Item 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA

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Item 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA

Report of Independent Registered Public Accounting Firm

To the Stockholders and Board of Directors

W. R. Berkley Corporation:

Opinion on the Consolidated Financial Statements

We have audited the accompanying consolidated balance sheets of W. R. Berkley Corporation and Subsidiaries (the Company) as of December 31, 2019 and 2018, the related consolidated statements of income, comprehensive income, stockholders’ equity, and cash flows for each of the years in the three‑year period ended December 31, 2019, and the related notes and financial statement schedules II to VI (collectively, the consolidated financial statements). In our opinion, the consolidated financial statements present fairly, in all material respects, the financial position of the Company as of December 31, 2019 and 2018, and the results of its operations and its cash flows for each of the years in the three‑year period ended December 31, 2019, in conformity with U.S. generally accepted accounting principles.

We also have audited, in accordance with the standards of the Public Company Accounting Oversight Board (United States) (PCAOB), the Company’s internal control over financial reporting as of December 31, 2019, based on criteria established in Internal Control - Integrated Framework (2013) issued by the Committee of Sponsoring Organizations of the Treadway Commission, and our report dated February 20, 2020 expressed an unqualified opinion on the effectiveness of the Company’s internal control over financial reporting.

Change in Accounting Principle

As discussed in Note 10 to the consolidated financial statements, the Company has changed its method of accounting for equity investments measured at fair value with changes in the fair value recognized through net income (other than those accounted for under equity method of accounting or those that result in consolidation of the investee) effective January 1, 2018 due to the adoption of ASU 2016-01, Financial Instruments.

Basis for Opinion

These consolidated financial statements are the responsibility of the Company’s management. Our responsibility is to express an opinion on these consolidated financial statements based on our audits. We are a public accounting firm registered with the PCAOB and are required to be independent with respect to the Company in accordance with the U.S. federal securities laws and the applicable rules and regulations of the Securities and Exchange Commission and the PCAOB.

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

Critical Audit Matter

The critical audit matter communicated below is a matter arising from the current period audit of the consolidated financial statements that was communicated or required to be communicated to the audit committee and that: (1) relates to accounts or disclosures that are material to the consolidated financial statements and (2) involved our especially challenging, subjective, or complex judgment. The communication of a critical audit matter does not alter in any way our opinion on the consolidated financial statements, taken as a whole, and we are not, by communicating the critical audit matter below, providing a separate opinion on the critical audit matter or on the accounts or disclosures to which it relates.

Assessment of the estimate of the reserves for losses and loss expenses

As discussed in Notes 1 and 13 to the consolidated financial statements, the Company estimates the reserves for losses and loss expenses (reserves) using a variety of actuarial techniques and methods based on expected loss ratios, rate of

loss cost inflation, reported and paid loss emergence patterns, loss frequency and severity, and the loss reporting lag. Such amounts are adjusted for certain qualitative factors. The reserves as of December 31, 2019 were $12,583 million.

We identified the assessment of the estimate of reserves as a critical audit matter because it involved significant measurement uncertainty, which required complex auditor judgment. Specialized actuarial expertise was required to evaluate the actuarial method or methods and assumptions used. Assumptions included loss development factors; the weighting of actuarial methods when more than one was used; the impact of qualitative factors; and whether payments are fixed and reliably determinable for certain reserves subject to discounting.

The primary procedures we performed to address the critical audit matter included the following. We tested certain internal controls over the Company’s reserving process, including controls over the Company’s process to develop the Company’s best estimate of reserves based on actuarial methodologies and assumptions employed by the Company’s actuaries. We involved actuarial professionals with specialized skills and knowledge, who assisted in:

–Examining the Company’s actuarial methodologies for compliance with Actuarial Standards of Practice;
–Evaluating the Company’s actuarial point estimate by performing independent actuarial analyses for certain of the larger, more complex operating units;
–Evaluating the Company’s actuarial point estimate by examining the Company actuaries’ procedures, and certain key assumptions for the remaining operating units;
–Developing an independent range of reserves based on actuarial methodologies and assumptions and comparing to the Company’s reserves;
–Evaluating the Company’s reserves and year-over-year movements of the Company’s reserves relative to, and within, the independently developed range of reserves; and
–Evaluating the Company’s ability to discount certain reserves by comparing the expected payout pattern of claims paid to actual claims paid.

