase shares of UFG's common stock to non-employee directors. On May 20, 2020, the Company’s shareholders approved amendments to the Director Stock Plan, previously approved by the Company’s Board of Directors, to (i) increase the number of shares available for future awards under the Director Stock Plan from 300,000 to 450,000, (ii) extend the expiration date of the Director Stock Plan from December 31, 2020 to December 31, 2029, (iii) allow for the grant of awards of restricted stock units, and
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(iv) rename the Director Stock Plan as the "United Fire Group, Inc. Non-Employee Director Stock Plan." At September 30, 2021,2022, the Company had 144,352121,492 authorized shares available for future issuance.
The Board of Directors has the authority to determine which non-employee directors receive awards, when restricted stock, restricted stock units and options shall be granted, the option price, the option expiration date, the date of grant, the vesting schedule of options or whether the options shall be immediately vested, the terms and conditions of options, restricted stock and restricted stock units (other than those terms and conditions set forth in the plan) and the number of shares of common stock to be issued pursuant to an option, restricted stock or restricted stock unit agreements (subject to limits set forth in the Director Stock Plan). The Board of Directors may also take any action it deems necessary and appropriate for the administration of the Director Stock Plan.
The activity in the Director Stock Plan is displayed in the following table:
Authorized Shares Available for Future Award GrantsAuthorized Shares Available for Future Award GrantsNine Months Ended September 30, 2021 From Inception to September 30, 2021Authorized Shares Available for Future Award GrantsNine Months Ended September 30, 2022 From Inception to September 30, 2022
Beginning balanceBeginning balance160,135  300,000 Beginning balance144,352  300,000 
Additional authorizationAdditional authorization 150,000 Additional authorization 150,000 
Number of awards grantedNumber of awards granted(18,510) (332,378)Number of awards granted(22,860) (355,238)
Number of awards forfeited or expiredNumber of awards forfeited or expired2,727  26,730 Number of awards forfeited or expired  26,730 
Ending balanceEnding balance144,352  144,352 Ending balance121,492  121,492 
Number of option awards exercisedNumber of option awards exercised8,181  142,001 Number of option awards exercised8,580  150,581 
Number of restricted stock awards vestedNumber of restricted stock awards vested 98,491 Number of restricted stock awards vested18,510 117,001 

Stock-Based Compensation Expense

For the three-month periods ended September 30, 20212022 and 2020,2021, we recognized stock-based compensation expense of $959$828 and $1,052,$959, respectively. For the nine-month periods ended September 30, 20212022 and 2020,2021, we recognized stock-based compensation expense ofof $2,590 and $3,074, and $3,979, respectively.

As of September 30, 2021,2022, we had $4,977 in$4,387 in stock-based compensation expense that has yet to be recognized through our results of operations. We expect this compensation to be recognized over the remainder of 20212022 and
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subsequent years according to the table below, except with respect to awards that are accelerated by the Board of Directors, in which case we will recognize any remaining compensation expense in the period in which the awards are accelerated.
2021$973 
202220222,402 2022$805 
202320231,339 20232,272 
20242024251 20241,115 
2025202512 2025195 
20262026— 
TotalTotal$4,977 Total$4,387 
NOTE 7. EARNINGS PER COMMON SHARE
Basic earnings per share is computed by dividing net income by the weighted-average number of common shares outstanding during the reporting period. Diluted earnings per share gives effect to all dilutive common shares outstanding during the reporting period. The dilutive shares we consider in our diluted earnings per share calculation relate to our outstanding stock options, restricted stock awards and restricted stock unit awards.
We determine the dilutive effect of our outstanding stock options using the "treasury stock" method. Under this method, we assume the exercise of all of the outstanding stock options whose exercise price is less than the weighted-average market value of our common stock during the reporting period. This method also assumes that the
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proceeds from the hypothetical stock option exercises are used to repurchase shares of our common stock at the weighted-average market value of the stock during the reporting period. The net of the assumed stock options exercised and assumed common shares repurchased represents the number of dilutive common shares, which we add to the denominator of the earnings per share calculation.
The components of basic and diluted earnings per share were as follows for the three-monththree- and nine-month periods ended September 30, 20212022 and 2020:2021:
Three Months Ended September 30, Three Months Ended September 30,
(In Thousands, Except Share Data)(In Thousands, Except Share Data)20212020(In Thousands, Except Share Data)20222021
BasicDilutedBasicDilutedBasicDilutedBasicDiluted
Net income (loss)Net income (loss)$(9,593)$(9,593)$(37,241)$(37,241)Net income (loss)$(22,981)$(22,981)$(9,593)$(9,593)
Weighted-average common shares outstandingWeighted-average common shares outstanding25,092,167 25,092,167 25,031,234 25,031,234 Weighted-average common shares outstanding25,188,958 25,188,958 25,092,167 25,092,167 
Add dilutive effect of restricted stock unit awardsAdd dilutive effect of restricted stock unit awards  — — Add dilutive effect of restricted stock unit awards  — — 
Add dilutive effect of stock optionsAdd dilutive effect of stock options  — — Add dilutive effect of stock options  — — 
Weighted-average common shares outstandingWeighted-average common shares outstanding25,092,167 25,092,167 25,031,234 25,031,234 Weighted-average common shares outstanding25,188,958 25,188,958 25,092,167 25,092,167 
Earnings (loss) per common shareEarnings (loss) per common share$(0.38)$(0.38)$(1.49)$(1.49)Earnings (loss) per common share$(0.91)$(0.91)$(0.38)$(0.38)
Awards excluded from diluted earnings per share calculation(1)
Awards excluded from diluted earnings per share calculation(1)
 865,966 — 820,124 
Awards excluded from diluted earnings per share calculation(1)
 392,062 — 865,966 
(1)Outstanding awards that are not "in-the-money" are excluded from the diluted earnings per share calculation because the effect of including them would have been anti-dilutive.
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 Nine Months Ended September 30,
(In Thousands, Except Share Data)20212020
BasicDilutedBasicDiluted
Net income (loss)$22,859 $22,859 $(103,815)$(103,815)
Weighted-average common shares outstanding25,095,733 25,095,733 25,023,401 25,023,401 
Add dilutive effect of restricted stock unit awards 216,527 — — 
Add dilutive effect of stock options 115,058 — — 
Weighted-average common shares outstanding25,095,733 25,427,318 25,023,401 25,023,401 
Earnings (loss) per common share$0.91 $0.90 $(4.15)$(4.15)
Awards excluded from diluted earnings per share calculation(1)
 674,921 — 515,984 











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 Nine Months Ended September 30,
(In Thousands, Except Share Data)20222021
BasicDilutedBasicDiluted
Net income$(5,089)$(5,089)$22,859 $22,859 
Weighted-average common shares outstanding25,146,318 25,146,318 25,095,733 25,095,733 
Add dilutive effect of restricted stock unit awards  — 216,527 
Add dilutive effect of stock options  — 115,058 
Weighted-average common shares outstanding25,146,318 25,146,318 25,095,733 25,427,318 
Earnings per common share$(0.20)$(0.20)$0.91 $0.90 
Awards excluded from diluted earnings per share calculation(1)
 479,981 — 674,921 

NOTE 8. DEBT

Long Term Debt

The Company executed a private placement debt transaction on December 15, 2020 between UF&C, and Federated Mutual and Federated Life.

UF&C sold an aggregate principal amount of $50,000 of notes due 2040 to the Note Purchasers. One note with a principal amount of $35,000 was issued to Federated Mutual and one note with a principal amount of $15,000 was issued to Federated Life subject to the terms of their respective notes.

Interest payments under the surplus notes will be paid quarterly on March 15, June 15, September 15 and December 15 of each year (each such date, an "Interest Payment Date"). The interest rate will equal the rate that corresponds to the A.M. Best Co. (or its successor’s) financial strength rating for members of the United Fire & Casualty Pooled Group as of the applicable Interest Payment Date, as set forth in the table below. For the three- and nine-month
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periods period ended September 30, 2021,2022, interest expense totaled $797 and $2,391 , respectively.$2,391. Payment of interest is subject to approval by the Iowa Insurance Division.

A.M. Best Co. Financial Strength RatingApplicable Interest Rate
A+5.875%
A6.375%
A-6.875%
B++ (or lower)7.375%

Credit Facilities

On March 31, 2020, UF&C, a wholly owned subsidiary of the Company, entered into a credit agreement (the "Credit Agreement") with Wells Fargo Bank, National Association ("Wells Fargo"), as administrative agent (the "Administrative Agent"), issuing lender, swing-line lender and lender, and the other lenders from time to time party thereto (collectively with Wells Fargo, the "Lenders"), providing for a $50,000 revolving credit facility, which includes a $20,000 letter of credit sub-facility and a $5,000 swing-line loan for working capital and other general corporate purposes. The Credit Agreement is provided by the Lenders on an unsecured basis, and UF&C has the option to increase the Credit Agreement by $100,000 if agreed to by the Lenders providing such incremental facility.

The Credit Agreement includes customary events of default, including default in payments of principals, default in payment of other indebtedness, change of control and voluntary and involuntary insolvency proceedings, the occurrence of which would allow the Lenders to accelerate payment of all amounts outstanding thereunder and terminate any further commitments to lend.
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The entry into the Credit Agreement was completed as part of the Company’s regular course of financial planning and was not initiated as a result of market conditions resulting from the COVID-19 pandemic.
There was no outstanding balance on the Credit Agreement at September 30, 20212022 and 2020,2021, respectively. For the nine-month periods ended September 30, 20212022 and 2020,2021, we did not incur any interest expense related to the credit facility. We were in compliance with all covenants under the Credit Agreement at September 30, 2021.2022.

NOTE 9. ACCUMULATED OTHER COMPREHENSIVE INCOME (LOSS)

The following table shows the changes in the components of our accumulated other comprehensive income (loss), net of tax, for the three-month period ended September 30, 2021:2022:
Liability for
Net unrealizedunderfunded
appreciationemployee
on investments
benefit costs(1)
Total
Balance as of June 30, 202167,005 (11,377)$55,628 
Change in accumulated other comprehensive income before reclassifications(9,661)(2,975)(12,636)
Reclassification adjustments from accumulated other comprehensive income (loss)(167)1,254 1,087 
Balance as of September 30, 2021$57,177 $(13,098)$44,079 
Liability for
Net unrealizedunderfunded
appreciationemployee
on investments
benefit costs(1)
Total
Balance as of June 30, 2022(55,505)(1,263)$(56,768)
Change in accumulated other comprehensive income (loss) before reclassifications(51,678)(3,627)(55,305)
Reclassification adjustments from accumulated other comprehensive income (loss)853 710 1,563 
Balance as of September 30, 2022$(106,330)$(4,180)$(110,510)
(1) The preparation of financial statements in conformity with GAAP requires us to make various estimates and assumptions that affect the reporting of net periodic benefit cost, plan assets and plan obligations for each plan at the date of the financial statements. Actual results could differ from these estimates. One significant estimate relates to the calculation of the benefit obligation for each plan. We annually establish the discount rate, which is an estimate of the interest rate at which these benefits could be effectively settled, that is used to determine the present value of the respective plan's benefit obligations as of December 31.


