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UNITED FIRE GROUP INC

For the period ended Dec 31, 2023. Filed Feb 29, 2024.

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About this filing

A company's yearly report to the SEC, with audited financial statements. It is the fullest account a company gives of its business, its finances and the risks it sees.

FY2023 · Filed Feb 29, 2024

UFCS$51.51+5.4%Stored close · as of Nov 10, 2026

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Contents

Item 8. Financial Statements and Supplementary Data

United Fire Group, Inc. Consolidated Balance Sheets

December 31,
(In Thousands, Except Share Data)20232022
Assets
Investments
Fixed maturities
Available-for-sale, at fair value (amortized cost $1,771,041 in 2023 and $1,662,680 in 2022; allowance for credit losses $1 in 2023 and $3 in 2022)$1,686,502$1,551,336
Equity securities, at fair value (cost $29,238 in 2023 and $75,292 in 2022)55,019169,106
Mortgage loans45,42137,947
Less: allowance for mortgage loan losses5549
Mortgage loans, net45,36637,898
Other long-term investments99,50786,276
Short-term investments100275
1,886,4941,844,891
Cash and cash equivalents102,04696,650
Accrued investment income15,93414,480
Premiums receivable (net of allowance for doubtful accounts of $1,794 in 2023 and $1,575 in 2022)464,791365,729
Deferred policy acquisition costs126,532104,225
Property and equipment (primarily land and buildings, at cost, less accumulated depreciation of $68,242 in 2023 and $59,566 in 2022)134,247133,113
Reinsurance receivables and recoverables (net of allowance for credit losses of $97 in 2023 and $82 in 2022)223,269170,953
Prepaid reinsurance premiums27,68211,300
Goodwill and net intangible assets4,6155,324
Deferred tax asset, net13,62115,531
Income taxes receivable21,46331,418
Other assets123,49688,672
Total assets$3,144,190$2,882,286
Liabilities and stockholders' equity
Liabilities
Losses and loss settlement expenses$1,638,755$1,497,274
Unearned premiums549,384474,388
Accrued expenses and other liabilities172,306120,510
Long term debt50,00050,000
Total liabilities$2,410,445$2,142,172
Stockholders' equity
Common stock, $0.001 par value; authorized 75,000,000 shares; 25,269,842 and 25,210,541 shares issued and outstanding in 2023 and 2022, respectively$25$25
Additional paid-in capital209,986207,030
Retained earnings574,691620,555
Accumulated other comprehensive income (loss), net of tax(50,957)(87,496)
Total stockholders' equity$733,745$740,114
Total liabilities and stockholders' equity$3,144,190$2,882,286

Consolidated Statements of Income and Comprehensive Income

For the Years Ended December 31,
(In Thousands, Except Share Data)202320222021
Revenues
Net premiums earned$1,034,587$951,541$962,823
Investment income, net of investment expenses59,60644,93255,778
Net investment gains (losses) (includes reclassifications for net unrealized gains (losses) on available-for-sale securities of $(718) in 2023; $(1,323) in 2022; and $2,256 in 2021 previously included in accumulated other comprehensive income)1,274(15,892)47,383
Other income (loss)—(295)207
Total revenues$1,095,467$980,286$1,066,191
Benefits, losses and expenses
Losses and loss settlement expenses$769,414$637,301$652,155
Amortization of deferred policy acquisition costs244,991213,075203,432
Other underwriting expenses (includes reclassifications for employee benefit costs of $(207) in 2023; $(3,601) in 2022; and $(6,603) in 2021 previously included in accumulated other comprehensive income)115,800115,169110,103
Interest Expense3,2603,1883,187
Other nonunderwriting expenses1,723(524)471
Total benefits, losses and expenses$1,135,188$968,209$969,348
Income (loss) before income taxes$(39,721)$12,077$96,843
Federal income tax expense (benefit) (includes reclassifications of $194 in 2023; $1,034 in 2022 and $913 in 2021 previously included in accumulated other comprehensive income)(10,021)(2,954)16,249
Net income (loss)$(29,700)$15,031$80,594
Other comprehensive income (loss)
Change in net unrealized appreciation on investments$26,373$(176,181)$(39,901)
Change in liability for underfunded employee benefit plans18,953(8,278)19,633
Other comprehensive income (loss), before tax and reclassification adjustments45,326(184,459)(20,268)
Income tax effect(9,518)38,7364,260
Other comprehensive income (loss), after tax, before reclassification adjustments35,808(145,723)(16,008)
Reclassification adjustment for net (gains) losses included in income7181,323(2,256)
Reclassification adjustment for employee benefit costs included in expense2073,6016,603
Total reclassification adjustments, before tax9254,9244,347
Income tax effect(194)(1,034)(913)
Total reclassification adjustments, after tax7313,8903,434
Comprehensive income (loss)$6,839$(126,802)$68,020
Earnings (loss) per common share:
Basic$(1.18)$0.60$3.21
Diluted(1.18)0.593.16

Consolidated Statement of Stockholders' Equity

Common Stock
(In Thousands, Except Share Data)Shares outstandingCommon stockAdditional paid-in capitalRetaining earningsAccumulated other comprehensive income (loss)Total
Balance, January 1, 202125,055,479$25$202,359$555,854$66,911$825,149
Net income (loss)———80,594—80,594
Shares repurchased(67,651)—(2,007)——(2,007)
Stock based compensation94,276—3,023——3,023
Dividends on common stock ($0.60 per share)———(15,064)—(15,064)
Change in net unrealized investment appreciation(1)————(33,301)(33,301)
Change in liability for underfunded employee benefit plans(2)————20,72720,727
Balance, January 1, 202225,082,104$25$203,375$621,384$54,337$879,121
Net income (loss)—$—$—$15,031$—$15,031
Stock based compensation128,437—3,655——3,655
Dividends on common stock ($0.63 per share)——0(15,860)—(15,860)
Change in net unrealized investment appreciation(1)————(138,138)(138,138)
Change in liability for underfunded employee benefit plans(2)————(3,695)(3,695)
Balance, January 1, 202325,210,541$25$207,030$620,555$(87,496)$740,114
Net income (loss)—$—$—$(29,700)$—$(29,700)
Stock based compensation59,301—2,956——2,956
Dividends on common stock ($0.64 per share)———(16,164)—(16,164)
Change in net unrealized investment appreciation(1)————21,40221,402
Change in liability for underfunded employee benefit plans(2)————15,13715,137
Balance, December 31, 202325,269,842$25$209,986$574,691$(50,957)$733,745

(1)The change in net unrealized appreciation is net of reclassification adjustments and income taxes.

(2)The change in liability for underfunded employee benefit plans is net of income taxes.

Consolidated Statements of Cash Flows

For the Years Ended December 31,
(In Thousands)202320222021
Cash Flows From Operating Activities
Net income (loss)$(29,700)$15,031$80,594
Adjustments to reconcile net income to net cash provided by operating activities
Net accretion of bond premium7,0929,00013,597
Depreciation and amortization10,5087,6706,570
Stock-based compensation expense3,2462,8263,444
Net investment (gains) losses(1,547)15,622(47,383)
Net cash flows from trading investments116,08029,72538,411
Deferred income tax benefit(8,308)(3,930)5,632
Changes in:
Accrued investment income(1,454)(1,084)1,219
Premiums receivable(99,062)(48,958)521
Deferred policy acquisition costs(22,307)(12,779)(4,352)
Reinsurance receivables(52,316)(43,138)32,725
Prepaid reinsurance premiums(16,382)(1,972)3,637
Income taxes receivable9,95596033,816
Other assets(34,403)(8,136)(43,865)
Losses, claims and loss settlement expenses141,481(16,991)(63,866)
Unearned premiums74,99634,655(25,112)
Accrued expenses and other liabilities70,95612,9722,430
Deferred income taxes—(652)(464)
Other, net2,9017,928(7,637)
Cash from operating activities201,436(16,282)(50,677)
Net cash provided by (used in) operating activities$171,736$(1,251)$29,917
Cash Flows From Investing Activities
Proceeds from sale of available-for-sale investments$77,388$83,559$180,514
Proceeds from call and maturity of available-for-sale investments80,081184,210264,237
Proceeds from short-term and other investments4,61512,6486,387
Purchase of available-for-sale investments(273,081)(284,054)(395,787)
Purchase of mortgage loans(8,137)(103)—
Purchase of short-term and other investments(19,866)(13,294)(9,644)
Net purchases and sales of property and equipment(10,886)(2,137)(13,976)
Net cash provided by (used in) investing activities$(149,886)$(19,171)$31,731
Cash Flows From Financing Activities
Borrowings of long-term debt$—$—$—
Payment of cash dividends(16,164)(15,860)(15,064)
Repurchase of common stock——(2,007)
Issuance of common stock(290)828(421)
Net cash provided by (used in) financing activities$(16,454)$(15,032)$(17,492)
Net Change in Cash and Cash Equivalents$5,396$(35,454)$44,156
Cash and Cash Equivalents at Beginning of Year96,650132,10487,948
Cash and Cash Equivalents at End of Year$102,046$96,650$132,104
Supplemental Disclosures of Cash Flow Information
Income taxes paid$1,348$21,548$5,360
Interest paid$3,260$3,188$3,187
Index of Notes to Consolidated Financial StatementsPage
Note 1. Summary of Significant Accounting Policies72
Note 2. Summary of Investments79
Note 3. Fair Value of Financial Instruments86
Note 4. Reinsurance96
Note 5. Reserves for Losses and Loss Settlement Expenses98
Note 6. Statutory Reporting, Capital Requirements and Dividends and Retained Earnings Restrictions113
Note 7. Federal Income Tax114
Note 8. Employee Benefits115
Note 9. Stock-Based Compensation123
Note 10. Segment Information127
Note 11. Earnings Per Common Share128
Note 12. Lease Commitments129
Note 13. Debt131
Note 14. Intangible Assets132
Note 15. Accumulated Other Comprehensive Income134
Report of Independent Registered Public Accounting Firm (PCAOB ID: 42)135

NOTES TO CONSOLIDATED FINANCIAL STATEMENTS

(Amounts in thousands, except share data unless otherwise noted)

NOTE 1. SUMMARY OF SIGNIFICANT ACCOUNTING POLICIES

Nature of Business

United Fire Group, Inc. ("UFG", "United Fire", 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, plus the District of Columbia.

Principles of Consolidation

The accompanying Consolidated Financial Statements include United Fire and its wholly owned subsidiaries: United Fire & Casualty Company, United Real Estate Holdings, LLC, Addison Insurance Company, Lafayette Insurance Company, United Fire & Indemnity Company, United Fire Lloyds, UFG Specialty Insurance Company, Financial Pacific Insurance Company, Franklin Insurance Company, Mercer Insurance Company, Mercer Insurance Company of New Jersey, Inc, McIntyre Cedar UK Limited, Mercer Insurance Company and McIntyre Cedar Corporate Member LLP.

United Fire Lloyds, an affiliate of United Fire & Indemnity Company, is organized as a Texas Lloyds plan, which is an aggregation of underwriters who, under a common name, engage in the business of insurance through a corporate attorney-in-fact. United Fire Lloyds is financially and operationally controlled by United Fire & Indemnity Company, its corporate attorney-in-fact, pursuant to three types of agreements: trust agreements between United Fire & Indemnity Company and certain individuals who agree to serve as trustees; articles of agreement among the trustees who agree to act as underwriters to establish how the Lloyds plan will be operated; and powers of attorney from each of the underwriters appointing a corporate attorney-in-fact, who is authorized to operate the Lloyds plan. Because United Fire & Indemnity Company can name the trustees, the Lloyds plan is perpetual, subject only to United Fire & Indemnity Company's desire to terminate it.

United Fire & Indemnity Company provides all of the statutory capital necessary for the formation of the Lloyds plan by contributing capital to each of the trustees. The trust agreements require the trustees to become underwriters of the Lloyds plan, to contribute the capital to the Lloyds plan, to sign the articles of agreement and to appoint the attorney-in-fact. The trust agreements also require the trustees to pay to United Fire & Indemnity Company all of the profits and benefits received by the trustees as underwriters of the Lloyds plan, which means that United Fire & Indemnity Company has the right to receive 100 percent of the gains and profits from the Lloyds plan. The trustees serve at the pleasure of United Fire & Indemnity Company, which may remove a trustee and replace that trustee at any time. Termination of a trustee must be accompanied by the resignation of the trustee as an underwriter, so that the trustee can obtain the capital contribution from the Lloyds plan to reimburse United Fire & Indemnity Company. By retaining the ability to terminate trustees, United Fire & Indemnity Company possesses the ability to name and remove the underwriters.

United Real Estate Holdings, LLC, formed in 2013, is a wholly owned subsidiary of United Fire & Casualty Company and is organized as an Iowa limited liability corporation, an unincorporated association formed for the purpose of holding United Fire & Casualty Company's ownership in commercial real estate.