/S/ KPMG LLP

We have served as the Company’s auditor since 1972.

New York, New York

February 20, 2020

W. R. BERKLEY CORPORATION AND SUBSIDIARIES

CONSOLIDATED STATEMENTS OF INCOME

Year Ended December 31,
(In thousands, except per share data)201920182017
REVENUES:
Net premiums written$6,863,499$6,433,227$6,260,508
Change in net unearned premiums(230,211)(61,722)50,911
Net premiums earned6,633,2886,371,5056,311,419
Net investment income645,614674,235575,788
Net realized and unrealized gains on investments:
Net realized and unrealized gains before OTTI120,703160,175335,858
Other-than-temporary impairments ("OTTI")—(5,687)—
Net realized and unrealized gains on investments120,703154,488335,858
Revenues from non-insurance businesses406,541372,985326,165
Insurance service fees92,680117,757134,729
Other income3,370681805
Total revenues7,902,1967,691,6517,684,764
OPERATING COSTS AND EXPENSES:
Losses and loss expenses4,131,1163,974,7024,002,348
Other operating costs and expenses2,362,0822,383,2212,436,932
Expenses from non-insurance businesses402,669364,449325,417
Interest expense153,409157,185147,297
Total operating costs and expenses7,049,2766,879,5576,911,994
Income before income taxes852,920812,094772,770
Income tax expense(168,935)(163,028)(219,433)
Net income before noncontrolling interests683,985649,066553,337
Noncontrolling interests(2,041)(8,317)(4,243)
Net income to common stockholders$681,944$640,749$549,094
NET INCOME PER SHARE:
Basic$3.58$3.37$2.93
Diluted$3.52$3.33$2.84

See accompanying notes to consolidated financial statements.

W. R. BERKLEY CORPORATION AND SUBSIDIARIES

CONSOLIDATED STATEMENTS OF COMPREHENSIVE INCOME

Year Ended December 31,
(In thousands)201920182017
Net income before noncontrolling interests$683,985$649,066$553,337
Other comprehensive gain (loss):
Change in unrealized translation adjustments37,166(112,099)64,706
Change in unrealized investment gains (losses), net of taxes215,902(252,327)(51,752)
Other comprehensive gain (loss)253,068(364,426)12,954
Comprehensive income937,053284,640566,291
Comprehensive income to the noncontrolling interest(2,144)(8,271)(4,262)
Comprehensive income to common stockholders$934,909$276,369$562,029

See accompanying notes to consolidated financial statements.

W. R. BERKLEY CORPORATION AND SUBSIDIARIES

CONSOLIDATED BALANCE SHEETS

December 31,
(In thousands, except share data)20192018
Assets
Investments:
Fixed maturity securities$14,180,961$13,606,812
Investment funds1,213,5351,332,818
Real estate2,105,9501,957,092
Arbitrage trading account400,809452,548
Equity securities480,620279,006
Loans receivable91,79994,813
Total investments18,473,67417,723,089
Cash and cash equivalents1,023,710817,602
Premiums and fees receivable1,997,1861,807,762
Due from reinsurers2,133,6831,932,291
Deferred policy acquisition costs517,364497,629
Prepaid reinsurance premiums567,595498,880
Trading account receivable from brokers and clearing organizations423,543347,228
Property, furniture and equipment422,091416,372
Goodwill169,652173,037
Accrued investment income138,789144,481
Current federal and foreign income taxes13,398703
Deferred federal and foreign income taxes—35,490
Other assets762,743501,413
Total assets$26,643,428$24,895,977
Liabilities and Equity
Liabilities:
Reserves for losses and loss expenses$12,583,249$11,966,448
Unearned premiums3,656,5073,359,991
Due to reinsurers360,314256,917
Trading account securities sold but not yet purchased36,14338,120
Deferred federal and foreign income taxes17,706—
Other liabilities1,244,8881,005,184
Senior notes and other debt1,427,5751,882,028
Subordinated debentures1,198,704907,491
Total liabilities20,525,08619,416,179
Equity:
Preferred stock, par value $.10 per share:
Authorized 5,000,000 shares; issued and outstanding — none——
Common stock, par value $.20 per share:
Authorized 500,000,000 shares, issued and outstanding, net of treasury shares, 183,411,907 and 182,993,640 shares, respectively70,53570,535
Additional paid-in capital1,056,0421,039,633
Retained earnings7,932,3727,558,619
Accumulated other comprehensive loss(257,299)(510,470)
Treasury stock, at cost, 169,264,857 and 169,683,237 shares, respectively(2,726,711)(2,720,466)
Total common stockholders’ equity6,074,9395,437,851
Noncontrolling interests43,40341,947
Total equity6,118,3425,479,798
Total liabilities and equity$26,643,428$24,895,977