The following table shows the changes in the components of our accumulated other comprehensive income (loss), net of tax, for the nine-month period ended September 30, 2022:

Liability for
Net unrealizedunderfunded
appreciationemployee
on investments
benefit costs(1)
Total
Balance as of January 1, 202249,769 4,568 $54,337 
Change in accumulated other comprehensive income before reclassifications(157,266)(10,882)(168,148)
Reclassification adjustments from accumulated other comprehensive income (loss)1,167 2,134 3,301 
Balance as of September 30, 2022$(106,330)$(4,180)$(110,510)
(1) The preparation of financial statements in conformity with GAAP requires us to make various estimates and assumptions that affect the reporting of net periodic benefit cost, plan assets and plan obligations for each plan at the date of the financial statements. Actual results could differ from these estimates. One significant estimate relates to the calculation of the benefit obligation for each plan. We annually establish the discount rate, which is an estimate of the interest rate at which these benefits could be effectively settled, that is used to determine the present value of the respective plan's benefit obligations as of December 31.

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The following table shows the changes in the components of our accumulated other comprehensive income (loss), net of tax, for the nine-month period ended September 30, 2021:

Liability for
Net unrealizedunderfunded
appreciationemployee
on investments
benefit costs(1)
Total
Balance as of January 1, 202183,070 (16,159)$66,911 
Change in accumulated other comprehensive income before reclassifications(26,252)(810)(27,062)
Reclassification adjustments from accumulated other comprehensive income (loss)359 3,871 4,230 
Balance as of September 30, 2021$57,177 $(13,098)$44,079 
(1) The preparation of financial statements in conformity with GAAP requires us to make various estimates and assumptions that affect the reporting of net periodic benefit cost, plan assets and plan obligations for each plan at the date of the financial statements. Actual results could differ from these estimates. One significant estimate relates to the calculation of the benefit obligation for each plan. We annually establish the discount rate, which is an estimate of the interest rate at which these benefits could be effectively settled, that is used to determine the present value of the respective plan's benefit obligations as of December 31.

NOTE 10. LEASES

The Company has operating leases consisting of office space, vehicle leases, computer equipment, and office equipment. Lease terms and options vary in the Company's operating leases dependent upon the underlying leased asset. We exclude options to extend or terminate a lease from our recognition as part of our right-of-use assets and lease liabilities until those options are known and/or executed, as we typically do not exercise options to purchase the underlying leased asset. As of September 30, 2021,2022, we have leases with remaining terms of one year to seven years, some of which may include no options for renewal and others with options to extend the lease terms from six months to five years.
The components of our operating leases were as follows for the three- and nine-month periods ended September 30, 20212022 and 2020:2021:
Three Months Ended September 30,Nine Months Ended September 30,Three Months Ended September 30,Nine Months Ended September 30,
20212020202120202022202120222021
Components of lease expense:Components of lease expense:Components of lease expense:
Operating lease expenseOperating lease expense$1,748 $1,832 $5,297 $5,788 Operating lease expense$2,201 $1,748 $6,569 $5,297 
Less sublease incomeLess sublease income53 53 160 239 Less sublease income53 53 160 160 
Net lease expenseNet lease expense1,695 1,779 5,137 5,549 Net lease expense2,148 1,695 6,409 5,137 
Cash flows information related to leases:Cash flows information related to leases:Cash flows information related to leases:
Operating cash outflow from operating leasesOperating cash outflow from operating leases1,714 1,796 5,192 5,265 Operating cash outflow from operating leases2,170 1,714 6,471 5,192 




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ITEM 2. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

The following Management's Discussion and Analysis of Financial Condition and Results of Operations should be read in conjunction with Part I, Item 1 "Financial Statements."

CRITICAL ACCOUNTING POLICIES
Critical accounting policies are defined as those that are representative of significant judgments and uncertainties and that potentially may result in materially different results under different assumptions and conditions. We base our discussion and analysis of our consolidated financial condition and results of operations on the amounts reported in our Consolidated Financial Statements, which we have prepared in accordance with U.S. generally accepted accounting principles ("GAAP"). As we prepare these Consolidated Financial Statements, we must make estimates and assumptions that affect the reported amounts of assets and liabilities, the disclosure of contingent assets and liabilities at the date of the financial statements, and the reported amounts of revenues and expenses for the reporting period. We evaluate our estimates on an ongoing basis. We base our estimates on historical experience and on other assumptions that we believe to be reasonable under the circumstances. Actual results could differ from those estimates. Our critical accounting policies are more fully described in our Management's Discussion and Analysis of Financial Condition and Results of Operations presented in Part II, Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2020.2021. There have been no changes in our critical accounting policies from December 31, 2020.2021.

INTRODUCTION

The purpose of this Management's Discussion and Analysis is to provide an understanding of our results of operations and consolidated financial condition. Our Management's Discussion and Analysis should be read in conjunction with our Consolidated Financial Statements and related notes, including those in Part II, Item 8 of our Annual Report on Form 10-K for the year ended December 31, 2020.2021. Our Consolidated Financial Statements are prepared on the basis ofin accordance with GAAP. We also prepare financial statements for each of our insurance company subsidiaries based on statutory accounting principles and file them with insurance regulatory authorities in the states where they do business.

When we provide information on a statutory or other basis, we label it as such, otherwise all other data is presented in accordance with GAAP.

Please note that references to our commercial line “surety” was referenced in our previous filings as “fidelity and surety”.

BUSINESS OVERVIEW

Founded in 1946 as United Fire & Casualty Company, United Fire Group, Inc. ("UFG," the "Registrant," the "Company," "we," "us," or "our") and its consolidated insurance subsidiaries provide insurance protection for individuals and businesses through several regional offices. Our property and casualty insurance company subsidiaries are licensed in 50 states plus the District of Columbia and are represented by approximatelyapproximately 1,000 independent agencies.
Our primary sources of revenue are premiums and investment income. Major categories of expenses from our operations include losses and loss settlement expenses, underwriting and other operating expenses.
Reportable Segments

Our property and casualty insurance business operates and reports as one business segment. For more information, refer to Part I, Item 1, Note 1. "Nature of Operations and Basis of Presentation."

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Lloyd's Syndicates
As of January 1, 2021, the Company became a member of Lloyd's of London ("Lloyd's"). As a member of Lloyd's, the Company is required to maintain capital at Lloyd's, referred to as Funds at Lloyd's ("FAL"), to support underwriting of property and casualty and reinsurance business by Syndicate 1492, Syndicate 1729, Syndicate 1969, Syndicate 1971, Syndicate 4747, Syndicate 2988 and Syndicate 4747.1699. At September 30, 2021,2022, the Company's FAL investments were comprised of cash of $21.3 $21.4 million on deposit with Lloyd's in order to satisfy these FAL requirements.
Personal Lines Business

In May 2020, the Company entered into a renewal rights agreement for our personal lines business, providing our independent insurance agents with the opportunity to transfer their personal lines policies to Nationwide Mutual Insurance Company ("Nationwide") beginning in the third quarter of 2020, subject to the receipt of applicable regulatory approvals. As part of this agreement, Nationwide has offered contracts to many of our personal lines agents across the country, with the exception of agents in Louisiana. In Louisiana, we began non-renewing all personal lines policies in January 2021.2020. Nationwide has been offering replacement policies to most of our personal lines policyholders at the time of renewal. There are three categoriesThe transfer of policies is substantially complete, with New Jersey being the only state where they are refusing to offer replacement coverage directly.

UFG’s entry into a renewal rights agreement with Nationwide was completedthe Company has personal lines policies in force as part of our long-term strategic planning, allowing us to focus onSeptember 30, 2022. These policies will lapse over the success of our core commercial lines business, which represented 94 percent of our business mix at the time of the agreement. It was not initiated as a result of market conditions from the COVID-19 pandemic.next three years.

Pooling Arrangement

All of our property and casualty insurance subsidiaries are members of an intercompany reinsurance pooling arrangement. The Company's pooling arrangement permits the participating companies to rely on the capacity of the entire pool's capital and surplus, rather than being limited to policy exposures of a size commensurate with each participant’s own surplus level.

Geographic Concentration

For the nine-month period ended September 30, 2021, approximately 50.82022, approximately 47.7 percent of our property and casualty premiums were written in Texas, California, Iowa, Missouri, and New Jersey.
Profit Factors
Our profitability is influenced by many factors, including price, competition, economic conditions, investment returns, interest rates, catastrophic events and other natural disasters, man-made disasters, state regulations, court decisions, and changes in the law. To manage these risks and uncertainties, we seek to achieve consistent profitability through strong agency relationships, exceptional customer service, fair and prompt claims handling, disciplined underwriting, superior loss control services, prudent management of our investments, appropriate matching of assets and liabilities, effective use of ceded reinsurance and effective and efficient use of technology.

COVID-19

The spread ofSince mid-March 2020, the COVID-19 virus, beginning in mid-March 2020,pandemic has caused significant financial market volatility, economic uncertainty and interruptions to normal business activities. The COVID-19 pandemic has had a profound impact on day-to-day life, financial markets and the economy in the United States. The Company, in

In response to the challenges presented by the COVID-19evolving pandemic conditions, UFG initially activated itsour pre-existing business continuity plans, to respond to a pandemic in mid-March 2020. Withdispatched the exceptionmajority of our essential services employees, UFG dispatched its staff to work remotely, and implemented numerous safety measures for the safety health and well-beinghealth of our employees. We are fully operational, butAs a result of the reduction in COVID-19 community levels, an increasing number of UFG employees have limited some non-essential travel. Our essential services employees are following recommended health and safety policies. We are and willresumed working onsite, although we continue to monitoroffer remote and hybrid work arrangements to employees.

The implementation of our business continuity plans has not had a material effect on our internal control environment at any time during the statepandemic. Additionally, we believe our operational processes, internal controls over financial reporting and federal responsesdisclosures, and financial reporting systems continue to operate effectively in the pandemic and, when appropriate, willpresent environment.