Basis of Presentation

The accompanying Consolidated Financial Statements have been prepared on the basis of U.S. generally accepted accounting principles ("GAAP"), which differ in some respects from those followed in preparing our statutory reports to insurance regulatory authorities. Our stand-alone and consolidated subsidiary financial statements submitted to insurance regulatory authorities are presented on the basis of accounting practices prescribed or permitted by the insurance departments of the states in which we are domiciled ("statutory accounting principles").

Use of Estimates

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; goodwill impairment; losses and loss settlement expenses; and pension benefit obligations.

Property and Casualty Insurance Business

Premiums written are deferred and recorded as earned premium on a daily pro rata basis over the terms of the respective policies. Unearned premium reserves are established for the portion of premiums written applicable to the unexpired term of insurance policies in force. Premiums receivable are presented net of an estimated allowance for doubtful accounts, which is based on a periodic evaluation of the aging and collectability of amounts due from agents and policyholders.

To establish loss and loss settlement expense reserves, we make estimates and assumptions about the future development of claims. Actual results could differ materially from those estimates, which are subjective, complex and inherently uncertain. When we establish and adjust reserves, we do so given our knowledge at the time of the circumstances and facts of known claims. To the extent that we have overestimated or underestimated our loss and loss settlement expense reserves, we adjust the reserves in the period in which such adjustment is determined.

We record our best estimate of reserves for claim litigation that arises in the ordinary course of business. We consider all of our pending litigation as of December 31, 2023 to be ordinary, routine and incidental to our business.

Segment Information

Our property and casualty insurance business is reported asone 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 continually evaluate our operations on the basis of both statutory accounting principles prescribed or permitted by our states of domicile and GAAP.

Reinsurance

Net premiums earned and losses and loss settlement expenses are reported net of reinsurance ceded. Ceded insurance business is accounted for on a basis consistent with the original policies issued and the terms of the reinsurance contracts. Refer to Note 4 "Reinsurance" for a discussion of our reinsurance activities.

Investments

Investments in fixed maturities includes bonds. Our investments in available-for-sale fixed maturities and trading securities are recorded at fair value. Changes in unrealized appreciation and depreciation, with respect to available-for-sale fixed maturities are reported as a component of accumulated other comprehensive income, net of applicable deferred income taxes, in stockholders' equity. Changes in unrealized appreciation and depreciation, with respect to trading securities, are reported as a component of income.

Investments in equity securities, which includes common stocks, are recorded at fair value with changes in value recorded as a component of income.

Other long-term investments consist primarily of our interests in limited liability partnerships that are recorded on the equity method of accounting.

Included in investments at December 31, 2023 and 2022, are securities on deposit with, or available to, various regulatory authorities as required by law, with fair values of $106,297 and $92,932 respectively.

We review all of our investment holdings for appropriate valuation on an ongoing basis. Refer to Note 2 "Summary of Investments" for a discussion of our accounting policy for impairment recognition.

Cash and Cash Equivalents

For purposes of reporting cash flows, cash and cash equivalents include cash, money market accounts 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 that are reported in the accompanying Consolidated Financial Statements.

Property and Casualty Insurance202320222021
Recorded asset at beginning of year$104,225$91,446$87,094
Underwriting costs deferred267,298225,854207,784
Amortization of deferred policy acquisition costs(244,991)(213,075)(203,432)
Recorded asset at end of year$126,532$104,225$91,446

Our property and casualty insurance DAC is 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. This calculation is performed by line of business in a manner consistent with how the policies are currently being marketed and managed.

Property, Equipment and Depreciation

Property and equipment is presented at cost less accumulated depreciation. The following table is a summary of the components of the property and equipment that are reported in the accompanying Consolidated Financial Statements.

20232022
Real estate:
Land$78,683$80,346
Buildings1,2031,202
Furniture and fixtures4,4514,818
Internally developed software48,78744,303
Other computer equipment and software1,1232,444
Total property and equipment$134,247$133,113

Expenditures for maintenance and repairs on property and equipment are generally expensed as incurred. We periodically review these assets for impairment whenever events or changes in business circumstances indicate that the carrying value of the underlying asset may not be recoverable. A loss would be recognized if the estimated fair value of the asset were less than its carrying value.

Depreciation is computed primarily by the straight-line method over the following estimated useful lives:

Useful Life
Computer equipment and softwareThree years
Furniture and fixturesSeven years
Internally developed softwareTen years
Leasehold improvementsShorter of the lease term or useful life of the asset
Real estateSeven years to thirty-nine years

Depreciation expense totaled $9,799, $6,961 and $5,861 for 2023, 2022 and 2021, respectively.

Goodwill and Other Intangible Assets

Goodwill assets arise as a result of business combinations and consist of the excess of the fair value of consideration paid over the tangible and intangible assets acquired and liabilities assumed. The goodwill has been impaired to $0 for 2023, 2022 and 2021.

Our other intangible assets, which consist primarily of agency relationships, trade names, state insurance licenses, and software, are being amortized by the straight-line method over periods ranging fromtwo years to 15 years, with the exception of state insurance licenses, which are indefinite-lived and not amortized. In 2023, 2022 and 2021 we performed a qualitative impairment assessment of our indefinite lived intangible assets. As a result of these assessments, we did not recognize an impairment charge on our intangible assets in 2023, 2022 and 2021. Amortization expense totaled $709, $709 and $709 in 2023, 2022 and 2021, respectively.

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").

UFG sold an aggregate $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 long term debt 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 equals 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 of December 31, 2023, interest totaled $3,260 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

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.

The Company performs a quarterly review of its tax positions and makes a determination 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 position will be sustained, the Company will calculate any unrecognized tax benefits and calculate any interest and penalties. At December 31, 2023, 2022, and 2021 the Company didnot recognize any liability for unrecognized tax benefits. 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.

Deferred tax assets are reduced by a valuation allowance when management believes it is more likely than not that some, or all, of the deferred taxes will not be realized. After considering all positive and negative evidence of taxable income in the carryback and carryforward periods and our tax planning strategy of holding debt securities with unrealized losses to recovery, we believe it is more likely than not that all the deferred assets will be realized. As a result, we haveno valuation allowance at December 31, 2023 and 2022.

In 2023, 2022, and 2021, we made cash payments for income taxes of $1,348, $21,548 and $5,360, respectively. In 2023, 2022 and 2021 we received federal tax refunds of $14,017, $20,789 and $28,083, respectively, which resulted from the utilization of our net operating losses and net capital loss carryforwards and carrybacks. We have $185 of tax credit carryforwards expiring in 2039 through 2042. We madeno interest payments in 2023,2022 and 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 2018.

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 12 "Lease Commitments."

Variable Interest Entities

The Company and certain related parties are equity investors inone investment in 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 beneficiaries 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 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 December 31, 2023 was $2.9 million and there are no future funding commitments.

Stock-Based Compensation

We currently havetwo equity compensation plans. One plan allows us to grant restricted and unrestricted stock, stock appreciation rights, incentive stock options, and non-qualified stock options to employees. The other plan allows us to grant restricted and non-qualified stock options to non-employee directors.

We utilize the Black-Scholes option pricing method to establish the fair value of non-qualified stock options granted under our equity compensation plans. Our determination of the fair value of stock options on the date of grant using this option-pricing model is affected by our stock price, as well as assumptions regarding a number of complex and subjective variables, which include the expected volatility in our stock price, the expected term of the award, the expected dividends to be paid over the term of the award and the expected risk-free interest rate. Any changes in these assumptions may materially affect the estimated fair value of the award. For our restricted and unrestricted stock awards, we utilize the fair value of our common stock on the date of grant to establish the fair value of the award. Refer to Note 9 "Stock-Based Compensation" for further discussion.

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 recognized 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 versus 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 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."

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 for which the Company may be held accountable. 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 December 31, 2023 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 December 31, 2023, the Company had a credit loss allowance for reinsurance receivables of $97.

Rollforward of Credit Loss Allowance for Reinsurance Receivable
As of
Beginning balance, January 1, 2023$82
Current-period provision for expected credit losses15
Ending balance of the allowance for reinsurance receivable, December 31, 2023$97

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. Outstanding audit premiums that are overdue after six months with no payments are written off and turned over to our collection agency.

Comprehensive Income

Comprehensive income includes all changes in stockholders' equity during a period except those resulting from investments by and dividends to stockholders.

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.

On February 1, 2024, the Company filed a Form 8-K with the SEC to disclose that we entered into an investment management agreement (the "Investment Management Agreement") with New England Asset Management ("NEAM"), effective as of February 1, 2024, pursuant to which NEAM will provide investment management services subject to the terms and conditions set forth in the Investment Management Agreement. The Investment Management Agreement can be terminated at any time upon 30 days' written notice by either party and will remain in effect until terminated.

On January 31, 2024, the Company and Robert Cataldo mutually agreed to the separation of Mr. Cataldo's employment as Vice President and Chief Investment and Strategy Officer of the Company, effective no later than May 24, 2024. The complete terms of Mr. Cataldo's separation package are under negotiation and are expected to be set forth in a definitive separation agreement.

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 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 modified disclosures but did 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.

Accounting Standards Adopted in 2022

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 was not subject to CAMT in 2023, does not expect to be subject to CAMT in 2024 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

The table that follows is a reconciliation of the amortized cost to fair value of investments in available-for-sale fixed maturity securities, presented on a consolidated basis as of December 31, 2023 and 2022.

Type of InvestmentCost or Amortized CostGross Unrealized AppreciationGross Unrealized DepreciationFair ValueAllowance for Credit LossesCarrying Value
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$51,211$325$675$50,861$—$50,861
U.S. government agency102,5402558,30294,493—94,493
States, municipalities and political subdivisions
General obligations:
Midwest52,71213213752,707—52,707
Northeast11,42214311,380—11,380
South54,5604740054,207—54,207
West77,8742347177,426—77,426
Special revenue:
Midwest101,037302358100,981—100,981
Northeast52,7087956052,227—52,227
South166,1193022,155164,266—164,266
West102,254147836101,565—101,565
Foreign bonds21,255—2,08319,172—19,172
Public utilities149,73478710,054140,467—140,467
Corporate bonds
Energy45,3512492,12743,473—43,473
Industrials74,7607274,93970,548—70,548
Consumer goods and services103,3152717,66595,921—95,921
Health care37,872994,49933,472—33,472
Technology, media and telecommunications87,0024515,66581,788—81,788
Financial services152,3297437,381145,6911145,690
Mortgage-backed securities23,800112,32821,483—21,483
Collateralized mortgage obligations
Government national mortgage association164,6661,28212,742153,206—153,206
Federal home loan mortgage corporation84,8422013,17771,685—71,685
Federal national mortgage association50,284334,66445,653—45,653
Asset-backed securities3,394524873,831—3,831
Total Available-for-Sale Fixed Maturities$1,771,041$6,810$91,348$1,686,503$1$1,686,502
Type of InvestmentCost or Amortized CostGross Unrealized AppreciationGross Unrealized DepreciationFair ValueAllowance for Credit LossesCarrying Value
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$15,684$—$1,009$14,675$—$14,675
U.S. government agency94,092359,72184,406—84,406
States, municipalities and political subdivisions
General obligations:
Midwest61,19118526361,113—61,113
Northeast15,518187315,463—15,463
South64,8515792763,981—63,981
West87,09416371286,545—86,545
Special revenue:
Midwest103,1072241,065102,266—102,266
Northeast55,292761,14854,220—54,220
South184,1082783,529180,857—180,857
West113,5942751,657112,212—112,212
Foreign bonds36,129—4,48031,649—31,649
Public utilities138,7526513,406125,411—125,411
Corporate bonds
Energy36,507—3,29833,209—33,209
Industrials58,334625,55452,842—52,842
Consumer goods and services100,539—10,59889,941—89,941
Health care32,987245,41927,592—27,592
Technology, media and telecommunications67,193—7,25359,940—59,940
Financial services132,8498519,408124,2923124,289
Mortgage-backed securities20,450—2,75017,700—17,700
Collateralized mortgage obligations
Government national mortgage association97,839—13,29184,548—84,548
Federal home loan mortgage corporation92,366—13,52878,838—78,838
Federal national mortgage association50,27254,89145,386—45,386
Asset-backed securities3,9324661454,253—4,253
Total Available-for-Sale Fixed Maturities$1,662,680$2,784$114,125$1,551,339$3$1,551,336

Maturities

The amortized cost and fair value of available-for-sale fixed maturity securities at December 31, 2023, by contractual maturity, are shown in the following table. 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.