See accompanying notes to consolidated financial statements.

W. R. BERKLEY CORPORATION AND SUBSIDIARIES

CONSOLIDATED STATEMENTS OF STOCKHOLDERS’ EQUITY

Year Ended December 31,
(In thousands, except per share data)201920182017
COMMON STOCK:
Beginning and end of period$70,535$70,535$70,535
ADDITIONAL PAID IN CAPITAL:
Beginning of period$1,039,633$1,024,772$1,013,935
Restricted stock units issued(32,370)(19,547)(27,959)
Restricted stock units expensed48,77934,40838,796
End of period$1,056,042$1,039,633$1,024,772
RETAINED EARNINGS:
Beginning of period$7,558,619$6,956,882$6,595,987
Cumulative effect adjustment resulting from changes in accounting principles—215,939—
Net income to common stockholders681,944640,749549,094
Dividends ($1.68, $1.39, and $1.03 per share, respectively)(308,191)(254,951)(188,199)
End of period$7,932,372$7,558,619$6,956,882
ACCUMULATED OTHER COMPREHENSIVE (LOSS) INCOME:
Unrealized investment gains (losses):
Beginning of period$(91,491)$375,421$427,154
Cumulative effect adjustment resulting from changes in accounting principles—(214,539)—
Unrealized gains (losses) on securities not other-than-temporarily impaired215,636(252,241)(52,628)
Unrealized gains (losses) on other-than-temporarily impaired securities369(132)895
End of period124,514(91,491)375,421
Currency translation adjustments:
Beginning of period(418,979)(306,880)(371,586)
Net change in period37,166(112,099)64,706
End of period(381,813)(418,979)(306,880)
Total accumulated other comprehensive (loss) income$(257,299)$(510,470)$68,541
TREASURY STOCK:
Beginning of period$(2,720,466)$(2,709,386)$(2,688,817)
Stock exercised/vested11,43112,98126,511
Stock issued549689727
Stock repurchased(18,225)(24,750)(47,807)
End of period$(2,726,711)$(2,720,466)$(2,709,386)
NONCONTROLLING INTERESTS:
Beginning of period$41,947$39,819$33,926
(Distributions) contributions(688)(6,143)1,631
Net income2,0418,3174,243
Other comprehensive income (loss), net of tax103(46)19
End of period$43,403$41,947$39,819

See accompanying notes to consolidated financial statements.