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adjust our operations in response. We have finalized our return to workplace plan for our employees, which gives employees the option to work fully remote, a hybrid schedule or return to the workplace 100 percent of the time depending on the position and with manager approval. On July 19, 2021, we implemented our plan with a certain portion of our employees returning to the workplace and then subsequently paused our plan due to the spread of the delta variant strain of COVID-19 in August 2021. At this time, our plan is to continue to pause our return to the workplace plan through December 31, 2021.

The implementation of our business continuity plans did not have a material effect on our internal control environment. We believe our operational processes, internal controls over financial reporting and disclosures, and financial reporting systems are operating effectively in the present environment.
Nearly all of the policies we have issued contain contract language that specifically excludesexclude business interruption coverage for losses due to viruses such as the COVID-19 pandemic, but we continue to carefully scrutinizeinvestigate each claim and willintend to afford coverage when appropriate. At this time, weWe expect the effect of the COVID-19 pandemic on claims currently under our coverages to be manageable, based onupon losses reported to date. We continue to evaluate the information presently available. However, the effectsdynamic nature of the COVID-19 pandemic, including the emergence of variant strains, continue to evolve and we cannot predict the extent to which our business, results of operations, financial condition or liquidity will ultimately be impacted. Additionally, if established written contract policy exclusions of business interruption coverage for losses attributable to the COVID-19 pandemic are voided or changed through legislation, regulations or interpretations by the courts, such changes have the potential to materially increase claims, losses and legal expenses which could impact our business, financial condition, results of operations and liquidity.

We anticipate that the larger impact on our financial condition and results of operations will likely result from developments in the economy as a whole and the effect on financial markets and the investments we hold in our investment portfolio, premiums and demand for our products, and our ability to collect premiums or any requirement to return premiums to policyholders. We believe our current liquidity position is sufficient to maintain our current operations and we have the ability to draw on our credit facility if needed. See Part 1, Item 1, Note 8 "Debt" for more information. Our share repurchase program was suspended in mid-March 2020 and restarted in the first quarter of 2021. Also, the Company maintained the payment of quarterly cash dividends during 2020 and 2021, with the dividends paid in September 2021 marking the 214th consecutive quarter of paying dividends since March 1968.

Stockholders' equity decreased to $814.5 million at September 30, 2021, from $825.1 million at December 31, 2020. This decrease is primarily attributable to shareholder dividends of $11.3 million and a decrease in net unrealized investment gains on fixed maturity securities of $25.9 million, net of tax, partially offset by net income of $22.9 million, during the first nine months of 2021.

As of September 30, 2021,2022, we intend to keep all assets currently leased and honor the terms of the contracts. Also, weWe have also evaluated for impairment the four lease contracts wherein which we are the lessor which we evaluated for impairment.lessor. As of September 30, 2021,2022, all payments on these contracts had been received and we fully expect to timely receive all future payments on time. In the event that we receive any lease-related relief provided to mitigate the economic effects of the COVID-19 pandemic, we elect not to evaluate whether or not the relief represents a lease modification.payments.
The decline in certain sectors of the equity markets in 2020 due to the COVID-19 pandemic did have a material impact on the fair value of our investments in equity securities and limited liability partnerships, however those sectors have now recovered as of September 30, 2021.
The Company's investment philosophy, objectives, approach and program have not changed as a result of the COVID-19 pandemic. During the nine-month period ended September 30, 2021 we had a recovery in the fair value of equity securities of $20.5 million and an increase in value of our investments in limited liability partnerships of $10.8 million from the values reported at December 31, 2020.
The Company has a highly rated fixed maturity portfolio, with low credit risk. The Company recognized a decrease in unrealized gains of $25.9 million, net of tax, at September 30, 2021 on its available-for-sale fixed maturity portfolio. In addition, we adopted new accounting guidance on January 1, 2020, which changes the measurement of credit losses for our investment in available-for-sale fixed maturities and our mortgage loans and also impacts our reinsurance receivables. The adoption of this new guidance resulted in an immaterial allowance for credit losses to
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be recorded for each of these assets on our balance sheet as of September 30, 2021. For more information on credit losses recognized in the three- and nine-month periods ended September 30, 2021, please refer to the Note 1 and Note 2 to Unaudited Consolidated Financial Statements of this Form 10-Q.

















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FINANCIAL HIGHLIGHTS
Three Months Ended September 30,Nine Months Ended September 30, Three Months Ended September 30,Nine Months Ended September 30,
(In Thousands, Except Ratios)(In Thousands, Except Ratios)2021 2020 %20212020%(In Thousands, Except Ratios)2022 2021 %20222021%
RevenuesRevenues Revenues 
Net premiums earnedNet premiums earned$238,909  $259,061  (7.8)%$722,837 $791,519 (8.7)%Net premiums earned$238,256  $238,909  (0.3)%$703,746 $722,837 (2.6)%
Investment income, net of investment expensesInvestment income, net of investment expenses11,571  7,244  59.7 42,447 22,303 90.3 Investment income, net of investment expenses11,606  11,571  0.3 32,062 42,447 (24.5)
Net realized investment gains (losses)(2,269) 15,212  (114.9)28,243 (62,416)(145.2)
Other income332  604  (45.0)163 6,323 (97.4)
Net investment gains (losses)Net investment gains (losses)(14,250) (2,269) NM(35,647)28,243 (226.2)
Other income (loss)Other income (loss)(39) 332  (111.7)(38)163 (123.3)
Total revenuesTotal revenues$248,543  $282,121  (11.9)%$793,690 $757,729 4.7 %Total revenues$235,573  $248,543  (5.2)%$700,123 $793,690 (11.8)%
       
Benefits, Losses and ExpensesBenefits, Losses and Expenses   Benefits, Losses and Expenses   
Losses and loss settlement expensesLosses and loss settlement expenses$175,444  $234,693  (25.2)%$533,981 $626,169 (14.7)%Losses and loss settlement expenses$182,411  $175,444  4.0 %$464,295 $533,981 (13.1)%
Amortization of deferred policy acquisition costsAmortization of deferred policy acquisition costs51,261  52,095  (1.6)150,533 158,440 (5.0)Amortization of deferred policy acquisition costs53,107  51,261  3.6 156,116 150,533 3.7 
Other underwriting expensesOther underwriting expenses35,468  35,470  — 82,236 114,020 (27.9)Other underwriting expenses30,487  35,468  (14.0)87,885 82,236 6.9 
Interest expenseInterest expense797 — NM2,391 — NMInterest expense797 797 — 2,391 2,391 — 
Goodwill impairment 15,091 NM 15,091 NM
Total benefits, losses and expensesTotal benefits, losses and expenses$262,970  $337,349  (22.0)%$769,141 $913,720 (15.8)%Total benefits, losses and expenses$266,802  $262,970  1.5 %$710,687 $769,141 (7.6)%
Income (loss) before income taxesIncome (loss) before income taxes$(14,427) $(55,228) (73.9)%$24,549 $(155,991)(115.7)Income (loss) before income taxes$(31,229) $(14,427) (116.5)%$(10,564)$24,549 (143.0)
Federal income tax expense (benefit)Federal income tax expense (benefit)(4,834) (17,987) (73.1)1,690 (52,176)(103.2)Federal income tax expense (benefit)(8,248) (4,834) (70.6)(5,475)1,690 NM
Net income (loss)Net income (loss)$(9,593) $(37,241) (74.2)$22,859 $(103,815)(122.0)%Net income (loss)$(22,981) $(9,593) (139.6)$(5,089)$22,859 (122.3)%
GAAP Ratios:GAAP Ratios:  GAAP Ratios:  
Net loss ratio (without catastrophes)Net loss ratio (without catastrophes)56.9 % 69.2 %(17.8)%61.4 %63.8 %(3.8)%Net loss ratio (without catastrophes)65.2 % 56.9 %14.6 %57.3 %61.4 %(6.7)%
Catastrophes - effect on net loss ratioCatastrophes - effect on net loss ratio16.5  21.4 (22.9)12.5 15.3 (18.3)Catastrophes - effect on net loss ratio11.4  16.5 (30.9)8.7 12.5 (30.4)
Net loss ratio(1)
Net loss ratio(1)
73.4 % 90.6 %(19.0)%73.9 %79.1 %(6.6)%
Net loss ratio(1)
76.6 % 73.4 %4.4 %66.0 %73.9 %(10.7)%
Expense ratio(2)
Expense ratio(2)
36.3  33.8 7.4 32.2 34.4 (6.4)
Expense ratio(2)
35.1  36.3 (3.3)34.6 32.2 7.5 
Combined ratio(3)
Combined ratio(3)
109.7 % 124.4 %(11.8)%106.1 %113.5 %(6.5)%
Combined ratio(3)
111.7 % 109.7 %1.8 %100.6 %106.1 %(5.2)%
(1) The net loss ratio is calculated by dividing the sum of losses and loss settlement expenses by net premiums earned. We use the net loss ratio as a measure of the overall underwriting profitability of the insurance business we write and to assess the adequacy of our pricing. Our net loss ratio is meaningful in evaluating our financial results as reported in our unaudited Consolidated Financial Statements.
(2) The expense ratio is calculated by dividing other underwriting expenses and amortization of deferred policy acquisition costs by net premiums earned. The expense ratio measures a company's operational efficiency in producing, underwriting and administering its insurance business.
(3) The combined ratio is a commonly used financial measure of property and casualty underwriting performance. A combined ratio below 100.0 percent generally indicates a profitable book of business. The combined ratio is the sum of the net loss ratio and the underwriting expense ratio.
NM = Not meaningful

The following is a summary of our financial performance for the three- and nine-month periods ended September 30, 2021:2022:

RESULTS OF OPERATIONS

For the three-month period ended September 30, 2021,2022, net loss was $9.6$23.0 million compared to a net loss of $37.2$9.6 million for the same period of 2020.2021. The change was primarily due to a decrease in the net loss reportedfair value of our investments in third quarter of 2021 as compared to third quarter of 2020 was due to lowerequity securities along with higher losses and loss settlement expenses partially offset by lower other underwriting expenses.

For the nine-month period ended September 30, 2022, net loss was $5.1 million compared to net income of $22.9 million for the same period of 2021. The change was primarily due to a decrease in the fair value of our investments
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in equity securities and highera decrease in net investment incomepremiums earned partially offset by a decrease in netlosses and loss settlement expenses.