Maturities
Available-For-Sale
December 31, 2023Amortized CostFair Value
Due in one year or less$74,293$74,066
Due after one year through five years524,463515,126
Due after five years through 10 years523,999496,643
Due after 10 years321,300304,810
Asset-backed securities3,3943,831
Mortgage-backed securities23,80021,483
Collateralized mortgage obligations299,792270,544
$1,771,041$1,686,503

Net Investment Gains and Losses

Net gains (losses) on disposition of investments are computed using the specific identification method and are included in the computation of net income. A summary of net investment gains (losses) for 2023, 2022 and 2021, is as follows:

202320222021
Net investment gains (losses)
Fixed maturities:
Available-for-sale$(442)$(1,397)$(277)
Allowance for Credit Losses1(3)5
Equity securities:
Net gains (losses) recognized on equity securities sold during the period150(1,767)14,444
Unrealized gains (losses) recognized during the period on equity securities still held at reporting date1,842(12,802)30,682
Net gains (losses) recognized during the reporting period on equity securities1,992(14,569)45,126
Mortgage loans(5)1095
Other long-term assets(319)(267)2,780
Real Estate47235(256)
Total net investment gains (losses)$1,274$(15,892)$47,383

The proceeds and gross realized gains (losses) on the sale of available-for-sale fixed maturity securities for 2023, 2022 and 2021, are as follows:

202320222021
Proceeds from sales$77,388$83,559$180,514
Gross realized gains265459843
Gross realized losses7071,8571,120

Net investment income for the years ended December 31, 2023, 2022 and 2021, is comprised of the following:

Years Ended December 31,202320222021
Investment income:
Interest on fixed maturities$56,243$48,702$43,224
Dividends on equity securities3,5485,1635,031
Income on other long-term investments
Investment income2,8334,7424,481
Change in value (1)(2,864)(7,930)9,699
Interest on mortgage loans1,8891,8971,995
Interest on short-term investments1,06835418
Interest on cash and cash equivalents2,228740252
Other4,139780152
Total investment income$69,084$54,448$64,852
Less investment expenses9,4789,5169,074
Net investment income$59,606$44,932$55,778

(1)Represents the change in value of our interests in limited liability partnerships that are recorded on the equity method of accounting.

Funding Commitment

Pursuant to agreements with our limited liability partnership investments, we are contractually committed through July 10, 2030 to make capital contributions upon request of the partnerships. Our remaining potential contractual obligationwas $28,630 at December 31, 2023.

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 versus 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 December 31, 2023:

Rollforward of allowance for credit losses for available-for-sale fixed maturity securities:
As of
Beginning balance, January 1, 2023$3
Additions to the allowance for credit losses for which credit losses were not previously recorded$—
Reductions for securities sold during the period (realized)—
Writeoffs charged against the allowance—
Recoveries of amounts previously written off(2)
Ending balance, December 31, 2023$1

Unrealized Appreciation and Depreciation

A summary of changes in net unrealized investment appreciation for 2023, 2022 and 2021, is as follows:

202320222021
Change in net unrealized investment appreciation (depreciation)
Available-for-sale fixed maturities$27,091$(174,858)$(42,159)
Income tax effect(5,689)36,7208,858
Total change in net unrealized investment appreciation (depreciation), net of tax$21,402$(138,138)$(33,301)

The following tables summarize our fixed maturity securities that were in an unrealized loss position reported on a consolidated basis at December 31, 2023 and 2022. 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.

December 31, 2023 · Less than 12 months · 12 months or longer · Total
Type of InvestmentNumber of IssuesFair ValueGross Unrealized DepreciationNumber of IssuesFair ValueGross Unrealized DepreciationFair ValueGross Unrealized Depreciation
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury2$4,138$466$12,717$629$16,855$675
U.S. government agency310,986142371,3758,28882,3618,302
States, municipalities and political subdivisions
General obligations:
Midwest1119,53461310,7377630,271137
Northeast35,371813,469358,84043
South1221,75391916,61030938,363400
West1738,204140720,06433158,268471
Special revenue:
Midwest1729,5351131123,37524552,910358
Northeast615,13167824,27149339,402560
South2145,6392323266,9251,923112,5642,155
West2032,7892481638,49558871,284836
Foreign bonds———919,1722,08319,1722,083
Public utilities47,1517448111,7939,980118,94410,054
Corporate bonds
Energy———1534,3312,12734,3312,127
Industrials11,210192147,4624,92048,6724,939
Consumer goods and services414,724982868,8377,56783,5617,665
Health care13,00021126,5444,49729,5444,499
Technology, media and telecommunications13,969352762,9885,63066,9575,665
Financial services514,32722344112,5177,158126,8447,381
Mortgage-backed securities32,783334815,7582,29518,5412,328
Collateralized mortgage obligations
Government National Mortgage Association27,055274072,56512,71579,62012,742
Federal Home Loan Mortgage Corporation22,589223166,36113,15568,95013,177
Federal National Mortgage Association25,454552031,4604,60936,9144,664
Asset-backed securities———12,962872,96287
Total Available-for-Sale Fixed Maturities137$285,342$1,608459$960,788$89,740$1,246,130$91,348

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.

December 31, 2022 · Less than 12 months · 12 months or longer · Total
Type of InvestmentNumber of IssuesFair ValueGross Unrealized DepreciationNumber of IssuesFair ValueGross Unrealized DepreciationFair ValueGross Unrealized Depreciation
AVAILABLE-FOR-SALE
Fixed maturities
Bonds
U.S. Treasury4$6,656$2124$8,019$797$14,675$1,009
U.S. government agency2470,1585,606311,2424,11581,4009,721
States, municipalities and political subdivisions
South58126,3883,1241866405127,2543,529
Foreign bonds921,3771,861510,2722,61931,6494,480
Public utilities45101,8678,737919,9794,669121,84613,406
Corporate bonds
Energy1528,6121,93014,5971,36833,2093,298
Industrials2143,6393,54247,0492,01250,6885,554
Consumer goods and services2869,3204,440720,6206,15789,94010,597
Health care59,829487615,9284,93325,7575,420
Technology, media and telecommunications2349,9703,27959,9703,97459,9407,253
Financial services40101,4116,997511,2362,208112,6479,205
Mortgage-backed securities387,9091,056129,7911,69317,7002,749
Collateralized mortgage obligations
Government National Mortgage Association2948,8984,5001235,6508,79184,54813,291
Federal Home Loan Mortgage Corporation2135,4565,6291943,3837,90078,83913,529
Federal National Mortgage Association1424,1461,281716,6743,61140,8204,892
Total Available-for-Sale Fixed Maturities534$1,085,847$58,671100$225,276$55,252$1,311,123$113,923

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. We obtain one price for each security. 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 of experience and who have demonstrated knowledge of the subject security. We request and utilize one broker quote per security.

In order to determine the proper classification in the fair value hierarchy for each security where the price is obtained from an independent pricing service, 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 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.

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 Non-qualified Deferred Compensation Plan and United Fire Group Supplemental Executive Retirement and Deferral Plan (collectively the "Executive Retirement Plans"). 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 Plans. The COLI policies invest in mutual funds, which are priced daily by independent sources. As of December 31, 2023, the cash surrender value of the COLI policies was $11,913, which 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.

A summary of the carrying value and estimated fair value of our financial instruments at December 31, 2023 and 2022 is as follows:

December 31, 2023December 31, 2022
Fair ValueCarrying ValueFair ValueCarrying Value
Assets
Investments
Fixed maturities:
Available-for-sale securities$1,686,503$1,686,502$1,551,339$1,551,336
Equity securities55,01955,019169,106169,106
Mortgage loans42,63245,36635,30237,898
Other long-term investments99,50799,50786,27686,276
Short-term investments100100275275
Cash and cash equivalents102,046102,04696,65096,650
Corporate-owned life insurance11,91311,91310,58810,588
Liabilities
Long term debt38,41350,00036,16850,000

The following tables present the categorization for our financial instruments measured at fair value on a recurring basis and financial instruments not recorded at fair value on a recurring basis. The tables include financial instruments at December 31, 2023 and 2022:

Fair Value Measurements
DescriptionDecember 31, 2023Level 1Level 2Level 3
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$50,861$—$50,861$—
U.S. government agency94,493—94,493—
States, municipalities and political subdivisions
General obligations
Midwest52,707—52,707—
Northeast11,380—11,380—
South54,207—54,207—
West77,426—77,426—
Special revenue
Midwest100,981—100,981—
Northeast52,227—52,227—
South164,266—164,266—
West101,565—101,565—
Foreign bonds19,172—19,172—
Public utilities140,467—140,467—
Corporate bonds
Energy43,473—43,473—
Industrials70,548—70,548—
Consumer goods and services95,921—95,921—
Health care33,472—33,472—
Technology, media and telecommunications81,788—81,788—
Financial services145,691—140,7994,892
Mortgage-backed securities21,483—21,483—
Collateralized mortgage obligations
Government national mortgage association153,206—153,206—
Federal home loan mortgage corporation71,685—66,8624,823
Federal national mortgage association45,653—45,653—
Asset-backed securities3,831—2,962869
Total Available-for-Sale Fixed Maturities$1,686,503$—$1,675,919$10,584
EQUITY SECURITIES
Public utilities3,9933,993——
Energy9,4779,477——
Industrials14,16414,164——
Consumer goods and services11,38511,385——
Health care2,0602,060——
Technology, media and telecommunications6,4056,405——
Financial services7,5357,535——
Total Equity Securities$55,019$55,019$—$—
Short-Term Investments$100$100$—$—
Money Market Accounts$20,333$20,333$—$—
COLI$11,913$—$11,913$—
Total Assets Measured at Fair Value$1,773,868$75,452$1,687,832$10,584

The fair value of financial financial instruments that are not carried at fair value on a recurring basis in the financial statements at December 31, 2023 are summarized below:

DescriptionFair Value TotalLevel 1Level 2Level 3Net Asset Value
Financial assets:
Cash and cash equivalents$81,713$81,713$—$—$—
Other Long Term Investments$99,507$—$1,249$—$98,258
Mortgage Loans$42,632$—$—$42,632$—
Total Financial assets not accounted for at fair value$223,852$81,713$1,249$42,632$98,258
Long Term Debt$38,413$—$38,413$—$—
Total Financial liabilities not accounted for at fair value$38,413$—$38,413$—$—
Fair Value Measurements
DescriptionDecember 31, 2022Level 1Level 2Level 3
AVAILABLE-FOR-SALE
Fixed maturities:
Bonds
U.S. Treasury$14,675$—$14,675$—
U.S. government agency84,406—84,406—
States, municipalities and political subdivisions
General obligations
Midwest61,113—61,113—
Northeast15,463—15,463—
South63,981—63,981—
West86,545—86,545—
Special revenue
Midwest102,266—102,266—
Northeast54,220—54,220—
South180,857—180,857—
West112,212—112,212—
Foreign bonds31,649—31,649—
Public utilities125,411—125,411—
Corporate bonds
Energy33,209—33,209—
Industrials52,842—52,842—
Consumer goods and services89,941—89,941—
Health care27,592—27,592—
Technology, media and telecommunications59,940—59,940—
Financial services124,292—118,6175,675
Mortgage-backed securities17,700—17,700—
Collateralized mortgage obligations
Government national mortgage association84,548—84,548—
Federal home loan mortgage corporation78,838—78,838—
Federal national mortgage association45,386—45,386—
Asset-backed securities4,253—3,452801
Total Available-for-Sale Fixed Maturities$1,551,339$—$1,544,863$6,476
Equity securities
Public utilities$14,846$14,846$—$—
Energy19,74319,743——
Industrials27,16327,163——
Consumer goods and services43,13943,139——
Health care7,9817,981——
Financial Services28,21328,213——
Technology, media and telecommunications28,02128,021——
Total Equity Securities$169,106$169,106$—$—
Short-Term Investments$275$275$—$—
Money Market Accounts$31,289$31,289$—$—
Corporate-Owned Life Insurance$10,588$—$10,588$—
Total Assets Measured at Fair Value$1,762,597$200,670$1,555,451$6,476

The fair value of financial financial instruments that are not carried at fair value on a recurring basis in the financial statements at December 31, 2022 are summarized below:

DescriptionFair Value TotalLevel 1Level 2Level 3Net Asset Value
Financial assets:
Cash and cash equivalents$65,361$65,361$—$—$—
Other Long Term Investments$86,276$—$—$—$86,276
Mortgage Loans$35,302$—$—$35,302$—
Total Financial assets not accounted for at fair value$186,939$65,361$—$35,302$86,276
Long Term Debt$36,168$—$36,168$—$—
Total Financial liabilities not accounted for at fair value$36,168$—$36,168$—$—

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 analysis 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 December 31, 2023 and 2022 was reasonable.

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. Level 3 fair value measurements are inherently uncertain in nature due to management's reliance on significant unobservable inputs which reasonably could have been different at the reporting date. The following table provides a quantitative information about our Level 3 securities at December 31, 2023.

Quantitative Information about Level 3 Fair Value Measurements
Fair Value atValuation Technique(s)Unobservable inputsRange of weighted average significant unobservable inputs
Fixed Maturities corporate$4,892Third Party ValuationOffered Quotes$90 - $100
Fixed Maturities asset-backed securities869Discounted cash flowProbability of default4% - 6%
Fixed Maturities Federal Home Loan Mortgage Corporation4,823Third Party ValuationOffered Quotes$45 - $55

During the twelve month period ended December 31, 2023 and 2022, there weretwo securities transferred in or out of Level 3.