W. R. BERKLEY CORPORATION AND SUBSIDIARIES

CONSOLIDATED STATEMENTS OF CASH FLOWS

Year Ended December 31,
(In thousands)201920182017
CASH FROM OPERATING ACTIVITIES:
Net income to common stockholders$681,944$640,749$549,094
Adjustments to reconcile net income to net cash from operating activities:
Net realized and unrealized gains on investments(120,703)(154,488)(335,858)
Depreciation and amortization113,387131,108112,956
Noncontrolling interests2,0418,3174,243
Investment funds(69,194)(109,349)(69,333)
Stock incentive plans49,27436,59140,490
Change in:
Arbitrage trading account(26,553)(19,093)(4,896)
Premiums and fees receivable(189,151)(43,813)(67,752)
Reinsurance accounts(165,898)(165,287)(66,542)
Deferred policy acquisition costs(20,057)7,78830,343
Current income taxes(12,530)(11,950)25,859
Deferred income taxes7,130(74,761)(16,893)
Reserves for losses and loss expenses612,254339,015438,530
Unearned premiums301,35584,1424,160
Other(19,506)(48,770)66,482
Net cash from operating activities1,143,793620,199710,883
CASH FLOWS USED IN INVESTING ACTIVITIES:
Proceeds from sale of fixed maturity securities2,093,2713,525,1494,035,162
Proceeds from sale of equity securities79,963497,989195,270
Distributions (contributions) from investment funds194,663(79,635)247,404
Proceeds from maturities and prepayments of fixed maturity securities2,933,9802,676,4553,556,744
Purchase of fixed maturity securities(5,352,886)(6,677,753)(7,940,957)
Purchase of equity securities(172,978)(85,610)(27,522)
Real estate purchased(146,752)(514,064)(236,039)
Change in loans receivable3,481(13,204)27,135
Net additions to property, furniture and equipment(60,457)(49,860)(115,719)
Change in balances due from security brokers2,8444,262(4,372)
Cash received in connection with business disposition—8,664—
Payment for business purchased, net of cash acquired—(6,637)(70,570)
Net cash used in investing activities(424,871)(714,244)(333,464)
CASH FLOWS USED IN FINANCING ACTIVITIES:
Net proceeds from issuance of debt290,974294,5626,983
Repayment of senior notes and other debt(456,360)(4,524)(20)
Cash dividends to common stockholders(308,191)(254,951)(188,199)
Purchase of common treasury shares(18,225)(24,750)(47,807)
Other, net(21,391)(17,740)(6,043)
Net cash used in financing activities(513,193)(7,403)(235,086)
Net impact on cash due to change in foreign exchange rates379(31,421)12,853
Net increase (decrease) in cash and cash equivalents206,108(132,869)155,186
Cash and cash equivalents at beginning of year817,602950,471795,285
Cash and cash equivalents at end of year$1,023,710$817,602$950,471

See accompanying notes to consolidated financial statements.

W. R. BERKLEY CORPORATION AND SUBSIDIARIES

NOTES TO CONSOLIDATED FINANCIAL STATEMENTS

For the years ended December 31, 2019**,** 2018 and 2017

(1) Summary of Significant Accounting Policies

(A) Principles of consolidation and basis of presentation

The consolidated financial statements, which include the accounts of W. R. Berkley Corporation and its subsidiaries (the "Company"), have been prepared on the basis of U.S. generally accepted accounting principles ("GAAP"). All significant intercompany transactions and balances have been eliminated. 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 disclosures of contingent assets and liabilities at the date of the financial statements and the revenues and expenses reflected during the reporting period. The most significant items on our balance sheet that involve a greater degree of accounting estimates that are subject to change in the future are the valuation of investments, other-than-temporary impairments, reserves for losses and loss expenses and premium estimates. Actual results could differ from those estimates.

Reclassifications have been made in the 2018 and 2017 financial statements as originally reported to conform to the presentation of the 2019 financial statements. Shares outstanding and per share amounts have been adjusted to reflect the 3-for-2 common stock split effected on April 2, 2019. Additionally, commencing with the first quarter of 2019, the Company renamed the Reinsurance segment as Reinsurance & Monoline Excess, and reclassified the monoline excess business from the Insurance segment to such renamed segment. The reclassified business includes operations that solely retain risk on an excess basis.

(B) Revenue recognition

Insurance premiums are recognized as written at the inception of the policy. Reinsurance premiums are estimated based upon information received from ceding companies, and subsequent differences from such estimates are recorded in the period they are determined. Insurance and reinsurance premiums are primarily earned on a pro rata basis over the policy term. Fees for services are earned over the period that the services are provided.

Audit premiums are recognized when they are reliably determinable. The change in accruals for earned but unbilled audit premiums increased (decreased) net premiums written and premiums earned by $4 million, $(4) million and $8 million in 2019, 2018 and 2017, respectively.