Net premiums earned decreased 0.3 percent and net realizeddecreased 2.6 percent during the three- and nine-month periods ended September 30, 2022, respectively, compared to the same periods of 2021.Profitable growth is our primary consideration when putting new business on the books and these results reflect growth in assumed reinsurance, other liability, and surety. For the three-month period ended September 30, 2022, the overall average increase in renewal premiums was 9.5%, with 3.8% from exposure changes and 5.7% from rate increases. Excluding the workers' compensation line of business, the overall average increase in renewal premiums was 10.7%, with 4.0% from exposures changes and 6.7% from rate changes.

Net investment lossesincome was $11.6 million for the third quarter of 2022 as compared to $11.6 million for the same period in 2021. Third quarter of 2022 reflected a slight increase over third quarter of 2021 related to higher yields on the fixed income portfolio mostly offsetting the change in fair value of our investments in limited liability partnerships. The valuation of these investments in limited liability partnerships varies from period to period due to the current equity market conditions, specifically related to financial institutions. Year-to-date, net investment income was $32.1 million compared to net realized investment gainsincome of $42.4 million for the same period in 2021. The decrease in net investment income in the nine-month period ended September 30, 2022 was primarily due to the change in the fair value of our investments in limited liability partnerships.

The Company recognized net investment losses of $14.3 million during the third quarter of 2020.2022, compared to net investment losses of $2.3 million for the same period in 2021. Year to date, the Company recognized net investment losses of $35.6 million during the nine-month period ended September 30, 2022, compared to net investment gains of $28.2 million for the same period in 2021. The change in the three- and nine-month periods ended September 30, 2022 as compared to the same period in 2021 was primarily due to the change in the fair value of our investments in equity securities.

Losses and loss settlement expenses increased by 4.0 percent during the three-month period ended September 30, 2022 driven by an increase in frequency of large losses and unfavorable reserve development, offset by lower catastrophe losses during the quarter. For the nine-month period ended September 30, 2022 the same metric decreased by 13.1 percent compared to the same period in 2021. The year-to-date change was primarily driven by lower catastrophe losses and a decrease in frequency and severity of claims.

The GAAP combined ratio increased by 2.0 percentage points to 111.7 percent for the third quarter of 2022, compared to 109.7 percent in the same period in 2021. The change was driven by an increase in the net loss ratio, most notably the reserve development effect on the ratio in the quarter. For the nine-month period ended September 30, 2022, the GAAP combined ratio decreased 5.5 percentage points to 100.6 percent compared to 106.1 percent for the nine-month period ended September 30, 2021. The decrease in the combined ratio during the nine-month period ended September 30, 2022 as compared to the same period in 2021 was driven by a decrease in the net loss ratio.

The net loss ratio increased 3.2 percentage points during the third quarter of 2022 as compared to the same period in 2021. This change was driven by unfavorable reserve development in the quarter and an increase in frequency of claims, offset by catastrophe loss improvement. Year-to-date, the net loss ratio decreased 7.9 percentage points to 66.0 percent compared to 73.9 percent for the nine-month period ended September 30, 2021. The year-to-date change was primarily driven by lower catastrophe losses and a decrease in the frequency and severity of claims.

Pre-tax catastrophe losses in the third quarter of 2022 added 11.4 percentage points to the combined ratio, which included 5.7 percentage points for the impacts from Hurricane Ian. This compares to 16.5 percentage points added to the combined ratio in the third quarter of 2021, and is 1.6 percentage points above our 10-year historical average for the third quarter. During the third quarter of 2022, the higher than average catastrophe losses were driven primarily by Hurricane Ian, however, there were 9 smaller catastrophic events, primarily wind and hail, which collectively resulted in above average catastrophe losses. Year-to-date catastrophe losses totaled $61.4 million ($1.93 per diluted share) compared to $90.3 million ($2.81 per diluted share) for the same period in 2021, which included losses from Hurricane Ida as well as winter storm Uri, which was a full retention loss.
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For the nine-month period ended September 30, 2021, net income was $22.9 million compared to a net loss of $103.8 million for the same period of 2020. The change was primarily due to an increase in net realized investment gains from an increase in the fair value of equity securities as compared to net realized investment losses for the same period of 2020, a decrease in losses and loss settlement expenses, a decrease in other underwriting expenses and an increase in net investment income. These were partially offset by a decrease in net premiums earned.

The third quarter of 2020, also included a one-time adjustment to write off goodwill of $15.1 million. This goodwill related to the acquisition of Mercer Insurance Group, Inc. in 2011.

Net premiums earned decreased 7.8 percent and 8.7 percent during the three- and nine-month periods ended September 30, 2021 compared to the same periods of 2020, respectively. The decrease in the three- and nine-month periods ended September 30, 2021 was primarily due to our focus on improving profitability through non-renewal of under-performing accounts in our commercial auto line of business and our exit of the personal lines business which began in September 2020.

Net investment income was $11.6 million for the third quarter of 2021 as compared to net investment income of $7.2 million for the same period in 2020. Year-to-date, net investment income was $42.4 million compared to net investment income of $22.3 million for the same period in 2020. The increase in net investment income in the three- and nine-month periods ended September 30, 2021 was due to an increase in the fair value of our investments in limited liability partnerships in the first nine months of 2021 as compared to the same periods in 2020. The valuation of these investments in limited liability partnerships varies from period to period due to the current equity market conditions, specifically related to financial institutions.

The Company recognized net realized investment losses of $2.3 million during the third quarter of 2021, compared to net realized investment gains of $15.2 million for the same period in 2020. Year to date, the Company recognized net realized investment gains of $28.2 million during the third quarter of 2021, compared to net realized investment losses of $62.4 million for the same period in 2020. The change in the three- and nine-month periods ended September 30, 2021, as compared to the same periods in 2020, was primarily due to the change in the fair value of equity securities.

Losses and loss settlement expenses decreased by 25.2 percentage points and 14.7 percent percentage points during the three- and nine-month periods ended September 30, 2021, respectively, compared to the same periods in 2020.For the three- and nine-month periods ended September 30, 2021, the decrease in losses and loss settlement expenses was primarily due to a decrease in catastrophe losses and frequency and severity of commercial auto liability losses.

The GAAP combined ratio decreased by 14.7 percentage points to 109.7 percent for the third quarter of 2021, compared to 124.4 percent in the same period in 2020. For the nine-month period ended September 30, 2021, combined ratio decreased by 7.4 percentage points to 106.1 percent compared to 113.5 percentage points in the same period in 2020. For the nine-month period ended September 30, 2021, the decrease in the combined ratio was primarily driven by a decrease in the net loss ratio.

The GAAP net loss ratio decreased 17.2 percentage points and 5.2 percentage points during three- and nine-month periods ended September 30, 2021 as compared to the same periods in 2020. The decrease in the net loss ratio during the three- and nine-month periods ended September 30, 2021 as compared to the same periods in 2020 was primarily due to comparatively lower catastrophe losses and a decrease in the frequency and severity of commercial auto liability losses.

Pre-tax catastrophe losses in the third quarter of 2021 were lower when compared to third quarter of 2020, with catastrophe losses adding 16.5 percentage points to the combined ratio in 2021 as compared to 21.4 percentage points in 2020. Year-to-date, pre-tax catastrophe losses were 12.5 percentage points as compared to 15.3 percentage points during the same period in 2020. The most significant catastrophe losses in the third quarter of 2021 were from Hurricane Ida on our commercial and personal lines of business and from the European floods on our reinsurance assumed line of business. In the third quarter of 2020, the most significant catastrophe losses were from the August
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Midwest derecho and Hurricane Laura. Our 10-year historical average for third quarter catastrophe losses is 9.2 percentage points added to the combined ratio.

Theunderwriting expense ratio for the third quarter of 20212022 was 36.335.1 percent compared to 33.836.3 percent for the third quarter of 2021. The decrease was primarily driven by lower costs resulting from the change in 2020.design of our pension plan, which resulted in a reduction in quarterly expenses beginning in 2022. Year-to-date, the underwriting expense ratio was 32.234.6 percent compared to 34.432.2 percent as compared toin the same period in 2020.2021. The increase in the third quarter of 2021expense ratio during the nine-month period ended September 30, 2022 was primarily due to improved performance in our book of business resulting in additions to profit sharing for our agents, employees, and program business. The decreasedriven by a non-recurring benefit in the underwriting expense ratio year-to-date as compared to the same periods in 2020 was primarily dueprior year related to the change in the design of our employee post-retirement health benefit plans and a decrease in the acceleration of the amortization of our deferred acquisition costs due to improved profitability in our commercial auto line of business.plan.

For a detailed discussion of our investment results, refer to the "Investment Portfolio" section below.



Reserve Development

For many liability claims, significant periods of time, ranging up to several years, and for certain construction defect claims, more than a decade, may elapse between the occurrence of the loss, the reporting of the loss to us and the settlement or other disposition of the claim. As a result, loss experience in the more recent accident years for the long-tail liability coverages has limited statistical credibility in our reserving process because a relatively small proportion of losses in these accident years are reported claims and an even smaller proportion are paid losses. In addition, long-tail liability claims are more susceptible to litigation and can be significantly affected by changing contract interpretations and the legal environment. Consequently, the estimation of loss reserves for long-tail coverages is more complex and subject to a higher degree of variability. Reserves for these long-tail coverages represent a significant portion of our overall carried reserves.

When establishing reserves and monitoring reserve adequacy, we analyze historical data and consider the potential impact of various loss development factors and trends, including historical loss experience, legislative enactments, judicial decisions, legal developments in imposition of damages, experience with alternative dispute resolution, results of our medical bill review process, the potential impact of salvage and subrogation, and changes and trends in general economic conditions, including the effects of inflation. All of these factors influence our estimates of required reserves and, for long-tail lines these factors can change over the course of the settlement of the claim. However, there is no precise method for evaluating the specific dollar impact of any individual factor on the development of reserves.

Our reserving philosophy is to reserve claims to their ultimate expected loss amount as soon as practicable after information about a claim becomes available. This approach tends to produce, on average, prudently conservativecautiously pessimistic case reserves, which we expect to result in some level of favorable development over the course of settlement.

2022 Development

The property and casualty insurance business experienced $14.1 million unfavorable and $1.2 million of favorable development in our net reserves for prior accident years for the three- and nine-month periods ended September 30, 2022, respectively. For the three-month period ended September 30, 2022 the unfavorable development was primarily driven by $31.7 million other liability and $5.4 million commercial fire and allied lines of business offset by favorable development in commercial automobile and workers' compensation lines of business of $12.4 and $11.6, respectively. For the nine-month period ended September 30, 2022 the overall favorable development was primarily driven by commercial automobile line of business and workers' compensation line of business, with $28.9 million and $9.2 million, respectively, in net ultimate loss & loss adjustment expense estimates. The favorable reserve development was partially offset by unfavorable reserve development for $22.2 million other liability and $14.1 million commercial fire and allied lines.