The following table provides a summary of the changes in fair value of our Level 3 securities for 2023:

Corporate bondsAsset-backed securitiesEquitiesTotal
Beginning Balance - January 1, 2023$5,675$801$—$6,476
Realized gains (loss) (1)————
Unrealized gains (losses) (1)(783)68—(715)
Purchases————
Disposals————
Amortization————
Transfers in—4,823—4,823
Transfers out————
Ending Balance - December 31, 2023$4,892$5,692$—$10,584

(1) 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 2022:

Corporate bondsAsset-backed securitiesEquitiesTotal
Beginning Balance - 01/01/2022$150$925$595$1,670
Realized gains (losses) (1)——(595)(595)
Unrealized gains (losses) (1)—(124)—(124)
Purchases————
Disposals(150)——(150)
Transfers in5,675——5,675
Transfers out————
Ending Balance - 12/31/2022$5,675$801$—$6,476

(1) Unrealized gains (losses) are recorded as a component of comprehensive income.

The fixed maturities reported as disposals relate to the receipt of principal on calls or sinking fund bonds, in accordance with the indentures.

Commercial Mortgage Loans

The following tables present the carrying value of our commercial mortgage loans and additional information at December 31, 2023 and 2022:

Commercial Mortgage Loans
Loan-to-valueDecember 31, 2023December 31, 2022
Less than 65%$36,76229,231
65%-75%8,6598,716
Total amortized cost$45,421$37,947
Valuation allowance(55)(49)
Total mortgage loans$45,366$37,898
Mortgage Loans by Region
December 31, 2023December 31, 2022
Carrying ValuePercent of TotalCarrying ValuePercent of Total
East North Central$3,2457.1%$3,2458.6%
Southern Atlantic17,21737.99,39724.7
East South Central7,52616.67,78320.5
New England6,58814.56,58817.4
Middle Atlantic5,97913.26,13916.2
Mountain1,9924.41,9925.2
West North Central2,8746.32,8037.4
Total mortgage loans at amortized cost$45,421100.0%$37,947100.0%
Mortgage Loans by Property Type
December 31, 2023December 31, 2022
Carrying ValuePercent of TotalCarrying ValuePercent of Total
Commercial
Multifamily$8,50718.7%$8,49322.4%
Office10,95024.111,26729.7
Industrial9,98522.010,05626.5
Retail10,00022.01,9925.2
Mixed use/Other5,97913.26,13916.2
Total mortgage loans at amortized cost$45,421100.0%$37,947100.0%
Amortized Cost Basis by Year of Origination and Credit Quality Indicator
20232022202020192018Total
Commercial mortgage loans:
Risk Rating:
1-2 internal grade$8,135$100$5,263$7,866$17,469$38,833
3-4 internal grade————6,5886,588
5 internal grade——————
6 internal grade——————
7 internal grade——————
Total commercial mortgage loans$8,135$100$5,263$7,866$24,057$45,421
Current-period write-offs——————
Current-period recoveries——————
Current-period net write-offs$—$—$—$—$—$—

Commercial mortgage loans carrying value excludes accrued interest of $174. As of December 31, 2023, 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 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 December 31, 2023, the Company had an allowance for mortgage loan losses of $55, summarized in the following rollforward:

Rollforward of allowance for mortgage loan losses:
As of
Beginning balance, January 1, 2023$49
Current-period provision for expected credit losses6
Ending balance of the allowance for mortgage loan losses, December 31, 2023$55

NOTE 4. REINSURANCE

Ceded and Assumed Reinsurance

Reinsurance is a contract by which one insurer, called the reinsurer, agrees to cover, under certain defined circumstances, a portion of the losses incurred by a primary insurer if a claim is made under a policy issued by the primary insurer. Our property and casualty insurance companies follow the industry practice of reinsuring a portion of their exposure by ceding to reinsurers a portion of the premium received and a portion of the risk under the policies written. We purchase reinsurance to reduce the net liability on individual risks to predetermined limits and to protect us against catastrophic losses, such as a hurricane or tornado. We do not engage in any reinsurance transactions classified as finite risk reinsurance. As we are able to obtain information required to estimate ultimate premiums and periods of recognition, we account for assumed foreign reinsurance utilizing the Periodic Method, which provides for current recognition of profits and losses.

We account for premiums, written and earned, and losses and loss settlement expenses incurred net of reinsurance ceded. The ceding of insurance does not legally discharge us from primary liability under our policies, and we must pay the loss if the reinsurer fails to meet its obligation. We periodically monitor the financial condition of our reinsurers to confirm that they are financially stable. We believe that all of our reinsurers are in an acceptable financial condition and there were no reinsurance balances at December 31, 2023 for which collection is at risk that would result in a material impact on our Consolidated Financial Statements. The amount of reinsurance recoverable on paid losses totaled $31,725 and $24,160 at December 31, 2023 and 2022, respectively.

We also assume both property and casualty insurance from other insurance or reinsurance companies.

Premiums and losses and loss settlement expenses related to our ceded and assumed business are as follows:

Years Ended December 31202320222021
Ceded Business
Ceded premiums written$153,792$99,732$100,541
Ceded premiums earned144,958101,74092,650
Loss and loss settlement expenses ceded96,60389,10251,878
Assumed Business
Assumed premiums written$232,716$190,215$130,375
Assumed premiums earned225,587163,98077,283
Loss and loss settlement expenses assumed133,423104,09645,543

In 2023 we continued to grow our assumed programs by renewing the programs added in 2022 and continuing to diversify our risks. We reduced exposure in property catastrophe retrocessional treaty and managing general agent treaty, while significantly growing our standard property and casualty treaty and Funds at Lloyd's businesses. This increased our assumed written premiums by 22.3 percent and earned premiums by 37.6 percent over the prior year.

In 2022, we continued to grow our assumed programs by renewing the programs added in 2021 and continuing to diversify our risks in retrocessional treaty, managing general agent, reinsurance intermediary, and financial lines. This increased our assumed written premiums by 45.9 percent and earned premiums by 112.2 percent over the prior year. Losses and loss settlement expenses ceded increased in 2022 due to two lines of business, other liability and fire and allied lines. Other liability is seeing more recoveries due to inflationary pressures and fire and allied lines has seen an increase in severity, with both of these issues driving increasing ceded recovery.

In 2021, we renewed our participation in all of our 2020 assumed programs. We also grew our assumed book significantly by signing on to new programs in various channels; including retrocessional treaty, managing general agent, reinsurance intermediary, and financial lines.

Refer to Note 5 "Reserves for Losses and Loss Settlement Expenses" for an analysis of changes in our overall property and casualty insurance reserves.

Ceded Reinsurance Programs and Retentions

We elect to cede parts of our business into various treaties, which allows us to increase our underwriting capacity, manage our risk profile, and protect us from a single large event, series of events, or a catastrophic event. The majority of our treaties are excess of loss, meaning we retain a portion of the loss prior to ceding to reinsurers. We place some treaties on a proportional basis, meaning we cede a portion of losses beginning with the first dollar of loss. Through each of our treaties, we cede a portion of each risk in exchange for a portion of the premium on those policies. Our treaties cover us from individual risk losses as well as a loss to more than one risk.

We generally work with reinsurance brokers to facilitate our reinsurance treaty procurement.

We have several programs that provide reinsurance coverage. The following tables provide a summary of our primary reinsurance programs. Retention amounts reflect the accumulated retentions and co-participation of all layers within a program. Reinsurance coverage limits the risk of loss that we retain by reinsuring direct risks in excess of our retention limits. New reinsurance programs beginning in 2023 include our marine liability quota share and our specialty variable quota share. For 2022 we decided not to renew the all lines aggregate excess loss program. In its place we added the pillared occurrence program. Another new program for 2022 was the addition of the earthquake quota share program. For 2021, there was an all lines annual aggregate excess of loss program with variable retention of 7.02 percent of gross net earned premium with a minimum retention of $58.5 million and a maximum of $71.5 million. Our all lines aggregate recovery is also limited to $30.0 million and 65.0 percent of the program was placed.

2023 Reinsurance Programs
Type of Reinsurance · Stated Retention · Exhaustion Point · Placement and Limit
Casualty excess of loss$3,000$60,000100%of$57,000
Property excess of loss3,00025,000100%of$22,000
Surety excess of loss2,00050,000100%of$48,000
Marine liability quota shareN/A5,00070%of$5,000
Specialty casualty variable quota shareN/A5,00070%of$5,000
Property catastrophe, excess20,000110,000100%of$107,150
Boiler and machineryN/A100,000100%of$100,000
Pillared Occurrence Program6,00016,00090%of$10,000
Earthquake Quota Share ProgramN/A170,000100%of$56,525
2022 Reinsurance Programs
Type of Reinsurance · Stated Retention · Limits · Coverage
Casualty excess of loss$3,000$60,000100%of$57,000
Property excess of loss3,00025,000100%of$22,000
Surety excess of loss1,50045,000100%of$43,500
Property catastrophe, excess15,000180,000100%of$165,000
Boiler and machineryN/A50,000100%of$50,000
Pillared Occurrence Program5,00015,000100%of$10,000
Earthquake Quota Share ProgramN/A180,000100%of$180,000
2021 Reinsurance Programs
Type of Reinsurance · Stated Retention · Limits · Coverage
Casualty excess of loss$2,500$60,000100%of$57,500
Property excess of loss2,50025,000100%of$22,500
Surety excess of loss1,50045,000100%of$43,500
Property catastrophe, excess20,000250,000100%of$230,000
Boiler and machineryN/A50,000100%of$50,000

If we incur property catastrophe losses and loss settlement expenses that exceed the retention, our property catastrophe program provides one guaranteed reinstatement. In such an instance, we are required to pay the reinsurers a reinstatement premium equal to the full amount of the original premium, which will reinstate the full amount of reinsurance available under the property catastrophe program.

NOTE 5. 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 is primarily concerned with losses caused by injuries to persons and legal liability imposed on the insured for such injury or for damage to property of others. 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 evaluate an appropriate response 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. ("Regnier"), to render an opinion as to the reasonableness of our statutory reserves annually. The actuarial opinion is filed in those states where we are licensed.

On a quarterly basis, our actuarial reserving department 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 actuarial team 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.

Our IBNR methodologies and assumptions are reviewed periodically, but changes are infrequent. In response to an increase in severity of losses, we revised our commercial automobile assumptions, resulting in an increase to our carried loss IBNR. We also reviewed our methodology and assumptions in our product liability line, associated with our construction defects business and have revised our assumptions related to expected severity resulting in an increase to our IBNR reserves. Additionally, similar reviews were completed for standard umbrella and excess liability exposures which led to a change in assumptions related to severity, resulting in an increase in IBNR reserves for other liability. Besides the changes to our assumptions used for our commercial automobile, product liability and other liability lines, we continually review and revise items affecting our projections of required reserves for unpaid loss and LAE. Items reviewed and revised include development factors for paid and reported loss, paid development factors for allocated LAE, and ratios of paid unallocated LAE to paid loss.

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

The following table provides an analysis of changes in our property and casualty losses and loss settlement expense reserves for 2023, 2022 and 2021 (net of reinsurance amounts):

Years Ended December 31,202320222021
Gross liability for losses and loss settlement expenses at beginning of year$1,497,274$1,514,265$1,578,131
Ceded losses and loss settlement expenses(146,875)(112,900)(131,843)
Net liability for losses and loss settlement expenses at beginning of year$1,350,399$1,401,365$1,446,288
Losses and loss settlement expenses incurred for claims occurring during
Current year$701,664$624,411$701,064
Prior years67,75012,890(48,909)
Total incurred$769,414$637,301$652,155
Losses and loss settlement expense payments for claims occurring during
Current year$191,899$215,891$277,115
Prior years480,800472,377419,963
Total paid$672,699$688,268$697,078
Net liability for losses and loss settlement expenses at end of year$1,447,115$1,350,399$1,401,365
Ceded losses and loss settlement expenses191,640146,875112,900
Gross liability for losses and loss settlement expenses at end of year$1,638,755$1,497,274$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. 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.

The significant drivers of the adverse reserve development in 2023 were the commercial other liability and commercial automobile lines of business. The adverse development in commercial other liability was primarily in our excess and surplus lines excess casualty book along with some adverse development in standard umbrella and construction defect due to increasing severity pressures. The pressure on these longer tailed lines, especially in accident years 2016-2019, related to social and economic inflation continued in 2023. The commercial automobile line of business also experienced adverse development related to increasing severity largely in post-COVID-19 accident years. The remaining lines experienced small amounts of reserve development.