Revenues from non-insurance businesses are derived from businesses engaged in the distribution of promotional merchandise, world-wide textile solutions, and aircraft services provided to the general, commercial and military aviation markets. These aircraft services include (i) the distribution, manufacturing, repair and overhaul of aircraft parts and components, (ii) the sale of new and used aircraft, and (iii) avionics, fuel, maintenance, storage and charter services. Revenue is recognized upon the shipment of products and parts, the delivery of aircraft, the delivery of fuel, and over the completion period of services.

Insurance service fee revenue represents servicing fees for program administration and claims management services provided by the Company, including workers' compensation assigned risk plans, as well as insurance brokerage and risk management services. Fees for program administration, claims management and risk management services are primarily recognized ratably over the related contract period for which the underlying services are rendered. Commissions for insurance brokerage are generally recognized when the underlying insurance policy is effective.

(C) Cash and cash equivalents

Cash equivalents consist of funds invested in money market accounts and investments with an effective maturity of three months or less when purchased.

(D) Investments

Fixed maturity securities classified as available for sale are carried at estimated fair value, with unrealized gains and losses, net of applicable income taxes, excluded from earnings and reported as a component of comprehensive income and a separate component of stockholders' equity. Fixed maturity securities that the Company has the positive intent and ability to hold to maturity are classified as held to maturity and reported at amortized cost. Investment income from fixed maturity securities is recognized based on the constant effective yield method. Premiums and discounts on mortgage-backed securities are adjusted for the effects of actual and anticipated prepayments on a retrospective basis.

Equity securities with readily determinable fair values are measured at fair value, with changes in the fair value recognized in net income within net realized and unrealized gains on investments.

Fixed maturity securities that the Company purchased with the intent to sell in the near-term are classified as trading account securities and are reported at estimated fair value. Realized and unrealized gains and losses from trading activity are reported as net investment income and are recorded at the trade date. Short sales and short call options are presented as trading securities sold but not yet purchased. Unsettled trades and the net margin balances held by the clearing broker are presented as a trading account receivable from brokers and clearing organizations.

Investment funds are carried under the equity method of accounting. The Company's share of the earnings or losses of investment funds is primarily reported on a one-quarter lag in order to facilitate the timely completion of the Company's consolidated financial statements.

Loans receivable primarily represent commercial real estate mortgage loans and bank loans and are carried at amortized cost. The Company monitors the performance of its loans receivable and establishes an allowance for loan losses for loans where the Company determines it is probable that the contractual terms will not be met, with a corresponding charge to earnings. For loans that are evaluated individually and deemed to be impaired, the Company establishes a specific allowance based on a discounted cash flow analysis and comparable cost and sales methodologies, if appropriate. Individual loans that are not considered impaired and smaller-balance homogeneous loans are evaluated collectively and a general allowance is established if it is considered probable that a loss has been incurred.

The accrual of interest on loans receivable is discontinued if the loan is 90 days past due based on the contractual terms of the loan unless the loan is adequately secured and in process of collection. In general, loans are placed on non-accrual status or charged off at an earlier date if collection of principal or interest is considered doubtful. Interest on these loans is accounted for on a cash basis until qualifying for return to accrual status. Loans are returned to accrual status when all principal and interest amounts contractually due are brought current and future payments are reasonably assured.

Fair value is defined as “the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date.” Fair value of investments is determined based on a fair value hierarchy that prioritizes the use of observable inputs over the use of unobservable inputs and requires the use of observable inputs when available. (See Note 12 of the Notes to Consolidated Financial Statements.)

Realized gains or losses represent the difference between the cost of securities sold and the proceeds realized upon sale and are recorded at the trade date. The Company uses primarily the first-in, first-out method to determine the cost of securities sold.

The cost of securities is adjusted where appropriate to include a provision for a decline in value which is considered to be other than temporary. An other-than-temporary decline is considered to occur in investments where there has been a sustained reduction in fair value and where the Company does not expect to recover the cost basis of the investment prior to the time of sale or maturity.