2021 Development

The property and casualty insurance business experienced $11.1 million and $26.0 million of favorable development
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in our net reserves for prior accident years for the three- and nine-month periods ended September 30, 2021, respectively. For the three-month period ended September 30, 2021 the majority of favorable development was from commercial autoautomobile with $11.0 million of favorable development followed by commercial fire and allied lines with $4.1 million favorable development. The favorable development was partially offset by $7.1 million of unfavorable development in commercial liability. All other lines of insurance, in total, contributed $3.1 million of favorable development during the quarter. The favorable development for commercial fire and allied lines was from both loss and loss adjustment expense ("LAE") where reductions in reserves were more than sufficient to offset payments. The favorable development for commercial automobile was from LAE where reductions in reserves were more than sufficient to offset paid LAE. The unfavorable development for commercial liability was from loss where reductions in loss reserves were not sufficient to offset paid loss.

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For the nine-month period ended September 30, 2021 the majority of favorable development was from commercial automobile with $21.5 million favorable development, followed by workers' compensation with $7.7 million favorable development, commercial fire and allied lines with $5.6 million favorable development, and personal fire and allied lines with $4.0 million favorable development. Partially offsetting this was unfavorable development was contributed primarily by commercial liability with $17.1 million of unfavorable development. All other lines of insurance, in total, contributed $4.3 million of favorable development. The favorable development for commercial automobile was from LAE where reductions in reserves were more than sufficient to offset paid LAE. Workers' compensation favorable development came from both loss and LAE; reserve reductions for both items were more than sufficient to offset payments. The favorable development for commercial fire and allied lines was from LAE where reductions in reserves were more than sufficient to offset paid LAE. The favorable development for personal fire and allied lines came from both loss and LAE; reserve reductions for both items were more than sufficient to offset payments. The unfavorable development for commercial liability is attributed to paid loss which was greater than the reductions of unpaid claim reserves; paid loss adjustment expense was more than offset by reductions of reserves for unpaid LAE.

2020 Development

The property and casualty insurance business experienced $6.3 million and $30.0 million of favorable development in our net reserves for prior accident years for the three- and nine-month periods ended September 30, 2020, respectively. For the three-month period ended September 30, 2020, the majority of favorable development was from the combination of workers' compensation with $5.6 million favorable development and commercial liability with $5.5 million favorable development. Partially offsetting favorable development was commercial automobile with $2.2 million of unfavorable development and reinsurance assumed with $1.6 million of unfavorable development. The favorable development for workers' compensation was primarily from reductions in claim reserves which were more than sufficient to offset paid loss. The favorable development for commercial liability was due to the combination of both loss and loss adjustment expense where reserve reductions were more than sufficient to offset payments. The adverse development for commercial automobile was attributed to an increase in severity of losses with paid losses greater than the reductions of unpaid claim reserves, paid LAE was more than offset by reductions of reserves for unpaid LAE. All other lines of insurance, in total, contributed $1.0 million of unfavorable development during the third quarter of 2020.

For the nine-month period ended September 30, 2020 the majority of favorable development was from workers' compensation with $21.6 million favorable development, followed by commercial fire and allied lines which contributed $12.6 million of favorable development. Partially offsetting favorable development was reinsurance assumed with $4.4 million of unfavorable development and commercial automobile with $2.1 million of unfavorable development. The favorable development for workers' compensation was primarily from reductions in claim reserves which were more than sufficient to offset paid loss. The adverse development for reinsurance assumed was attributed to paid loss which was greater than the reductions of unpaid claim reserves. All other lines of insurance, in total, contributed $2.3 million of favorable development during the third quarter of 2020.

Development amounts can vary significantly from quarter-to-quarter and year-to-year depending on a number of factors, including the number of claims settled and the settlement terms, and are subject to reallocation between accident years and lines of business. At September 30, 2021,2022, our total reserves were within our actuarial estimates.
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The following tables display our net premiums earned, net losses and loss settlement expenses and net loss ratio by line of business:
Three Months Ended September 30,Three Months Ended September 30,20212020Three Months Ended September 30,20222021
 Net Losses  Net Losses   Net Losses  Net Losses 
 and Loss  and Loss   and Loss  and Loss 
NetSettlementNetNetSettlementNet NetSettlementNetNetSettlementNet
(In Thousands, Except Ratios)(In Thousands, Except Ratios)PremiumsExpensesLossPremiumsExpensesLoss(In Thousands, Except Ratios)PremiumsExpensesLossPremiumsExpensesLoss
UnauditedUnauditedEarnedIncurredRatioEarnedIncurredRatioUnauditedEarnedIncurredRatioEarnedIncurredRatio
Commercial linesCommercial lines      Commercial lines      
Other liability(1)Other liability(1)$75,559 $47,416 62.8 %$78,302 $45,111 57.6 %Other liability(1)$80,231 $85,738 106.9 %$75,559 $47,416 62.8 %
Fire and allied lines(2)Fire and allied lines(2)60,457 44,855 74.2 59,267 52,436 88.5 Fire and allied lines(2)60,263 47,857 79.4 60,457 44,855 74.2 
AutomobileAutomobile60,991 42,034 68.9 73,403 82,675 112.6 Automobile51,939 32,093 61.8 60,991 42,034 68.9 
Workers' compensationWorkers' compensation15,183 11,265 74.2 19,245 10,250 53.3 Workers' compensation14,043 (1,888)(13.4)15,183 11,265 74.2 
Fidelity and surety7,939 909 11.4 7,356 (128)(1.7)
Surety(3)
Surety(3)
9,756 3,598 36.9 7,939 909 11.4 
MiscellaneousMiscellaneous323 176 54.5 378 78 20.6 Miscellaneous267 449 168.2 323 176 54.5 
Total commercial linesTotal commercial lines$220,452 $146,655 66.5 %$237,951 $190,422 80.0 %Total commercial lines$216,499 $167,847 77.5 %$220,452 $146,655 66.5 %
     
Personal linesPersonal lines  Personal lines  
Fire and allied lines(4)Fire and allied lines(4)$2,559 $11,382 NM$5,144 $29,451 NMFire and allied lines(4)$529 $1,195 225.9 %$2,559 $11,382 NM
AutomobileAutomobile734 343 46.7 7,055 8,322 118.0 Automobile(1)(775)NM734 343 46.7 
MiscellaneousMiscellaneous50 (9)(18.0)295 (97)(32.9)Miscellaneous10 (1,020)NM50 (9)(18.0)
Total personal linesTotal personal lines$3,343 $11,716 NM$12,494 $37,676 NMTotal personal lines$538 $(600)(111.5)%$3,343 $11,716 NM
Reinsurance assumed$15,114 $17,073 113.0 %$8,616 $6,595 76.5 %
Assumed reinsuranceAssumed reinsurance$21,219 $15,164 71.5 %$15,114 $17,073 113.0 %
TotalTotal$238,909 $175,444 73.4 %$259,061 $234,693 90.6 %Total$238,256 $182,411 76.6 %$238,909 $175,444 73.4 %
(1) Commercial lines “Other liability” is business insurance covering bodily injury and property damage arising from general business operations, accidents on the insured’s premises and products manufactured or sold.
(2) Commercial lines “Fire and allied lines” includes fire, allied lines, commercial multiple peril and inland marine.
(3) Commercial lines “Surety” previously referred to as “Fidelity and surety”.
(4) Personal lines “Fire and allied lines” includes fire, allied lines, homeowners and inland marine.
NM = Not meaningful

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Nine Months Ended September 30,20222021
  Net Losses  Net Losses 
  and Loss  and Loss 
 NetSettlementNetNetSettlementNet
(In Thousands, Except Ratios)PremiumsExpensesLossPremiumsExpensesLoss
UnauditedEarnedIncurredRatioEarnedIncurredRatio
Commercial lines      
Other liability$225,323 $159,859 70.9 %$225,572 $134,286 59.5 %
Fire and allied lines172,361 144,397 83.8 177,066 150,032 84.7 
Automobile157,927 107,021 67.8 190,238 151,632 79.7 
Workers' compensation42,389 16,345 38.6 47,260 33,601 71.1 
Surety26,700 5,723 21.4 22,436 3,000 13.4 
Miscellaneous817 593 72.6 1,007 174 17.3 
Total commercial lines$625,517 $433,938 69.4 %$663,579 $472,725 71.2 %
   
Personal lines  
Fire and allied lines$2,127 $2,144 100.8 %$13,120 $22,400 170.7 %
Automobile (1,919)NM7,069 5,904 83.5 
Miscellaneous42 (1,110)NM337 (1,369)NM
Total personal lines$2,169 $(885)(40.8)%$20,526 $26,935 131.2 %
Assumed reinsurance$76,060 $31,242 41.1 %$38,732 $34,321 88.6 %
Total$703,746 $464,295 66.0 %$722,837 $533,981 73.9 %
NM = Not meaningful

Below are explanations regarding significant changes in the net loss ratios by line of business:

Other liability lines - The net loss ratio deteriorated 44.1 and 11.4 percentage points, respectively, in the three- and nine-month periods ended September 30, 2022 as compared to the same periods in 2021. Reserves were strengthened in the third quarter of 2022 as the frequency of large claims and exhaustion of primary coverage limits has increased due to inflationary pressures and other factors. This has increased exposure to the excess umbrella policies.


Commercial fire and allied lines - The net loss ratio deteriorated 5.2 percentage points in the three-month period ending September 30, 2022 as non-catastrophe commercial fire losses were offset by improved catastrophe losses as compared to 2021. The net loss ratio improved 0.9 percentage points in the nine-month periods ended September 30, 2022 driven by catastrophe loss improvement.


Commercial automobile - The net loss ratio improved 7.1 and 11.9 percentage points, respectively, in the three- and nine-month periods ended September 30, 2022 as compared to the same periods in 2021. These improvements are the direct result of our strategic plan to increase the quality of this line by non-renewing underperforming accounts and increasing rates.