The significant drivers of the adverse reserve development in 2022 were commercial other liability and commercial fire and allied lines. This was offset partially by favorable development in commercial automobile, workers' compensation and fidelity and surety. Commercial other liability experienced adverse development as emerging claim experience and deeper data insights during 2022 pointed to an increase in loss exposure on these longer tailed businesses driven in part by social and economic inflation. Commercial fire and allied developed adversely driven by catastrophe losses and increased severity on non-catastrophe claims. The favorable development for commercial automobile was from both loss and LAE where reductions of reserves for unpaid liabilities were more than sufficient to offset actual paid loss and paid LAE reductions in reserves for IBNR claims also contributed favorable development in addition to LAE where reductions in reserves were more than sufficient to offset payments.

The following tables provide information about incurred and paid losses and loss settlement expense development as of December 31, 2023, net of reinsurance, as well as cumulative development, cumulative claim frequency and IBNR liabilities. Claim data for Mercer Insurance Group, Inc., which was acquired on March 28, 2011, is presented retrospectively.

The cumulative number of reported claims, for calendar years 2023, 2022 and 2021, are counted for all lines of business on a per claimant per coverage basis and a single event may result in multiple claims due to the involvement of multiple individual claimants and/or multiple independent coverages. Claim counts for calendar years 2016 and prior are counted on a per claim and per coverage basis. Claim counts include open claims, claims that have been paid and closed, and reported claims that have been closed without the need for any payment.

Line of business: Commercial other liability
Incurred losses and allocated loss settlement expenses, net of reinsurance · As of December 31, 2023
For the years ended December 31, · Total of incurred but not reported liabilities plus expected development on reported claims · Cumulative development · Cumulative number of reported claims
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$118,928$117,958$106,486$97,809$102,487$105,507$107,417$111,517$111,558$112,733$2,806(6,195)6,838
2015137,385125,307120,005127,091129,945131,325132,694136,161137,0405,348(345)8,005
2016139,144130,041136,275142,397140,784148,324153,490159,2848,57620,1409,627
2017139,602139,032152,547156,369159,653173,091174,01316,10934,4119,308
2018163,059172,894176,496187,841197,696207,50121,31144,4429,184
2019149,173169,344183,918179,667186,20525,86137,0328,573
2020171,013158,022162,471179,08037,0858,0676,392
2021145,822162,359162,87952,05617,0573,457
2022161,826175,57964,52513,7532,878
2023172,398118,1571,944
Total$1,666,711
Line of business: Commercial other liability
Cumulative paid losses and allocated loss settlement expenses, net of reinsurance
For the years ended December 31,
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$10,207$29,679$50,211$70,363$83,109$93,060$96,509$102,042$103,075$105,035
201511,18527,18253,90174,29296,339104,472109,540117,734126,364
201613,78238,18463,52688,885102,757115,107126,561136,400
201717,71643,17270,50091,984111,085128,430138,127
201816,20044,77279,168105,515130,943158,851
201918,22146,98672,179102,510127,650
202017,01143,59660,11498,592
202112,43433,64259,278
202210,46842,168
20239,335
Total$1,001,801
All outstanding liabilities for unpaid losses and loss settlement expenses before 2014, net of reinsurance13,905
Liabilities for unpaid losses and loss settlement expenses, net of reinsurance$678,815
Line of business: Commercial fire and allied
Incurred losses and allocated loss settlement expenses, net of reinsurance · As of December 31, 2023
For the years ended December 31, · Total of incurred but not reported liabilities plus expected development on reported claims · Cumulative development · Cumulative number of reported claims
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$126,216$131,198$128,762$128,185$128,503$126,811$127,068$128,180$128,491$129,178$3612,9627,964
2015103,177108,293110,633108,235105,218104,646105,043104,978105,3854002,2087,598
2016147,473144,208143,721143,724143,108144,109145,351142,644499(4,829)9,879
2017155,139160,240160,945161,693161,232161,456161,6115736,47213,519
2018143,280146,950146,378146,010147,356147,0581,0953,77810,791
2019164,030155,482158,475157,667155,8502,191(8,180)11,208
2020207,207201,391202,929207,2564,0954914,629
2021156,794169,669157,905(7,859)1,1115,342
2022161,776170,59418,9168,8184,225
2023164,52659,0023,223
Total$1,542,008
Line of business: Commercial fire and allied
Cumulative paid losses and allocated loss settlement expenses, net of reinsurance
For the years ended December 31,
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$84,456$113,663$116,750$122,370$123,697$125,745$126,307$127,883$128,033$128,403
201567,21790,45495,515101,367104,115103,975104,127104,339104,638
201692,895125,962132,429137,907139,353141,104142,248141,008
201799,484137,058145,900152,219157,512159,286159,456
201892,770123,559133,703137,794141,841145,021
2019100,980136,084142,342150,196151,739
2020128,704173,055192,902197,602
202197,451140,406154,242
202296,160138,479
202375,304
Total$1,395,891
All outstanding liabilities for unpaid losses and loss settlement expenses before 2014, net of reinsurance1,453
Liabilities for unpaid losses and loss settlement expenses, net of reinsurance$147,570
Line of business: Commercial automobile
Incurred losses and allocated loss settlement expenses, net of reinsurance · As of December 31, 2023
For the years ended December 31, · Total of incurred but not reported liabilities plus expected development on reported claims · Cumulative development · Cumulative number of reported claims
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$107,723$106,076$113,720$118,869$120,385$121,077$120,599$119,214$121,311$121,230$15413,50717,327
2015125,506129,816132,206138,987137,395137,335136,826137,240137,93455212,42820,090
2016174,018175,357174,337175,655173,823174,588175,016175,3871,4071,36927,309
2017227,919224,553235,110233,159233,007233,535234,2292,8236,31032,902
2018236,629245,173253,045255,017255,409255,1983,30918,56934,487
2019279,229291,139289,929282,155282,6808,0173,45134,757
2020243,360216,951196,412194,1626,893(49,198)24,181
2021179,880172,599173,70810,210(6,172)12,332
2022157,165161,67221,3134,50710,136
2023153,50248,5458,586
Total$1,889,702
Line of business: Commercial automobile
Cumulative paid losses and allocated loss settlement expenses, net of reinsurance
For the years ended December 31,
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$45,704$68,033$87,590$99,922$109,682$113,751$116,843$117,770$118,985$119,087
201550,78278,22599,201118,395129,317134,100135,462137,075137,085
201666,013103,528128,156148,224164,341168,950171,380172,928
201781,311126,644166,170197,893212,947223,076228,749
201881,572138,092187,405211,123235,519244,284
201991,919153,244205,614246,800264,151
202067,660109,686138,158161,798
202164,38199,116128,283
202262,47795,785
202356,175
Total$1,608,325
All outstanding liabilities for unpaid losses and loss settlement expenses before 2014, net of reinsurance345
Liabilities for unpaid losses and loss settlement expenses, net of reinsurance$281,722
Line of business: Workers' compensation
Incurred losses and allocated loss settlement expenses, net of reinsurance · As of December 31, 2023
For the years ended December 31, · Total of incurred but not reported liabilities plus expected development on reported claims · Cumulative development · Cumulative number of reported claims
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$64,051$60,729$58,284$56,630$54,636$53,023$52,889$52,388$51,861$51,773$391(12,278)4,821
201553,78855,57851,00346,68246,01944,70643,75143,20943,654851(10,134)5,683
201670,41966,57561,64855,16853,96452,87053,09053,6171,131(16,802)7,982
201776,18469,52855,98251,87449,36247,80148,0741,590(28,110)8,216
201871,97267,88359,19256,10953,81254,7831,102(17,189)8,059
201952,13649,18949,33648,94549,084(1,087)(3,052)7,415
202045,36546,61243,72446,6247351,2594,581
202145,17742,28339,649(1,731)(5,528)1,875
202229,59726,7211,623(2,876)1,307
202329,2626,4551,025
Total$443,240
Line of business: Workers' compensation
Cumulative paid losses and allocated loss settlement expenses, net of reinsurance
For the years ended December 31,
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$13,965$30,289$38,441$42,964$45,193$45,825$46,299$46,664$47,192$47,548
201512,06327,30435,22938,42439,30540,03441,00641,21141,865
201614,41332,34540,68045,74347,08248,27750,12751,023
201714,64731,30938,08341,67243,83345,50845,742
201816,94935,36943,18947,17348,80749,964
201913,58229,66838,38243,04446,101
202017,60329,60535,54239,479
202117,94929,45334,074
20229,43417,851
202310,227
Total$383,875
All outstanding liabilities for unpaid losses and loss settlement expenses before 2014, net of reinsurance13,649
Liabilities for unpaid losses and loss settlement expenses, net of reinsurance$73,014
Line of business: Personal
Incurred losses and allocated loss settlement expenses, net of reinsurance · As of December 31, 2023
For the years ended December 31, · Total of incurred but not reported liabilities plus expected development on reported claims · Cumulative development · Cumulative number of reported claims
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$53,910$52,661$52,944$52,782$52,615$52,702$52,810$52,854$52,910$52,975$9(935)10,969
201542,84741,08840,33640,36840,22040,19440,18940,19040,19113(2,656)9,553
201648,07245,84045,37945,96145,11345,29745,19945,17922(2,893)11,905
201760,33059,34258,69558,54459,02358,79058,86332(1,467)14,717
201851,63951,72152,71552,06251,45751,115113(524)13,688
201959,54858,37858,74557,92957,630175(1,918)13,609
202081,20673,76173,20472,531588(8,675)17,095
202128,53726,48926,372291(2,165)2,588
20221,4932,287(556)79464
20232,3912,01910
Total$409,534
Line of business: Personal
Cumulative paid losses and allocated loss settlement expenses, net of reinsurance
For the years ended December 31,
Accident Year · 2014 · 2015 · 2016 · 2017 · 2018 · 2019 · 2020 · 2021 · 2022 · 2023
(Unaudited)
2014$37,055$47,912$49,710$51,837$52,018$52,543$52,519$52,526$52,565$52,615
201529,55137,43139,02739,42839,86540,02940,05340,05340,053
201632,99940,91042,66044,04644,61844,73744,82844,827
201742,13553,11155,98257,16957,82458,20658,377
201837,41047,43349,46450,18550,66150,852
201940,54452,39054,93556,65856,852
202054,18168,12470,54371,416
202120,29823,82924,889
20225512,128
2023297
Total$402,305
All outstanding liabilities for unpaid losses and loss settlement expenses before 2014, net of reinsurance340
Liabilities for unpaid losses and loss settlement expenses, net of reinsurance$7,568

The reconciliation of the net incurred and loss development tables to the liability for unpaid losses and loss settlement expenses in the consolidated statement of financial position is as follows:

Net outstanding liabilities for unpaid losses and allocated loss settlement expenses:
Commercial other liability$678,815
Commercial fire and allied147,570
Commercial automobile281,722
Commercial workers' compensation73,014
Personal7,568
All other lines170,119
Net outstanding liabilities for unpaid losses and allocated loss settlement expenses1,358,808
Net outstanding liabilities for unpaid unallocated loss settlement expenses87,949
Fair value adjustment (purchase accounting adjustment for Mercer acquisition)560
Liabilities for unpaid losses and loss settlement expenses, net of reinsurance1,447,317
Reinsurance recoverable on unpaid losses and allocated loss settlement expenses:
Commercial other liability85,753
Commercial fire and allied9,750
Commercial automobile2,624
Commercial workers' compensation38,231
Personal294
All other lines55,322
Reinsurance recoverable on unpaid losses and allocated loss settlement expenses191,974
Reinsurance fair value amortization (purchase accounting adjustment for Mercer acquisition)(536)
Total reinsurance recoverable on unpaid losses and loss settlement expenses191,438
Total gross liability for unpaid losses and loss settlement expenses$1,638,755

The following is supplementary information about average historical claims duration as of December 31, 2023.

Average annual percentage payout of incurred claims by age, net of reinsurance
Year 1Year 2Year 3Year 4Year 5Year 6Year 7Year 8Year 9Year 10
(Unaudited)
Commercial other liability8.2%14.9%15.5%15.9%12.1%9.2%4.9%5.7%3.6%1.7%
Commercial fire and allied61.0%23.1%5.8%4.0%1.9%1.2%0.4%0.2%0.2%0.3%
Commercial automobile35.9%20.6%16.4%12.2%7.9%3.4%1.8%0.9%0.5%0.1%
Commercial workers' compensation32.4%31.9%15.0%8.3%3.8%2.1%1.8%0.9%1.3%0.7%
Personal62.0%24.2%4.0%2.2%0.8%0.5%0.1%—%—%0.1%

NOTE 6. STATUTORY REPORTING, CAPITAL REQUIREMENTS AND DIVIDENDS AND RETAINED EARNINGS RESTRICTIONS

Statutory capital and surplus in regards to policyholders at December 31, 2023, 2022 and 2021 and statutory net income (loss) for the years then ended are as follows:

Statutory Capital and SurplusStatutory Net Income (Loss)
Property and casualty business$635,474$(13,251)
Property and casualty business$717,709$43,111
Property and casualty business$754,411$110,827

State insurance holding company laws and regulations generally require approval from the insurer's domicile state insurance commissioner for any material transaction or extraordinary dividend. For property and casualty insurers, a material transaction is defined as any sale, loan, exchange, transfer or guarantee with an affiliate where the aggregate value of the transaction exceeds 25 percent of the insurer's policyholders' surplus or three percent of its admitted assets (measured at December 31 of the preceding year), whichever is less.