For fixed maturity securities that the Company intends to sell or, more likely than not, would be required to sell, a decline in value below amortized cost is considered to be an other-than-temporary impairment (“OTTI”). The amount of OTTI is equal to the difference between amortized cost and fair value at the balance sheet date. For fixed maturity securities that the Company does not intend to sell or believes that it is more likely than not it would not be required to sell, a decline in value below amortized cost is considered to be an OTTI if the Company does not expect to recover the entire amortized cost basis of a security (i.e., the present value of cash flows expected to be collected is less than the amortized cost basis of the security). The portion of the decline in value considered to be a credit loss (i.e., the difference between the present value of cash flows expected to be collected and the amortized cost basis of the security) is recognized in earnings. The portion of the decline in value not considered to be a credit loss (i.e., the difference in the present value of cash flows expected to be collected and the fair value of the security) is recognized in other comprehensive income.

Impairment assessments for structured securities, including mortgage-backed securities and asset-backed securities, collateralized debt obligations and corporate debt, are generally evaluated based on the performance of the underlying collateral under various economic and default scenarios that may involve subjective judgments and estimates by management. Modeling these securities involves various factors, such as projected default rates, the nature and realizable value of the collateral, if any, the ability of the issuer to make scheduled payments, historical performance and other relevant economic and performance factors. If an OTTI determination is made, a discounted cash flow analysis is used to ascertain the amount of the credit impairment.

Real estate held for investment purposes is initially recorded at the purchase price, which is generally fair value, and is subsequently reported at cost less accumulated depreciation. Real estate taxes, interest and other costs incurred during

development and construction are capitalized. Buildings are depreciated on a straight-line basis over the estimated useful lives of the building. Minimum rental income is recognized on a straight-line basis over the lease term. Income and expenses from real estate are reported as net investment income. The carrying value of real estate is reviewed for impairment and an impairment loss is recognized if the estimated undiscounted cash flows from the use and disposition of the property are less than the carrying value of the property.

(E) Per share data

The Company presents both basic and diluted net income per share (“EPS”) amounts. Basic EPS is calculated by dividing net income by weighted average number of common shares outstanding during the year (including 7,575,168 common shares held in a grantor trust). The common shares held in the grantor trust are for delivery upon settlement of vested but mandatorily deferred restricted stock units ("RSUs"). Shares held by the grantor trust do not affect diluted shares outstanding since the shares deliverable under vested RSUs were already included in diluted shares outstanding. Diluted EPS is based upon the weighted average number of basic and common equivalent shares outstanding during the year and is calculated using the treasury stock method for stock incentive plans. Common equivalent shares are excluded from the computation in periods in which they have an anti-dilutive effect.

(F) Deferred policy acquisition costs

Acquisition costs associated with the successful acquisition of new and renewed insurance and reinsurance contracts are deferred and amortized ratably over the terms of the related contracts. Ceding commissions received on reinsurance contracts are netted against acquisition costs and are recognized ratably over the life of the contract. Deferred policy acquisition costs are presented net of unearned ceding commissions. Deferred policy acquisition costs are comprised primarily of commissions, as well as employment-related underwriting costs and premium taxes. Deferred policy acquisition costs are reviewed to determine if they are recoverable from future income and, if not, are charged to expense. The recoverability of deferred policy acquisition costs is evaluated separately by each of our operating companies. Future investment income is taken into account in measuring the recoverability of deferred policy acquisition costs.

(G) Reserves for losses and loss expenses

Reserves for losses and loss expenses are an accumulation of amounts determined on the basis of (1) evaluation of claims for business written directly by the Company; (2) estimates received from other companies for reinsurance assumed by the Company; and (3) estimates for losses incurred but not reported (based on Company and industry experience). These estimates are periodically reviewed and, as experience develops and new information becomes known, the reserves are adjusted as necessary. Such adjustments are reflected in the statements of income in the period in which they are determined. The Company discounts its reserves for excess and assumed workers' compensation claims using a risk-free or statutory rate. (See Note 13 of Notes to Consolidated Financial Statements.)

(H) Reinsurance ceded

The unearned portion of premiums ceded to reinsurers is reported as prepaid reinsurance premiums and earned ratably over the policy term. The estimated amounts of reinsurance recoverable on unpaid losses are reported as due from reinsurers. To the extent any reinsurer does not meet its obligations under reinsurance agreements, the Company must discharge its liability. Amounts due from reinsurers are reflected net of funds held where the right of offset is present. The Company has provided reserves for estimated uncollectible reinsurance.