Workers' compensation - The net loss ratio improved 87.6 and 32.5 percentage points, respectively, in the three- and nine-month periods ended September 30, 2022 as compared to the same periods in 2021. For both periods the recognition of lower loss adjustment expense and continued favorable loss experience allowed for reserve releases producing a negative loss ratio in the current three-month period and lowering the current nine-month period loss ratio. The prior year three- and nine-month periods higher loss ratios were impacted by severity adding to the differences between current and prior periods.
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Nine Months Ended September 30,20212020
  Net Losses  Net Losses 
  and Loss  and Loss 
 NetSettlementNetNetSettlementNet
(In Thousands, Except Ratios)PremiumsExpensesLossPremiumsExpensesLoss
UnauditedEarnedIncurredRatioEarnedIncurredRatio
Commercial lines      
Other liability$225,572 $134,286 59.5 %$235,018 $135,748 57.8 %
Fire and allied lines177,066 150,032 84.7 183,528 171,416 93.4 
Automobile190,238 151,632 79.7 225,103 205,994 91.5 
Workers' compensation47,260 33,601 71.1 57,873 24,205 41.8 
Fidelity and surety22,436 3,000 13.4 20,106 14 0.1 
Miscellaneous1,007 174 17.3 1,158 266 23.0 
Total commercial lines$663,579 $472,725 71.2 %$722,786 $537,643 74.4 %
   
Personal lines  
Fire and allied lines$13,120 $22,400 170.7 %$24,933 $55,372 222.1 %
Automobile7,069 5,904 83.5 22,203 15,935 71.8 
Miscellaneous337 (1,369)NM905 2,561 283.0 
Total personal lines$20,526 $26,935 131.2 %$48,041 $73,868 153.8 %
Reinsurance assumed$38,732 $34,321 88.6 %$20,692 $14,658 70.8 %
Total$722,837 $533,981 73.9 %$791,519 $626,169 79.1 %
NM = Not meaningful

Below are explanations regarding significant changes in the net loss ratios by line of business:
Commercial fire and allied lines Assumed reinsurance - TheThe net loss ratio improved 14.341.5 and 8.747.5 percentage points, respectively, in the threethree- and nine-month periods ended September 30, 2021, respectively, compared to the same periods of 2020. The improvement is primarily due to lower comparable catastrophe losses in the three and nine-month periods ended September 30, 2021 as compared to the same periods of 2020 along with a decrease in LAE expenses.

Commercial automobile - The net loss ratio improved 43.7 and 11.8 percentage points in the three and nine-month periods ended September 30, 2021, respectively, compared to the same periods of 2020. The improvement in the three and nine-month periods ended September 30, 2021 is a direct result of our strategic plan to improve the profitability of this line of business through non-renew underperforming commercial auto accounts and seeking rate increase, which has led to a reduction in claims frequency and severity and a decrease in the number of commercial auto exposure units.

Workers' compensation - The net loss ratio deteriorated 20.9 and 29.3 percentage points in the three and nine-month periods ended September 30, 2021, respectively, compared to the same periods of 2020. The deterioration is primarily attributable to paid loss for large claims, which have been more severe in the three and nine-month periods ended September 30, 20212022 as compared to the same periods in 2020.

Fidelity and surety - 2021. The net loss ratio deteriorated 13.1 and 13.3 percentage pointsimprovement in the three and nine-monthboth current periods ended September 30, 2021, respectively, compared to the same periods of 2020. The deterioration is primarily attributable to paidcontinued favorable loss for large claimsexperience and large claims that were reported duringattractive reinsurance rates. This book had exposure to Hurricane Ian in the first and second quarters of 2021 as comparedcurrent three-month period but not to the absencelevel of large claims during 2020.
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Personal fire and allied lines - The net loss ratio improved 127.7 and 51.4 percentage points in the three and nine-month periods ended September 30, 2021, respectively, compared to the same periods of 2020. The improvement is primarily due to lower comparable catastrophe losses in the three and nine-month periods ended September 30, 2021 as compared to the same periods of 2020.

Reinsurance assumed - The net loss ratio deteriorated 36.5 and 17.8 percentage points in the three and nine-month periods ended September 30, 2021, respectively, compared to the same periods of 2020. The deterioration is primarily due to higher catastrophe losses in the three and nine-month periods ended September 30, 2021 as compared to the same periods of 2020.

Financial Condition

Stockholders' equity decreased decreased to $814.5$700.8 million at September 30, 2021,2022, from $825.1$879.1 million at December 31, 2020. 2021. The Company's book value per share was $32.48,$27.82, which is a decrease of $0.45$7.23 per share, or 1.420.6 percent, from December 31, 2020. 2021. The decrease is primarily attributable to athe $156.1 million decrease in the net unrealized investment gains onvalue from our fixed maturity securities, of $25.9 million, net of tax, and shareholder dividends of $11.3$11.8 million, partially offset byand net incomelosses of $22.9$5.1 million during the first nine months of 2021.2022.

Investment Portfolio

Our invested assets totaled $2.1$1.8 billion at September 30, 2021,2022, compared to $2.1 billion at December 31, 2020,2021, a decrease of $93.1$241.2 million. At September 30, 2021,2022, fixed maturity securities and equity securities made up 84.0 percent84.8 percent and 9.88.2 percent of the value of our investment portfolio, respectively. Because the primary purpose of our investment portfolio is to fund future claims payments, we use a conservative investment philosophy, investing in a diversified portfolio of high-quality, intermediate-term taxable corporate bonds, taxable U.S. government bonds and tax-exempt U.S. municipal bonds.

Composition
We develop our investment strategies based on a number of factors, including estimated duration of reserve liabilities, short- and long-term liquidity needs, projected tax status, general economic conditions, expected rates of inflation, regulatory requirements, interest rates and credit quality of assets. We administer our investment portfolio based on investment guidelines approved by management and the investment committee of our Board of Directors that comply with applicable statutory regulations.

The composition of our investment portfolio at September 30, 20212022 is presented at carrying value in the following table:
Property & Casualty Insurance Property & Casualty Insurance
 Percent  Percent
(In Thousands, Except Ratios)(In Thousands, Except Ratios) of Total(In Thousands, Except Ratios) of Total
Fixed maturities (1)
Fixed maturities (1)
 
Fixed maturities (1)
 
Available-for-saleAvailable-for-sale$1,727,601 84.0 %Available-for-sale$1,547,061 84.8 %
Equity securitiesEquity securities200,876  9.8 Equity securities149,505  8.2 
Mortgage loansMortgage loans47,254  2.2 Mortgage loans46,692  2.6 
Other long-term investmentsOther long-term investments80,162  4.0 Other long-term investments79,917  4.4 
Short-term investmentsShort-term investments175 ��— Short-term investments275  — 
TotalTotal$2,056,068  100.0 %Total$1,823,450  100.0 %
(1) Available-for-sale securities and trading fixed maturities are carried at fair value.

As of September 30, 20212022 and December 31, 2020,2021, we did not have direct exposure to investments in subprime mortgages or other credit enhancement vehicles.



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Credit Quality

The table below shows the composition of fixed maturity securities held in our available-for-sale and trading security portfolios, by credit rating at September 30, 20212022 and December 31, 2020.2021. Information contained in the table is generally based upon the issued credit ratings provided by Moody's, unless the rating is unavailable, in which case we obtain credit ratings from Standard & Poor's.
(In Thousands, Except Ratios)(In Thousands, Except Ratios)September 30, 2021 December 31, 2020(In Thousands, Except Ratios)September 30, 2022 December 31, 2021
RatingRatingCarrying Value % of Total Carrying Value % of TotalRatingCarrying Value % of Total Carrying Value % of Total
AAAAAA$696,706  40.3 % $817,142  44.8 %AAA$543,719  35.2 % $670,222  39.0 %
AAAA602,097  34.9  639,011  35.0 AA490,427  31.7  586,426  34.1 
AA198,812  11.5  182,011  10.0 A225,603  14.6  209,076  12.2 
Baa/BBBBaa/BBB217,423  12.6  172,078  9.4 Baa/BBB269,783  17.4  241,547  14.0 
Other/Not RatedOther/Not Rated12,563  0.7  15,196  0.8 Other/Not Rated17,529  1.1  12,519  0.7 
$1,727,601  100.0 % $1,825,438  100.0 % $1,547,061  100.0 % $1,719,790  100.0 %

Duration
Our investment portfolio is invested primarily in fixed maturity securities whose fair value is susceptible to market risk, specifically interest rate changes. Duration is a measurement we use to quantify our inherent interest rate risk and analyze our ability to match our invested assets to our reserve liabilities. If our invested assets and reserve liabilities have similar durations, then any change in interest rates will have an equal effect on these accounts. The primary purpose for matching invested assets and reserve liabilities is liquidity. With appropriate matching, our investments will mature when cash is needed, preventing the need to liquidate other assets prematurely. Mismatches in the duration of assets and liabilities can cause significant fluctuations in our results of operations.
Investment Results
We invest the premiums received from our policyholders in order to generate investment income, which is an important component of our revenues and profitability. The amount of investment income that we are able to generate is affected by many factors, some of which are beyond our control. Some of these factors are volatility in the financial markets, economic growth, inflation, interest rates, world political conditions, terrorist attacks or threats of terrorism, adverse events affecting other companies in our industry or the industries in which we invest and other unpredictable national or world events. Our net investment income increased slightly in the three- and nine-month periodsthree-month period ended September 30, 2021,2022, compared with the same period of 20202021 primarily due to the higher yields in the fixed income portfolio offset by the change in the fair value of our investments in limited liability partnerships. Net investment income decreased in the nine-month period ended September 30, 2022, compared with the same period of 2021 primarily due to the change in the fair value of our investments in limited liability partnerships. Fixed income securities average yields have risen from both the third quarter of 2021 and on a year-to-date basis driven by higher interest rates.
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Investment Results
(unaudited)Three Months Ended September 30,Nine Months Ended September 30,
(In Thousands)2022202120222021
Investment income:
Interest on fixed maturities$12,792 $10,671 $35,879 $32,441 
Dividends on equity securities1,325 1,383 3,934 3,711 
Income on other long-term investments(1,348)1,305 (3,959)10,822 
Other891 605 2,279 1,788 
Total investment income$13,660 $13,964 $38,133 $48,762 
Less investment expenses2,054 2,393 6,071 6,315 
Net investment income$11,606 $11,571 $32,062 $42,447 
Average yields:
Fixed income securities:
Pre-tax (1)
3.07 %2.55 %2.88 %2.58 %
(1) Fixed income securities yield excluding net unrealized investment gains/losses and expenses
We hold certain investments in limited liability partnerships that are recorded on the equity method of accounting, with changes in value of these investments recorded in investment income. In the three- and nine-month periods ended September 30, 2021,2022, the change in value of our investments in limited liability partnerships resulted in an investment loss of $1.3 million and $4.0 million as compared to investment income of $1.3 million and $10.8 million as compared to an investment income of $4.7 million and $13.8 million in the same periods of 2020.2021.
We had net realized investment losses of $2.3$14.3 million and net realized investment gains of $28.2$35.6 million respectively, during the three- and nine-month periods ended September 30, 2021,2022, as compared to net realized investment gainslosses of $15.2$2.3 million and net realized investment losses of $62.4gains $28.2 million in the same periods of 2020.2021. The change in the three- and nine-month periods ended September 30, 20212022 as compared to the same periods in 20202021 was primarily due to the change in the fair value of our equity securities.securities investments driven by equity market losses in 2022.
We regularly monitor the difference between our cost basis and the estimated fair value of our investments. For our available-for-sale fixed-maturity portfolio an allowance for credit losses is recorded net of available-for-sale fixed maturities in the Consolidated Balance Sheets and a corresponding credit loss recognized as a realized loss or gain in the Consolidated Statements of Income and Comprehensive Income. The Company determines if an allowance for credit losses is recorded based on a number of factors including the current economic conditions, management's
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expectations of future economic conditions and performance indicators, such as market value vs. amortized cost, investment spreads widening or contracting, rating actions, payment and default history.
Non-credit related changes in unrealized gains and losses on available-for-sale fixed maturity securities are recognized as a component of other comprehensive income, impact stockholders' equity and book value per share, but do not affect net income. We believe that any unrealized losses on our available-for-sale securities at September 30, 20212022 are temporary based upon our current analysis of the issuers of the securities that we hold and current market conditions. We have no intent to sell, and it is more likely than not that we will not be required to sell, these securities until the fair value recovers to at least equal our cost basis or the securities mature.
For mortgage loans, an allowance for losses is established based on historical loss information of the collective pool of the Company's commercial mortgage loan investments that have similar risk characteristics. This allowance is presented as a separate line in the Consolidated Balance Sheets with an offset to "Net realized investment gains (losses)" in the Consolidated Statements of Income and Comprehensive Income.
To calculate the allowance for mortgage loan losses, the Company starts with historical loan experience to predict the future expected losses and then layers on a market-linked adjustment. An example of a market linked adjustment is the change in commercial market price appreciation or change in gross domestic product, with every point of fall
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leading to an increase in loss reserve. Local market economics are also considered. On a quarterly basis, quantitative credit risk metrics, including for example, cash-flows, rent rolls and financial statements are reviewed for each loan to determine if it is performing in line with its expectations.