The Company executed a $50,000 surplus note private placement transaction on December 15, 2020 among UF&C and Federated Mutual and Federated Life. See additional details in Note 13 "Debt."

State laws and regulations generally limit the amount of funds that an insurance company may distribute to a parent as a dividend without commissioner approval. As a holding company with no independent operations of its own, United Fire Group, Inc. relies on dividends received from its insurance company subsidiaries in order to pay dividends to its common shareholders. Dividends payable by our insurance subsidiaries are governed by the laws in the states in which they are 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 December 31, 2023, our insurance company subsidiary, United Fire & Casualty, is able to make a maximum of $58.6 million in dividend payments without prior regulatory approval. At December 31, 2023, we were in compliance with applicable state laws and regulations.

We paid dividends to our common shareholders of $16,164, $15,860 and $15,064 in 2023, 2022 and 2021, respectively. Payments of any future dividends and the amounts of such dividends, however, 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 funds legally available, and subject to any other restrictions that may be applicable to us.

In 2023, 2022 and 2021, United Fire & Casualty Company received dividends from its wholly owned subsidiaries of $0, $0, and $0, respectively. In 2023, 2022 and 2021, United Fire & Casualty Company paid dividends to United Fire Group, Inc. totaling $13,200, $12,000 and $10,000, respectively. These intercompany dividend payments are eliminated for reporting in our Consolidated Financial Statements.

Our property and casualty subsidiaries are required to prepare and file statutory-basis financial statements in conformity with the National Association of Insurance Commissioners ("NAIC") Accounting Practices and Procedures Manual, subject to any deviations prescribed or permitted by the applicable insurance commissioner and/or director. The accounting principles used to prepare these statutory-basis financial statements follow prescribed or permitted accounting practices that differ from GAAP. Prescribed statutory accounting principles include state laws, regulations and general administrative rules issued by the state of domicile, as well as a variety of publications and manuals of the NAIC. Permitted accounting practices encompass all accounting practices not prescribed, but allowed by the state of domicile. No material permitted accounting practices were used to prepare our statutory-basis financial statements during 2023, 2022 and 2021. Statutory accounting principles primarily differ from GAAP in that policy acquisition and certain sales inducement costs are charged to expense as incurred, goodwill is amortized, life insurance reserves are established based on different actuarial assumptions and the values reported for investments, pension obligations and deferred taxes are established on a different basis.

We are directed by the state insurance departments' solvency regulations to calculate a required minimum level of statutory capital and surplus based on insurance risk factors. The risk-based capital results are used by the NAIC and state insurance departments to identify companies that merit regulatory attention or the initiation of regulatory action. United Fire & Casualty Company and its property and casualty insurance subsidiaries and affiliates had statutory capital and surplus in regards to policyholders well in excess of their required levels at December 31, 2023.

NOTE 7. FEDERAL INCOME TAX

Federal income tax expense (benefit) is composed of the following:

Years Ended December 31,202320222021
Current$(2,217)$1,627$11,081
Deferred(7,803)(4,581)5,168
Total$(10,021)$(2,954)$16,249

A reconciliation of income tax expense (benefit) computed at the applicable federal tax rate of 21.0 percent in 2023, 2022 and 2021 to the amount recorded in the accompanying Consolidated Statements of Income and Comprehensive Income is as follows:

Years Ended December 31,202320222021
Computed expected income tax expense (benefit)$(8,339)$2,536$20,337
Tax-exempt municipal bond interest income(2,763)(3,115)(3,412)
Nontaxable dividend income(269)(378)(361)
Compensation596582770
Research & development credit540(1,591)(1,545)
Other, net215(988)460
Consolidated federal income tax expense (benefit)$(10,021)$(2,954)$16,249
Reconciliation of consolidated federal income tax expense (benefit) from:
Consolidated federal income tax expense (benefit)$(10,021)$(2,954)$16,249

We measure certain deferred tax assets and liabilities based on the rates at which they are expected to reverse in the future, which is 21.0 percent. The significant components of our net deferred tax liability at December 31, 2023 and 2022 are as follows:

December 31,20232022
Deferred tax liabilities
Net unrealized appreciation on investment securities:
Equity securities$5,414$19,701
Deferred policy acquisition costs26,57221,887
Investments in partnerships1,7131,303
Over funded pension benefit4,256232
Prepaid pension cost7,0905,653
Net bond discount accretion213238
Depreciation3,6373,996
Revaluation of investment basis (1)—119
Identifiable intangible assets (1)9441,093
Capitalized Software2,3103,607
Other2,4321,550
Gross deferred tax liability54,581$59,379
Deferred tax assets
Financial statement reserves in excess of income tax reserves$20,414$22,522
Unearned premium adjustment20,61818,513
Employee profit sharing1,6231,624
Other-than-temporary impairment of investments4511,109
Compensation expense related to stock options1,7601,822
Nonqualified deferred compensation2,4932,399
Net Unrealized Appreciation - all other securities17,75323,382
Revaluation of investment basis (1)23—
Other3,0673,539
Gross deferred tax asset$68,202$74,910
Valuation allowance——
Deferred tax asset$68,202$74,910
Net deferred tax liability (asset)$(13,621)$(15,531)

(1) Related to our acquisition of Mercer Insurance Group, Inc.

Deferred tax assets are reduced by a valuation allowance when management believes it is more likely than not that some, or all, of the deferred taxes will not be realized. After considering all positive and negative evidence of taxable income in the carryback and carryforward periods and our tax planning strategy of holding debt securities with unrealized losses to recovery, we believe it is more likely than not that all the deferred assets will be realized. As a result, we haveno valuation allowance at December 31, 2023 and 2022.

NOTE 8. EMPLOYEE BENEFITS

We offer various benefits to our employees including a non-contributory cash balance pension plan and an employee health and dental benefit plan.

In September 2023, we offered an Early Retirement Package ("ERP") as a voluntary program for a select group of eligible employees to consider retiring earlier than planned. Employees that accepted the offering received a one-time separation package. At the same time, we announced to employees that we would be changing our paid time off ("PTO") policy to a discretionary time off policy as of the end of 2023. As a result, the company will no longer maintain an accrued liability on the balance sheet for PTO. The expense of the severance benefits offered with the ERP largely offset the benefit of the liability released with the change in time off policy in the financial statements. A partial plan curtailment was triggered during the period due to the reduction in active lives resulting from the ERP reduction in force, providing the benefit shown in the table for the Net Periodic Benefit Cost below.

Pension and Post-Retirement Benefit Plans

We offer a non-contributory cash balance pension plan in which all of our employees are eligible to participate after they have completedone year of service, attained 21 years of age and have met the hourly service requirements. Retirement benefits under our cash balance pension plan are based on the number of years of service and level of compensation. Our policy to fund the pension plan on a current basis to not less than the minimum amounts required by the Employee Retirement Income Security Act of 1974, as amended, and the Internal Revenue Code of 1986, as amended, is designed to ensure that plan assets will be adequate to provide retirement benefits. We are not required to make a contribution to the pension plan in 2024.

In December 2020, the Company made the decision to amend the non-contributory defined benefit pension plan and put in place a non-contributory cash balance pension plan effective July 1, 2021. All benefits under the former non-contributory defined benefit pension plan stopped accruing on June 30, 2021.

We also offer health and dental benefit plans to all of our eligible employees that are self-funded. We previously offered a fully-funded (post-65) retiree health and dental plan (the "post-retirement benefit plan"). In January 2021, the Company changed 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 tables in this note, 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." The amortization of prior service credits continued through the end of 2022 related to these plan changes. As of December 31, 2023, the post-retirement benefit obligation was $0.

Investment Policies and Strategies

Our investment policy and objective for the pension plan is to generate long-term capital growth and income by way of a diversified investment portfolio along with appropriate employer contributions, which is intended to allow us to provide for the pension plan's benefit obligation. We have an internal investment/retirement committee, which includes our Chief Executive Officer, Chief Financial Officer, Chief Investment Officer, Chief Operating Officer, and Chief Claims Officer, all of whom periodically receive information on the value of the pension plan assets and their performance. Quarterly, the committee meets to review and discuss the performance of the pension plan assets as well as the allocation of investments within the pension plan.

In September 2023, the investment/retirement committee made a shift in investment strategy to a liability driven investment ("LDI") approach to better match the timing of cash flows between payouts from the plan with cash flows from the asset portfolio, as well as hedge interest rate risk between assets and liabilities. Changing to this approach now, while the plan is overfunded, should also reduce the likelihood of having to make a contribution to the plan in the future.

The investments held by the pension plan at December 31, 2023 include the following asset categories:

Fixed income securities, which may include bonds, and convertible securities;

Equity securities, which may include various types of stock, such as large-cap, mid-cap, small-cap, and international stocks;

Pooled separate accounts, which includes two separate funds, a real estate separate account and a liquid assets separate account;

A group annuity contract that is administered by United Life, a former subsidiary of United Fire; and

Cash and cash equivalents, which include money market funds.

As a result of the shift in investment strategy in the second half of 2023, we have reduced the number of external investment managers by which the assets are managed, with most of the portfolio now part of the hedge portfolio.

The following is a summary of the pension plan's actual and target asset allocations at December 31, 2023 and 2022 by asset category:

Target
Pension Plan Assets · 2023 · % of Total · 2022 · % of Total · Allocation
Hedge portfolio:80%
Fixed maturity securities - corporate bonds166,06362.918,1027.9
Redeemable preferred stock——2,9461.3
Pooled separate accounts
Liquid assets separate account fund4,4751.7——
Core plus bond separate account fund——16,7687.3
Cash and cash equivalents7850.35,3562.3
Return seeking portfolio:20%
Equity Securities53,98120.5134,66358.6
Pooled separate account
U.S. property separate account fund25,4079.628,46812.4
United Life annuity13,1955.012,5675.5
Arbitrage fund——10,8314.7
Total plan assets$263,906100.0%$229,701100.0%100.0%

The LDI investment strategy has shifted the allocation of pension plan assets from prior periods. The portfolio includes a hedge portfolio, targeting 80.0 percent of the pension plan asset balance, largely comprised of highly rated fixed income securities and designed to match the assets and liabilities and maintain a fully funded position while hedging interest rate, yield curve and credit spread risks. The remaining 20.0 percent target of the asset balance is return seeking with the objective to account for liability growth and to maintain a healthy surplus position. The largest fund in the return seeking is the external fund managed by Capital Investment Services. There will be additional portfolio shifts as assets liquidate to achieve these targets.

The availability of assets held in cash and cash equivalents enables the pension plan to mitigate market risk that is associated with other types of investments and allows the pension plan to maintain liquidity both for the purpose of making future benefit payments to participants and their beneficiaries and for future investment opportunities.

Valuation of Investments

Fixed Maturity and Equity Securities

Investments in equity securities are stated at fair value based upon quoted market prices reported on recognized securities exchanges on the last business day of the year. Purchases and sales of securities are recorded as of the trade date.

The fair value of fixed maturity securities categorized as Level 2 is determined by management based on fair value

information reported in the custodial statements received from Plan's investment managers, which is derived from

recent trading activity of the underlying security in the financial markets. These securities represent various taxable bonds held by the pension plan. These securities categorized as Level 2 are valued in the same manner as described in Note 3 "Fair Value of Financial Instruments" and have the same controls in place.

Pooled Separate Accounts

The pension plan invests intwo pooled separate account funds, a U.S. property separate account fund and a liquid assets separate account fund. The fair value of the investments in the U.S. property separate account fund is provided by the administrator of the fund based on the net asset value of the fund. The net asset value is based on the fair value of the underlying properties included in the fund as this pooled separate account invests mainly in commercial real estate and includes mortgage loans which are backed by the associated properties. The fair value of the underlying real estate is estimated using discounted cash flow valuation models that utilize public real estate market data inputs such as transaction prices, market rents, vacancy levels, leasing absorption, market cap rates and discount rates. In addition, each property is appraised annually by an independent appraiser. The net asset value is the basis for current transactions and the pooled separate account can be redeemed at net asset value as of the measurement date. The fair value measurement is classified within Level 2 of the fair value hierarchy given the inputs reflect observable market data but are not based on quoted prices in an active market. Investments in the liquid assets separate account fund are stated at fair value as provided by the administrator of the fund based on the fair value of the underlying assets owned by the fund. This pooled separate account invests mainly in short term securities such as commercial paper. The majority of the underlying securities have observable Level 1 or 2 pricing inputs, including quoted prices for similar assets in active or non-active markets. The fair value measurement is classified within Level 2 of the fair value hierarchy as the inputs reflect observable market data and quoted prices for similar assets, but in some instances, quoted prices are in markets that are not active. We have adjusted the net asset value provided by the custodian to Level 2 from Level 1 based on inputs and ASC 820 guidance.