(I) Deposit accounting

Contracts that do not meet the risk transfer requirements of GAAP are accounted for using the deposit accounting method. Under this method, an asset or liability is recognized at the inception of the contract based on consideration paid or received. The amount of the deposit asset or liability is adjusted at subsequent reporting dates using the interest method with a corresponding credit or charge to interest income or expense. Deposit liabilities for assumed reinsurance contracts were $41 million and $45 million at December 31, 2019 and 2018, respectively.

(J) Federal and foreign income taxes

The Company files a consolidated income tax return in the U.S. and foreign tax returns in countries where it has overseas operations. The Company's method of accounting for income taxes is the asset and liability method. Under this method, deferred tax assets and liabilities are measured using tax rates currently in effect or expected to apply in the years in which those temporary differences are expected to reverse. Interest and penalties, if any, are reported as income tax expense.

The Company believes there are no tax positions that would require disclosure under GAAP. Deferred tax assets are reduced by a valuation allowance if it is more likely than not that all or a portion of the deferred tax assets will not be realized.

(K) Foreign currency

Gains and losses resulting from foreign currency transactions (transactions denominated in a currency other than the entity's functional currency) are reported on the statements of income as other operating costs and expenses. Unrealized gains or losses resulting from translating the results of non-U.S. dollar denominated operations are reported in accumulated other comprehensive income. Revenues and expenses denominated in currencies other than U.S. dollars are generally translated at the weighted average exchange rate during the year. Assets and liabilities are translated at the rate of exchange in effect at the balance sheet date.

(L) Property, furniture and equipment

Property, furniture and equipment are carried at cost less accumulated depreciation. Depreciation is calculated using the estimated useful lives of the respective assets. Depreciation expense was $54 million, $54 million and $50 million for 2019, 2018 and 2017, respectively.

(M) Comprehensive income

Comprehensive income encompasses all changes in stockholders' equity (except those arising from transactions with stockholders) and includes net income, net unrealized holding gains or losses on available for sale securities and unrealized foreign currency translation adjustments.

(N) Goodwill and other intangible assets

Goodwill and other intangible assets are tested for impairment on an annual basis and at interim periods where circumstances require. The Company's impairment test as of December 31, 2019 indicated that there were no material impairment losses related to goodwill and other intangible assets. Intangible assets of $99 million and $104 million are included in other assets as of December 31, 2019 and 2018, respectively.

(O) Restricted stock units

The costs resulting from all share-based payment transactions with employees are recognized in the consolidated financial statements using a fair-value-based measurement method. Compensation cost is recognized for financial reporting purposes over the period in which the employee is required to provide service in exchange for the award (generally the vesting period).

(P) Statements of cash flows

Interest payments were $160 million, $155 million and $145 million in 2019, 2018 and 2017, respectively. Income taxes paid were $125 million, $186 million and $207 million in 2019, 2018 and 2017, respectively. Other non-cash items include unrealized investment gains and losses. (See Note 10 of Notes to Consolidated Financial Statements.)

(Q) Recent accounting pronouncements

Recently adopted accounting pronouncements:

In February 2016, the Financial Accounting Standards Board ("FASB") issued Accounting Standards Update ("ASU") 2016-02, Leases, which amends the accounting and disclosure guidance for leases. This guidance retains the two classifications of a lease, as either an operating or finance lease, both of which require lessees to recognize a right-of-use asset and a lease liability for leases with terms of more than 12 months. The right-of-use asset and the lease liability are determined based upon the present value of cash flows. Finance leases reflect the financial arrangement by recognizing interest expense on the lease liability separately from the amortization expense of the right-of-use asset. Operating leases recognize lease expense (with no separate recognition of interest expense) on a straight-line basis over the term of the lease. The accounting by lessors is not significantly changed by the updated guidance. The updated guidance was effective for reporting periods beginning after December 15, 2018. As permitted by the rules, the Company adopted the new guidance prospectively effective January 1, 2019. The Company elected to use the practical expedient permitted by the transition guidance which allowed companies to not reassess existing lease classifications for already effective leases. The adoption of this guidance resulted in the recognition of a right-of-use asset of $185 million and a lease liability of $215 million (prior to adoption the Company had a $30 million

deferred rent liability recognized) reported within other assets and other liabilities, respectively, in the consolidated balance sheet. The adoption of this guidance did not have an impact on the Company's results of operations or liquidity.