LIQUIDITY AND CAPITAL RESOURCES
Liquidity measures our ability to generate sufficient cash flows to meet our short- and long-term cash obligations. Our cash inflows are primarily a result of the receipt of premiums, reinsurance recoveries, sales or maturities of investments, and investment income. Cash provided from these sources is used to fund the payment of losses and loss settlement expenses, the purchase of investments, operating expenses, dividends, pension plan contributions, and in recent years, common stock repurchases.
We monitor our capital adequacy to support our business on a regular basis. The future capital requirements of our business will depend on many factors, including our ability to write new business successfully and to establish premium rates and reserves at levels sufficient to cover losses. Our ability to underwrite is largely dependent upon the quality of our claims paying and financial strength ratings as evaluated by independent rating agencies. In particular, we require (1) sufficient capital to maintain our financial strength ratings, as issued by various rating agencies, at a level considered necessary by management to enable our insurance company subsidiaries to compete and (2) sufficient capital to enable our insurance company subsidiaries to meet the capital adequacy tests performed by regulatory agencies in the United States.
Cash outflows may be variable because of the uncertainty regarding settlement dates for losses. In addition, the timing and amount of individual catastrophe losses are inherently unpredictable and could increase our liquidity requirements. The timing and amount of reinsurance recoveries may be affected by reinsurer solvency and reinsurance coverage disputes.
Historically, we have generated substantial cash inflows from operations. It is our policy to invest the cash generated from operations in securities with maturities that, in the aggregate, correlate to the anticipated timing of payments for losses and loss settlement expenses. The majority of our assets are invested in available-for-sale fixed maturity securities.

The following table displays a consolidated summary of cash sources and uses for the nine-month periods ended September 30, 2022 and 2021:
Cash Flow SummaryNine Months Ended September 30,
(In Thousands)2022 2021
Cash provided by (used in)   
Operating activities$(29,793) $18,188 
Investing activities(38,314) 40,358 
Financing activities(10,980) (13,721)
Net change in cash and cash equivalents$(79,087) $44,825 
Our cash flows were sufficient to meet our liquidity needs for the nine-month periods ended September 30, 2022 and 2021 and we anticipate they will be sufficient to meet our future liquidity needs for at least the next twelve months. We also have the ability to draw on our credit facility if needed.
Operating Activities


Net cash flows from operating activities ha
d outflows of $29.8 million and inflows of $18.2 million for the nine-month periods ended September 30, 2022 and 2021, respectively. In the nine-month period ended September 30, 2022, the net operating cash outflows were driven by loss and loss adjustment expense and tax related outflows not being fully offset by premium and investment income cash inflows.
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The following table displays a consolidated summary of cash sources and uses for the nine-month periods ended September 30, 2021 and 2020:
Cash Flow SummaryNine Months Ended September 30,
(In Thousands)2021 2020
Cash provided by (used in)   
Operating activities$18,188  $(12,868)
Investing activities40,358  19,836 
Financing activities(13,722) (28,086)
Net increase in cash and cash equivalents$44,824  $(21,118)
Our cash flows were sufficient to meet our liquidity needs for the nine-month periods ended September 30, 2021 and 2020 and we anticipate they will be sufficient to meet our future liquidity needs for at least the next twelve months. We also have the ability to draw on our credit facility if needed.
Operating Activities
Net cash flows from operating activities had inflows of $18.2 million and outflows of $12.9 million for the nine-month periods ended September 30, 2021 and 2020, respectively.
Investing Activities
Cash in excess of operating requirements is generally invested in fixed maturity securities and equity securities. Fixed maturitiesmaturity securities provide regular interest payments and allow us to match the duration of our liabilities. Equity securities provide dividend income, potential dividend income growth and potential appreciation. For further discussion of our investments, including our philosophy and our strategy for our portfolio, see the "Investment Portfolio" section of this Item 2.
In addition to investment income, possible sales of investments and proceeds from calls or maturities of fixed maturity securities also can provide liquidity. During the next five years, $526.8$490.0 million, or 30.531.7 percent, of our fixed maturity portfolio will mature.
We invest funds required for short-term cash needs primarily in money market accounts, which are classified as cash equivalents. At September 30, 2021,2022, our cash and cash equivalents included $20.6$10.0 million related to these money market accounts, compared to $24.8 $43.4 million at December 31, 2020.2021.
Net cash flows providedused by investing activities were $40.4$38.3 million for the nine-month period ended September 30, 2021,2022, compared to net cash flows provided by investing activities of $19.8$40.4 million for the nine-month period endingended September 30, 2020.2021. For the nine-month periods ended September 30, 20212022 and 2020,2021, we had cash inflows from scheduled and unscheduled investment maturities, redemptions, prepayments, and sales of investments of $232.3 million and $389.0 million, and $261.7 million, respectively.
Our cash outflows for investment purchases were $337.7$267.9 million for the nine-month period ended September 30, 2021,2022, compared to $226.4$337.7 million for the same period of 2020.2021.
Financing Activities
Net cash flows used in financing activities was $13.7$11.0 million for the nine-month period ended September 30, 20212022 which decreased $14.4$2.7 million compared to $28.1$13.7 million used in the nine-month period ended September 30, 2020.2021.

Credit Facilities

On March 31, 2020, United Fire & Casualty Company, as borrower ("Borrower"), wholly owned subsidiary of United Fire Group, Inc. entered into a credit agreement (the "Credit Agreement") with Wells Fargo Bank, National
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Association ("Wells Fargo"), as administrative agent, issuing lender, swing line lender and lender, and the other lenders from time to time party thereto (collectively with Wells Fargo, the "Lenders"), providing for a $50,000$50 million revolving credit facility, which includes a $20,000$20 million letter of credit sub-facility and a $5,000$5 million swing line loan for working capital and other general corporate purposes. The Credit Agreement is provided on an unsecured basis, and the Borrower has the option to increase the Credit Agreement by $100,000$100 million if agreed to by the Lenders providing such incremental facility. As of September 30, 20212022 and 2020,2021, there were no balances outstanding under the Credit Agreement. For the nine-month period ended September 30, 20212022 and 2020,2021, we did not incur any interest expense related to the credit facility. For further discussion of the Credit Agreement, refer to Part I, Item 1, Note 8 "Debt."
Dividends
Dividends paid to shareholders totaled $11.3$11.8 million and $24.8$11.3 million in the nine-month periods ended September 30, 20212022 and 2020,2021, respectively. Our practice has been to pay quarterly cash dividends, which we have paid every quarter since March 1968.
Payments of any future dividends and the amounts of such dividends will depend upon factors such as net income, financial condition, capital requirements, and general business conditions. We will only pay dividends if declared by our Board of Directors out of legally available funds.
As a holding company with no independent operations of its own, we rely on dividends received from our insurance company subsidiaries in order to pay dividends to our common shareholders. Dividends payable by our insurance subsidiaries are governed by the laws in the states in which they are domiciled, and if applicable, commercially
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domiciled. In all cases, these state laws permit the payment of dividends only from earned surplus arising from business operations. For example, under Iowa law, the maximum dividend or distribution that may be paid within a 12-month period without prior approval of the Iowa Insurance Commissioner is generally restricted to the greater of 10 percent of statutory surplus as of the preceding December 31, or net income of the preceding calendar year on a statutory basis, not greater than earned statutory surplus. Other states in which our insurance company subsidiaries are domiciled may impose similar restrictions on dividends and distributions. Based on these restrictions, at September 30, 2021,2022, UFG's sole direct insurance company subsidiary, United Fire & Casualty Company, is able to make a maximum of $53.2 of $70.4 million in dividend payments without prior regulatory approval. We do not believe that these restrictions have a material impact in meeting the cash obligations of UFG.
Stockholders' Equity
Stockholders' equity decreased decreased to $814.5$700.8 million at September 30, 2021,2022, from $825.1$879.1 million at December 31, 2020.2021. The Company's bookbook value per share was $32.48,$27.82, which is a decrease of $0.45$7.23 per share, or 1.420.6 percent, from December 31, 2020. 2021. The decrease is primarily attributable to athe $156.1 million decrease in the net unrealized investment gains onvalue from our fixed maturity securities, of $25.9 million, net of tax, and shareholderstockholders' dividends of $11.3$11.8 million, partially offset byand net incomelosses of $22.9$5.1 million during the first nine months of 2021.2022.