United Life Annuity

The United Life group annuity contract, which is a deposit administration contract, is stated at contract value as determined by United Life. Under the group annuity contract, the plan's investment account is credited with compound interest on the average account balance for the year. The interest rate is equivalent to the ratio of net investment income to mean assets of United Life, net of investment expenses.

Cash and Cash Equivalents

Cash and cash equivalents primarily consist of insured cash and money market funds held with various financial institutions. Interest is earned on a daily basis. The fair value of these funds approximates their cost basis due to their short-term nature.

Fair Value Measurement

The following tables present the categorization of the pension plan's assets measured at fair value on a recurring basis at December 31, 2023 and 2022:

Fair Value Measurements
DescriptionDecember 31, 2023Level 1Level 2Level 3
Fixed maturity securities - corporate bonds$166,063$—$166,063$—
Equity securities53,98153,981——
Pooled separate accounts
Liquid assets separate account fund4,475—4,475—
U.S. property separate account fund25,407—25,407
Money market funds772772——
Total assets measured at fair value$250,698$54,753$195,945$—
Fair Value Measurements
DescriptionDecember 31, 2022Level 1Level 2Level 3
Fixed maturity securities - corporate bonds$18,102$—$18,102$—
Redeemable preferred stock2,9462,946——
Equity securities134,663134,663——
Pooled separate accounts
Core plus bond separate account fund16,768—16,768—
U.S. property separate account fund28,468——28,468
Arbitrage fund10,831—10,831—
Money market funds5,3485,348——
Total assets measured at fair value$217,126$142,957$45,701$28,468

The fair value of investments categorized as Level 1 is based on quoted market prices that are readily and regularly available.

The fair value of fixed maturity securities categorized as Level 2 is determined by management based on fair value information reported in the custodial statements, which is derived from recent trading activity of the underlying security in the financial markets. These securities represent various taxable bonds held by the pension plan. These securities categorized as Level 2 are valued in the same manner as described in Part II, Item 8, Note 3 "Fair Value of Financial Instruments" and have the same controls in place.

The fair value of the arbitrage fund and bond and mortgage pooled separate account fund are categorized as Level 2 since there are no restrictions as to the pension plan's ability to redeem its investment at the net asset value of the fund as of the reporting date.

The following tables provide a summary of the changes in fair value of the pension plan's Level 3 securities:

U.S. property separate account fund
Balance at January 1, 2023$28,468
Unrealized gains(3,061)
Balance at December 31, 2023$25,407
U.S. property separate account fund
Balance at January 1, 2022$27,328
Unrealized gains1,140
Balance at December 31, 2022$28,468

Estimates and Assumptions

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. The discount rate assumption uses the Principal© Pension Discount Rate Curve ("Principal Curve") and reflects the expected future benefit discounted cash flows to determine the present value of the plan benefit obligations as of December 31. The Principal Curve uses pricing and yield information for high quality corporate bonds. We have reviewed the updated curve and materials provided by our external actuaries with regard to the assumptions used in the curve. We will continue to monitor this curve and intend to make changes as appropriate.

The Society of Actuaries ("SOA") is an actuarial organization that periodically reviews mortality data and publishes mortality tables and improvement scales. In October 2019, the SOA released the Pri-2012 mortality tables for private sector retirement plans in the United States. The mortality assumptions are based on the Pri-2012 white collar base rate mortality projected generationally using the Principal Mortality Improvement Scale ("Principal 2022 MI"). The Principal 2022 MI scale is based on latest mortality improvement release, the MIM-2021-v3 application tool issued by SOA in October 2022 with a few user-selected assumptions: 2028 as the ultimate year for age/cohort transition and long-term rate assumptions using sex-distinct and age based rated developed from the latest Social Security Trustee Reports. We have reviewed these updated tables and have updated the mortality assumptions based on this information and also based on research provided by our external actuaries. We will continue to monitor mortality assumptions and intend to make changes as appropriate to reflect additional research and our resulting best estimate of future mortality rates.

Assumptions Used to Determine Benefit Obligations

The following actuarial assumptions were used to determine the reported plan benefit obligations at December 31:

Weighted-average assumptions as ofPension BenefitsPost-retirement Benefits
December 31,2023202220232022
Discount rate4.93%5.15%N/AN/A
Interest crediting rate4.003.50N/AN/A
Rate of compensation increase4.003.00N/AN/A

Rising interest rates resulted in an increase in the discount rates we use to value our respective plan's benefit obligations at December 31, 2022 compared to December 31, 2021.

Assumptions Used to Determine Net Periodic Benefit Cost

The following actuarial assumptions were used at January 1 to determine our reported net periodic benefit costs for the year ended December 31:

Weighted-average assumptions as ofPension BenefitsPost-retirement Benefits
January 1,202320222021202320222021
Discount rate5.15%2.84%2.58%N/A0.48%2.58%
Expected long-term rate of return on plan assets6.706.706.70N/AN/AN/A
Rate of compensation increase3.003.002.75N/AN/AN/A

Assumed Health Care Cost Trend Rates

Health Care BenefitsDental Claims
Years Ended December 31,2023202220232022
Health care cost trend rates assumed for next yearN/AN/AN/AN/A
Rate to which the health care trend rate is assumed to decline (ultimate trend rate)N/AN/AN/AN/A
Year that the rate reaches the ultimate trend rateN/AN/AN/AN/A

Benefit Obligation and Funded Status

The following table provides a reconciliation of benefit obligations, plan assets and funded status of our plans:

Pension Benefits · Post-retirement Benefits
Years Ended December 31, · 2023 · 2022 · 2023 · 2022
Reconciliation of benefit obligation
Benefit obligation at beginning of year$201,676$276,587$—$960
Service cost3,8174,481——
Interest cost10,1067,730—2
Actuarial loss (gain)3,112(79,303)—(122)
Adjustment for plan amendment———
Special event plan closure————
Benefit payments(8,831)(7,819)—(840)
Benefit obligation at end of year (1)$209,880$201,676$—$—
Reconciliation of fair value of plan assets
Fair value of plan assets at beginning of year$229,701$283,940$—$—
Actual return on plan assets43,036(50,420)—
Employer contributions—4,000—840
Benefit payments(8,831)(7,819)—(840)
Fair value of plan assets at end of year$263,906$229,701$—$—
Funded status at end of year$54,026$28,025$—$—

(1)For the pension plan, the benefit obligation is the projected benefit obligation. For the post-retirement benefit plan, the benefit obligation is the accumulated post-retirement benefit obligation.

Our accumulated pension benefit obligation was $209,867 and $201,669 at December 31, 2023 and 2022, respectively.

The following table displays the effect that the unrecognized prior service cost and unrecognized actuarial loss of our plans had on accumulated other comprehensive income ("AOCI"), as reported in the accompanying Consolidated Balance Sheets:

Pension BenefitsPost-retirement Benefits
Years Ended December 312023202220232022
Amounts recognized in AOCI
Unrecognized prior service cost$(20,119)$(26,066)$—$—
Unrecognized actuarial (gain) loss(146)24,961——
Total amounts recognized in AOCI$(20,265)$(1,105)$—$—

We anticipate amortization of the net actuarial losses for our pension plan in 2024 to be $0.

Net Periodic Benefit Cost

The components of the net periodic benefit cost for our pension and post-retirement benefit plans are as follows:

Pension Plan · Post-retirement Benefit Plan
Years Ended December 31, · 2023 · 2022 · 2021 · 2023 · 2022 · 2021
Net periodic benefit cost
Service cost$3,817$4,481$12,082$—$—$148
Interest cost10,1067,7306,911—272
Expected return on plan assets(15,025)(18,891)(16,807)———
Amortization of prior service cost(3,280)(3,280)(3,237)—(15,085)(14,490)
Effect of partial curtailment(2,666)—(26)(20,177)
Amortization of net loss2077773,995—2,8242,607
Net periodic benefit cost$(6,841)$(9,183)$2,944$—$(12,285)$(31,840)

The expected return on plan assets is determined using a calculated value. The expected long-term return on plan assets assumption was developed as a weighted average rate based on the target asset allocation of the plan and the Long-Term Capital Market Assumptions ("CMA") November 2023. The capital market assumptions were developed with a primary focus on forward-looking valuation models and market indicators. The key fundamental economic inputs for these models are future inflation, economic growth, and interest rate environment. In addition to forward-looking models, historical analysis of market data and trends was reflected, as well as the outlook of recognized economists, organizations and consensus CMA from other credible studies.

The Corridor Approach is used to amortize actuarial gains and losses. An allowable 10% corridor is utilized under this approach. The period of amortization of such gains and losses is the average future service of members expected to receive benefits. A portion of the service cost component of net periodic pension and postretirement benefit costs are capitalized and amortized as part of deferred acquisition costs and is included in the income statement line titled "amortization of deferred policy acquisition costs." The portion not related to the compensation and the other components of net periodic pension and postretirement benefit costs are included in the income statement line titled "other underwriting expenses."

Projected Benefit Payments

The following table summarizes the expected benefits to be paid from our plans over the next 10 years:

202420252026202720282029-3033
Pension benefits$17,570$13,950$14,310$14,880$15,100$80,050

NOTE 9. 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, stock appreciation rights, incentive stock options, and non-qualified stock options for up to 1,900,000 shares of United Fire 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 December 31, 2023, there were 1,150,834 authorized shares rema ining 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.

Options granted pursuant to the Stock Plan are granted to buy shares of United Fire'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 our common stock on the date of the grant. Restricted stock awards fully vest after three years orfive years from the date of issuance, unless accelerated upon the approval of the Board of Directors, at which time United Fire common stock will be issued to the awardee. All awards are generally granted free of charge to the eligible employees of United Fire as designated by the Board of Directors. Forfeitures of awards under the plan are recognized as they occur.

The activity in the Stock Plan is displayed in the following table:

Year EndedFrom Inception to
Authorized Shares Available for Future Award GrantsDecember 31, 2023December 31, 2023
Beginning balance1,334,7901,900,000
Additional shares authorized—2,150,000
Number of awards granted(351,716)(3,973,857)
Number of awards forfeited or expired167,7601,074,691
Ending balance1,150,8341,150,834
Number of option awards exercised4,0001,537,336
Number of unrestricted stock awards granted—10,090
Number of restricted stock awards vested32,591300,436

Non-Qualified Non-Employee Director Stock Option and Restricted 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

(iv) rename the Director Stock Plan as the "United Fire Group, Inc. Non-Employee Director Stock Plan." At December 31, 2023, the Company had 103,600 authorized shares available for future issuance.

The Board of Directors has the authority to determine which non-employee directors receive awards, when options and restricted stock 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 and restricted stock (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 agreement or restricted stock agreement (subject to limits set forth in the plan). The Board of Directors may also take any action it deems necessary and appropriate for the administration of the Director Stock Plan. Forfeitures of awards under the plan are recognized as they occur.

The activity in the Director Stock Plan is displayed in the following table:

Year EndedFrom Inception to
Authorized Shares Available for Future Award GrantsDecember 31, 2023December 31, 2023
Beginning balance123,397300,000
Additional authorization—150,000
Number of awards granted(31,380)(386,618)
Number of awards forfeited or expired11,58340,218
Ending balance103,600103,600
Number of option awards exercised1,755152,336
Number of restricted stock awards vested20,955137,956

Stock-Based Compensation Expense

In 2023, 2022 and 2021, we recognized stock-based compensation expense of $3,246, $2,827 and $3,441, respectively. Stock-based compensation expense is recognized over the vesting period of the stock options.

As of December 31, 2023, we had $5,655 in stock-based compensation expense that has yet to be recognized through our results of operations. We expect this compensation to be recognized in subsequent years according to the following table, 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.

20243,394
20251,865
2026367
202729
Total$5,655

Analysis of Award Activity

The analysis below details the option award activity for 2023 and the awards outstanding at December 31, 2023, for both of our plans and ad hoc options, which were granted prior to the adoption of the other plans:

OptionsSharesWeighted-Average Exercise PriceWeighted-Average Remaining Life (in years)Aggregate Intrinsic Value
Outstanding at January 1, 2023776,338$36.47
Granted117,02628.08
Exercised(5,755)27.35
Cancelled/Forfeited(74,350)35.95
Expired(17,583)27.23
Outstanding at December 31, 2023795,676$35.553.01$—
Exercisable at December 31, 2023645,476$37.211.64$—

Intrinsic value is the difference between our share price on the last day of trading (i.e., December 31, 2023) and the price of the options when granted and represents the value that would have been received by option holders had they exercised their options on that date. These values change based on the fair market value of our shares. The intrinsic value of options exercised totaled $18, $261 and $133 in 2023, 2022 and 2021, respectively.

The analysis below details the award activity for the restricted stock and restricted stock unit awards outstanding at December 31, 2023:

Restricted stock awardsSharesWeighted-Average Grant Date Fair Value
Non-vested at January 1, 2023157,387$30.56
Adjustment to prior year PSU performance prediction7,32930.56
Granted266,07026.42
Vested(67,488)32.99
Forfeited(31,117)31.89
PSU projected performance adjustment(40,742)28.42
Non-vested at December 31, 2023291,439$27.42

In 2023, 2022 and 2021 we recognized $2,637, $2,048 and $2,610, respectively, in compensation expense related to the restricted stock and restricted stock unit awards. At December 31, 2023, we had $4,632 in compensation expense that has yet to be recognized through our results of operations related to the restricted stock and restricted stock unit awards. The intrinsic value of the non-vested restricted stock and restricted stock unit awards outstanding totaled $5,864 and $4,306 at December 31, 2023 and 2022, respectively.

Assumptions

The weighted-average grant-date fair value of the options granted under our plans has been estimated using the Black-Scholes option pricing model with the following weighted-average assumptions:

December 31,202320222021
Risk-free interest rate4.09%2.18%0.98%
Expected volatility (historical)41.85%40.56%56.49%
Expected option life (in years)777
Expected dividends (in dollars)$0.64$0.61$0.60
Weighted-average grant-date fair value of options granted during the year (in dollars)$10.95$10.49$13.48

The following table summarizes information regarding the stock options outstanding and exercisable at December 31, 2023:

Options Outstanding · Options Exercisable
Range of Exercise Prices · Number Outstanding (in shares) · Weighted-Average Remaining Contractual Life (in years) · Weighted-Average Exercise Price · Number Exercisable (in shares) · Weighted-Average Exercise Price
$20.2428.76136,6177.74$27.3626,954$24.50
28.7729.44171,9631.5829.20165,46929.19
29.4534.76128,2463.3629.5694,20329.59
34.7743.54189,0221.2440.79189,02240.79
43.5554.26169,8282.3447.27169,82847.27
$20.2454.26795,6763.01$35.55645,476$37.21

NOTE 10. SEGMENT INFORMATION

Our property and casualty insurance business is reported asone 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 continually evaluate our operations on the basis of both statutory accounting principles prescribed or permitted by our states of domicile and GAAP.

Our property and casualty insurance business is comprised of commercial lines insurance, including surety bonds, and assumed reinsurance. The company announced its intent to withdraw from personal lines insurance in 2020 and all remaining exposure is immaterial. All of our property and casualty insurance subsidiaries and our affiliate belong to an intercompany reinsurance pooling arrangement. Pooling arrangements permit 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. Under such arrangements, the members share substantially all of the insurance business that is written and allocate the combined premiums, losses and expenses based on percentages defined in the arrangement.

The accounting policies of our businesses are the same as those described in Note 1 "Summary of Significant Accounting Policies" to our Consolidated Financial Statements.

Commercial Lines Business

Our primary commercial policies are tailored business packages that include the following coverages: fire and allied lines, other liability, automobile, workers' compensation and surety.

Personal Lines Business

Our personal lines consist primarily of automobile and fire and allied lines coverage, including homeowners.

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 beginning in the third quarter of 2020. The majority of this transfer was completed by December 31, 2021. There is an immaterial amount of personal lines business remaining primarily in the state of New Jersey as of December 31, 2023. The business remaining in New Jersey is scheduled to lapse by the end of 2025.

Pricing

Pricing levels for our property and casualty insurance products are influenced by many factors, including an estimation of expected losses, the expenses of producing, issuing and servicing business and managing claims, the time value of money associated with such loss and expense cash flows, and a reasonable allowance for profit. We have a disciplined approach to underwriting and risk management that emphasizes profitable growth rather than premium volume or market share. Our insurance company subsidiaries are subject to state laws and regulations regarding rate and policy form approvals. The applicable state laws and regulations establish standards in certain lines of business to ensure that rates are not excessive, inadequate, unfairly discriminatory, or used to engage in unfair price competition. Our ability to increase rates and the relative timing of the process are dependent upon each respective state's requirements, as well as the competitive market environment.

Seasonality

Our property and casualty insurance business experiences some seasonality with regard to premiums written, which are generally highest in January and July and lowest during the fourth quarter. Although we experience some seasonality in our premiums written, premiums are earned ratably over the period of coverage. Losses and loss settlement expenses incurred tend to remain consistent throughout the year, with the exception of catastrophe losses which generally are highest in the second and third quarters. Catastrophes inherently are unpredictable and can occur at any time during the year from man-made or natural disaster events that include, but are not limited to, hail, tornadoes, hurricanes and windstorms.

Premiums Earned

The following table sets forth our net premiums earned:

Years Ended December 31,202320222021
Property and casualty insurance business
Net premiums earned
Other liability$320,762$302,446$299,961
Fire and allied lines249,407237,113253,485
Automobile208,874208,399255,279
Workers' compensation53,03956,01561,690
Fidelity and surety39,92237,97530,989
Reinsurance assumed159,859108,46259,745
Other2,7241,1311,674
Total net premiums earned$1,034,587$951,541$962,823

Total revenue includes sales to external customers and intercompany sales that are eliminated to arrive at the total revenues as reported in the accompanying Consolidated Statements of Income and Comprehensive Income. We account for intercompany sales on the same basis as sales to external customers.

NOTE 11. 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 and restricted stock 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 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:

Years Ended December 31,
202320222021
(In Thousands Except Share and Per Share Data)BasicDilutedBasicDilutedBasicDiluted
Net income (loss)$(29,700)$(29,700)$15,031$15,031$80,594$80,594
Weighted-average common shares outstanding25,249,26925,249,26925,160,80925,160,80925,092,29725,092,297
Add dilutive effect of restricted stock awards———157,387—202,809
Add dilutive effect of stock options—————224,620
Weighted-average common shares25,249,26925,249,26925,160,80925,318,19625,092,29725,519,726
Earnings (loss) per common share$(1.18)$(1.18)$0.60$0.59$3.21$3.16
Awards excluded from diluted calculation(1)—791,735—585,853—800,903

(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.

NOTE 12. LEASE COMMITMENTS

The Company determines if a contract contains a lease at inception of the contract through a review by vendor management of the facts and circumstances of the contract to determine if a lease is present. A questionnaire is then forwarded to the corporate finance department to come to agreement on the determination. There are no significant assumptions made in the identification of lease components and there has been no history of contracts containing both lease and non-lease components. The Company has operating leases relating to office space, vehicles, computer equipment, and office equipment, 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 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. As an accounting policy election, we have elected the practical expedient on not separating lease components from non-lease components to each major asset class.

The Company's lease obligation is recorded at the present value of the lease payments based on the term of the applied lease. The Company has elected to categorize its leases into four categories based on length of lease terms and applies an incremental borrowing rate of interest as of the effective date of adoption or the lease effective date equivalent to a collateralized rate with similar terms. The four categories are as follows: less than three years, three to five years, five to 10 years and greater than 10 years. The collateralized discount rate used to calculate the present value of future minimum lease payments is based, where appropriate, on current industry borrowing rates for financial companies with similar ratings. The Company does not have any restrictions or covenants associated with its lease arrangements.

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 December 31, 2023, we have leases with remaining terms ofone year toeight years, some of which may include no options for renewal and others with options to extend the lease terms fromsix months tofive years.

The Company hassix lease agreements with the Company serving as the lessor. The properties are office spaces and parking. The terms of the leases vary depending on the property and range fromtwo years tonine years, which may include options for renewal or to extend lease terms or no options for renewal. The Company has elected to categorize these leases into four categories based on length of lease terms and applies an incremental borrowing rate of interest as of the effective date of adoption or the lease effective date equivalent to a collateralized rate with similar terms. The four categories are as follows: less than three years, three to five years, five to 10 years and greater than 10 years. The collateralized discount rate used to calculate the present value of future minimum lease payments is based, where appropriate, on current industry borrowing rates for similar rated financial companies.

The components of our operating leases were as follows:

As of December 31, 2023As of December 31, 2022
Components of lease expense:
Operating lease expense$9,1878,763
Less lessor income50777
Less sublease income532250
Net lease expense8,1488,436
Cash flows information related to leases:
Operating cash outflow from operating leases8,2198,396
Balance sheet information for operating leases:As of December 31, 2023As of December 31, 2022
Operating lease right-of-use assets (Other assets on Consolidated Balance Sheets)$29,184$26,472
Operating lease liabilities (Accrued expenses and other liabilities on Consolidated Balance Sheets)29,66826,924
Right-of-use assets obtained in exchange for new operating lease liabilities9,3362,807
Weighted average remaining lease term3.77 years3.81 years
Weighted average discount rate4.17%2.91%
Maturities of lease liabilities:As of December 31, 2023As of December 31, 2022
2023$—$8,452
20249,3617,007
20259,0296,438
20267,7485,141
20273,6171,315
20281,696—
Thereafter811—
Total lease payments32,26228,353
Less imputed interest(2,594)(1,429)
Lease liability$29,668$26,924
Maturities of lease receivables:As of December 31, 2023As of December 31, 2022
2023$—$618
20241,051487
20251,066498
20261,124554
20271,092519
202858410
Thereafter2,69138
Total lease payments receivable7,6082,724

NOTE 13. 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.

UFG sold an aggregate $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 long term debt 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. As of December 31, 2023, interest expense totaled $3,260. 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, 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 included 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 was provided by the Lenders on an unsecured basis, and the UF&C had the option to increase the Credit Agreement by $100,000 if agreed to by the Lenders providing such incremental facility.

The Credit Agreement included 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.

There wasno outstanding balance on the Credit Agreement at December 31, 2022. As of December 31, 2022, we were in compliance with all covenants under the Credit Agreement. We didnot incur any interest expense related to the Credit Agreement in 2023, 2022 or 2021.

On December 29, 2023, the Company terminated its existing Credit Agreement. The Company did not have any borrowings outstanding under the Credit Agreement and the Company did not incur any early termination penalties in connection with the termination of the Credit Agreement.

In December 2023, the Company became a member of the Federal Home Loan Bank of Des Moines ("FHLB Des Moines"). As part of the FHLB Des Moines application process and in connection with its membership in FHLB Des Moines, the Company entered into FHLB Des Moines' standard Advances, Pledge and Security Agreement (the "Advances Agreement"). The Advances Agreement governs the terms and conditions under which the Company may borrow and FHLB Des Moines may make loans or advances from time to time. The Advances Agreement requires the Company to pledge certain collateral, including the capital stock in FHLB Des Moines owned by the Company and such other assets (including mortgage-related securities, loans, and stock in the Company) as agreed by the Company and FHLB Des Moines in connection with any such loans or advances.

Membership in FHLB Des Moines provides the Company with access to FHLB Des Moines' product line of financial services, including funding agreements, general asset/liability management, and collateralized advances that can be used for liquidity management. As a member, the Company has an aggregate borrowing capacity of up to 20.0 percent of total assets. As of December 31, 2023, the Company has FHLB Des Moines borrowing capacity up to $392,194 if an immediate liquidity need would arise. The Company hadno outstanding balance as of December 31, 2023 and 2022 related to these lines of credit.

NOTE 14. INTANGIBLE ASSETS

Our major classes of intangible assets are presented in the following table:

Year Ended December 31,
20232022
Agency relationships$10,338$10,338
Accumulated amortization - agency relationships(9,040)(8,462)
$1,298$1,876
Trade names$1,978$1,978
Accumulated amortization - trade names(1,681)(1,550)
$297$428
State insurance licenses (1)$3,020$3,020
Net intangible assets$4,615$5,324

(1) The intangible asset for licenses has an indefinite life and therefore is not amortized.

The estimated useful lives assigned to our major classes of amortizable intangible assets are as follows:

Useful Life
Agency relationshipsFifteen years
Trade namesFifteen years

Our estimated aggregate amortization expense for each of the next five years is as follows:

2024$709
2025709
2026177
2027–
2028–

NOTE 15. ACCUMULATED OTHER COMPREHENSIVE INCOME

The following table shows the changes in the components of our accumulated other comprehensive income (loss), net of tax, for the years ended December 31, 2023, 2022 and 2021:

Liability for
Net unrealized · underfunded
appreciation · employee
on investmentsbenefit costsTotal
Balance as of January 1, 2021$83,070$(16,159)$66,911
Change in accumulated other comprehensive income before reclassifications(31,519)15,511(16,008)
Reclassification adjustments from accumulated other comprehensive income(1,782)5,2163,434
Balance as of December 31, 2021$49,769$4,568$54,337
Change in accumulated other comprehensive income before reclassifications(139,183)(6,540)(145,723)
Reclassification adjustments from accumulated other comprehensive income1,0452,8453,890
Balance as of December 31, 2022$(88,369)$873$(87,496)
Change in accumulated other comprehensive income before reclassifications20,83514,97335,808
Reclassification adjustments from accumulated other comprehensive income567164731
Balance as of December 31, 2023$(66,967)$16,010$(50,957)

Income tax effects are released from accumulated other comprehensive income (loss) for unrealized gains or losses when the gains or losses are realized.

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