Funding Commitments

Pursuant to an agreement with one of our limited liability partnership investments, we are contractually committed through July 10, 2030, to make capital contributions upon request of the partnership. Our remaining potential contractual obligation was $43.0 million at September 30, 2022.

In addition, the Company invested $25.0 million in December 2019 in a limited liability partnership investment fund that is subject to a three year lockup with a 60 day minimum notice, with 4 possible repurchase dates per year after the three-year lockup period has concluded. The fair value of the investment at September 30, 2022 was $25.0 million and there are no remaining capital contribution obligations with this investment.

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OFF BALANCE SHEET ARRANGEMENTS

Funding Commitments

Pursuant to an agreement with one of our limited liability partnership investments, we are contractually committed through July 10, 2030, to make capital contributions upon request of the partnership. Our remaining potential contractual obligation was $2.6 million at September 30, 2021.

In addition, the Company invested $25.0 million in December 2019 in a limited liability partnership investment fund which is subject to a three year lockup with a 60 day minimum notice, with 4 possible repurchase dates per year after the three year lockup period is met. The fair value of the investment at September 30, 2021 was $24.8 million and there are no remaining capital contribution obligations with this investment.


MEASUREMENT OF RESULTS
Management evaluates our operations by monitoring key measures of growth and profitability. The following section provides further explanation of the key measures management uses to evaluate our results.

Catastrophe losses is a commonly used financial measure that uses the designations of the Insurance Services Office ("ISO") and are reported with losses and loss settlement expense amounts net of reinsurance recoverables, unless specified otherwise. According to the ISO, a catastrophe loss is defined as a single unpredictable incident or series of closely related incidents that result in $25.0 million or more in U.S. industry-wide direct insured losses to property and that affect a significant number of insureds and insurers ("ISO catastrophe"). In addition to ISO catastrophes, we also include as catastrophes those events ("non-ISO catastrophes"), which may include U.S. or international losses that we believe are, or will be, material to our operations, either in amount or in number of claims made. Management, at times, may determine for comparison purposes that it is more meaningful to exclude extraordinary catastrophe losses and resulting litigation. The frequency and severity of catastrophe losses we experience in any year affect our results of operations and financial position. In analyzing the underwriting performance of our property and casualty insurance business, we evaluate performance both including and excluding catastrophe losses. Portions of our catastrophe losses may be recoverable under our catastrophe reinsurance agreements. We include a discussion of the impact of catastrophes because we believe it is meaningful for investors to understand the variability in our periodic earnings.
Three Months Ended September 30,Nine Months Ended September 30, Three Months Ended September 30,Nine Months Ended September 30,
(In Thousands)(In Thousands)2021 202020212020(In Thousands)2022 202120222021
ISO catastrophesISO catastrophes$33,105 $54,878 $81,277 $121,089 ISO catastrophes$27,816 $33,105 $62,179 $81,277 
Non-ISO catastrophes (1)
Non-ISO catastrophes (1)
6,361 483 9,049 172 
Non-ISO catastrophes (1)
(607)6,361 (806)9,049 
Total catastrophesTotal catastrophes$39,466 $55,361 $90,326 $121,261 Total catastrophes$27,209 $39,466 $61,373 $90,326 
(1) This number includes international assumed losses.
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ITEM 3. QUANTITATIVE AND QUALITATIVE DISCLOSURES ABOUT MARKET RISK

We have exposure to market risk arising from potential losses in our investment portfolio due to adverse changes in interest rates and market prices. However, we have the ability to hold fixed maturity investments to maturity. Our investment guidelines define the overall framework for managing our market and other investment risks, including accountability and controls. In addition, each of our subsidiaries has specific investment policies that delineate the investment limits and strategies that are appropriate given each entity's liquidity, surplus, product, and regulatory requirements. We respond to market risk by managing the character of investment purchases.

It is our philosophy that we do not utilize financial hedges or derivative financial instruments to manage risks, nor do we enter into any swap, forward or option contracts, but attempt to mitigate our exposure through active portfolio management. In addition, we place the majority of our investments in high-quality, liquid securities and limit the amount of credit exposure to any one issuer. At September 30, 2021,2022, we did not have direct exposure to investments in sub-prime mortgages or other credit-enhancement exposures.

Our primary market risks are exposure to changes in interest rates and equity prices, and we have limited exposure to foreign currency exchange rates.

ITEM 4. CONTROLS AND PROCEDURES

Evaluation of Disclosure Controls and Procedures
Our management, with the participation of our Chief Executive Officer and Interim Co-ChiefChief Financial Officer, has evaluated the effectiveness of our disclosure controls and procedures (as such term is defined in Rules 13a-15(e) and 15d-15(e) under the Exchange Act) as of the end of the period covered by this report. Based on that evaluation, the Chief Executive Officer and Interim Co-ChiefChief Financial Officer concluded that our disclosure controls and procedures, as of the end of the period covered by this report, were designed and functioning effectively to provide reasonable assurance that the information required to be disclosed by us in reports filed or submitted under the Exchange Act is recorded, processed, summarized and reported within the time periods specified in the SEC’s rules and forms. We believe that a control system, no matter how well designed and operated, cannot provide absolute assurance that the objectives of the control system are met, and no evaluation of controls can provide absolute assurance that all control issues and instances of fraud, if any, within a company have been detected.

Changes in Internal Control Over Financial Reporting

Our management, including our Chief Executive Officer and Interim Co-ChiefChief Financial Officer, has evaluated our internal control over financial reporting to determine whether any changes occurred during the fiscal quarter to which this report relates that have materially affected, or are reasonably likely to materially affect, our internal control over financial reporting. Based on this evaluation, no such change in our internal control over financial reporting occurred during the fiscal quarter to which this report relates. We believe our operational processes, internal controls over financial reporting and disclosures, and financial reporting systems are operating effectively in the present environment.

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PART II - OTHER INFORMATION

ITEM 1. LEGAL PROCEEDINGS
In the normal course of its business, the Company is a party to a variety of legal proceedings. While the final outcome of these legal proceedings cannot be predicted with certainty, management believes all of the proceedings pending as of September 30, 20212022 to be ordinary and routine and does not expect these legal proceedings to have a material adverse effect on the Company's financial condition or results of operations.
ITEM 1A. RISK FACTORS

Our business is subject to a number of risks, including those identified in Part I, Item 1A "Risk Factors" in our Annual Report on Form 10-K for the year ended December 31, 20202021 filed with the SEC on February 26, 2021.25, 2022. These risks are not the only risks we face. Additional risks and uncertainties not currently known to us or that we currently deem to be immaterial could also have a material effect on our business, results of operations, financial condition and/or liquidity.

ITEM 2. UNREGISTERED SALES OF EQUITY SECURITIES AND USE OF PROCEEDS

Under our share repurchase program, first announced in August 2007, we may purchase UFG common stock from time to time on the open market or through privately negotiated transactions. The amount and timing of any purchases will be at our discretion and will depend upon a number of factors, including the share price, general economic and market conditions, and corporate and regulatory requirements.

The following table provides information with respect to purchases of shares of common stock made by or on our behalf or by any "affiliated purchaser," as defined in Rule 10b-18(a)(3) under the Exchange Act, during the three-month period ended September 30, 2021:2022:
   Total Number of SharesMaximum Number of
 Total Purchased as a Part ofShares that may yet be
 Number ofAverage PricePublicly AnnouncedPurchased Under the
PeriodShares PurchasedPaid per SharePlans or Programs
Plans or Programs(1)
7/1/2021 - 7/31/2021— $— — 1,755,743 
8/1/2021 - 8/31/202136,417 27.46 36,417 1,719,326 
9/1/2021 - 9/30/2021— — — 1,719,326 
Total36,417 $27.46 36,417 1,719,326 
Total Number of SharesMaximum Number of
TotalPurchased as a Part ofShares that may yet be
Number ofAverage PricePublicly AnnouncedPurchased Under the
PeriodShares PurchasedPaid per SharePlans or Programs
Plans or Programs(1)
7/1/2022 - 7/31/2022— $— — 1,719,326 
8/1/2022 - 8/31/2022— — — 1,719,326 
Total— $— — 1,719,326 
(1) Our share repurchase program was originally announced in August 2007. In August 2016, our Board of Directors authorized the repurchase of up to an additional 1,500,000 shares of common stock through the end of August 2018. This is in addition to the 1,528,886 shares of common stock remaining under its previous authorizations. In August 2018, our Board of Directors extended our share repurchase program through the end of August 2020. In August 2020, our Board of Directors extended our share repurchase program through the end of August 2022. As of September 30, 2021, we remained authorized to repurchase 1,719,326 shares of common stock.

ITEM 3. DEFAULTS UPON SENIOR SECURITIES

None.

ITEM 4. MINE SAFETY DISCLOSURES

None.

ITEM 5. OTHER INFORMATION
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None.
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ITEM 6. EXHIBIT INDEXEXHIBITS
Exhibit numberExhibit descriptionFurnished herewithFiled herewith
10.110.1*
Retirement Agreement between United Fire Group, Inc. 2021 Stock and Incentive Plan Performance-Based Restricted Stock Unit Award NoticeRandy Ramlo dated July 6, 2022 (incorporated by reference to Exhibit 99.1 to the Company’s Current Report on Form 8-K/A filed on July 12, 2022).
X
10.210.2*Kevin J. Leidwinger (incorporated by reference to Exhibit 99.2 to the Company’s Current Report on Form 8-K filed on July 7, 2022).X
10.3X
31.1X
31.2X
32.1X
32.2X
101.1

X
104.1X
*Indicates a management contract or compensatory plan or arrangement.
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SIGNATURES

Pursuant to the requirements of the Securities Exchange Act of 1934, the registrant has caused this report to be signed on its behalf by the undersigned thereunto duly authorized.

UNITED FIRE GROUP, INC.  
(Registrant)
   
/s/ Randy A. RamloKevin Leidwinger /s/ Randy L. PattenEric J. Martin
Randy A. RamloKevin LeidwingerRandy L. PattenEric J. Martin
President, Chief Executive Officer, Director and Principal Executive Officer AssistantSenior Vice President, Interim Co-ChiefChief Financial Officer, Principal Financial Officer and Principal Accounting Officer
 
   
November 4, 20213, 2022 November 4, 20213, 2022
(Date)(Date)
 

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