All other accounting and reporting standards that became effective in 2019 were either not applicable to the Company or their adoption did not have a material impact on the Company.

Accounting and reporting standards that are not yet effective:

In June 2016, the FASB issued ASU 2016-13, Financial Instruments - Credit Losses, which amends the accounting guidance for credit losses on financial instruments. The updated guidance amends the current other-than-temporary impairment model for available-for-sale debt securities by requiring the recognition of impairments relating to credit losses through an allowance account and limits the amount of credit loss to the difference between a security’s amortized cost basis and its fair value. This guidance also applies a new current expected credit loss model for determining credit-related impairments for financial instruments measured at amortized cost, such as reinsurance recoverables. The updated guidance is effective for reporting periods beginning after December 15, 2019.

The adoption of this guidance will result in the recognition of an allowance for credit loss in connection with operating assets (such as premiums and fees receivable and due from reinsurers) of less than 0.25% of these assets and a corresponding cumulative effect adjustment that will decrease common stockholders' equity. Certain investments (primarily fixed maturity securities available for sale) will also establish an allowance for credit loss of approximately 0.25% of these assets, with a cumulative effect adjustment decreasing retained earnings and increasing AOCI by offsetting amounts, resulting in no impact to total common stockholders' equity.

All other recently issued but not yet effective accounting and reporting standards are either not applicable to the Company or are not expected to have a material impact on the Company.

(2) Consolidated Statement of Comprehensive (Loss) Income

The following tables present the components of the changes in accumulated other comprehensive (loss) income ("AOCI") as of and for the years ended December 31, 2019 and 2018:

(In thousands)
December 31, 2019Unrealized investment gains (losses)Currency translation adjustmentsAccumulated other comprehensive (loss) income
Changes in AOCI
Beginning of period$(91,491)$(418,979)$(510,470)
Other comprehensive gains before reclassifications224,01137,166261,177
Amounts reclassified from AOCI(8,109)—(8,109)
Other comprehensive gain215,90237,166253,068
Unrealized investment gain related to non-controlling interest103—103
Ending balance$124,514$(381,813)$(257,299)
Amounts reclassified from AOCI
Pre-tax$(10,265)(1)$—$(10,265)
Tax effect2,156(2)—2,156
After-tax amounts reclassified$(8,109)$—$(8,109)
Other comprehensive gain
Pre-tax$261,970$37,166$299,136
Tax effect(46,068)—(46,068)
Other comprehensive gain$215,902$37,166$253,068
(In thousands)
December 31, 2018Unrealized investment (losses) gainsCurrency translation adjustmentsAccumulated other comprehensive (loss) income
Changes in AOCI
Beginning of period$375,421$(306,880)$68,541
Cumulative effect adjustment resulting from changes in accounting principles(214,539)—(214,539)
Restated beginning of period160,882(306,880)(145,998)
Other comprehensive income before reclassifications(246,535)(112,099)(358,634)
Amounts reclassified from AOCI(5,792)—(5,792)
Other comprehensive loss(252,327)(112,099)(364,426)
Unrealized investment loss related to non-controlling interest(46)—(46)
Ending balance$(91,491)$(418,979)$(510,470)
Amounts reclassified from AOCI
Pre-tax$(7,332)(1)$—$(7,332)
Tax effect1,540(2)—1,540
After-tax amounts reclassified$(5,792)$—$(5,792)
Other comprehensive loss
Pre-tax$(302,737)$(112,099)$(414,836)
Tax effect50,410—50,410
Other comprehensive loss$(252,327)$(112,099)$(364,426)

(1) Net realized and unrealized gains on investments in the consolidated statements of income.

(2) Income tax expense in the consolidated statements of income.

(3) Investments in Fixed Maturity Securities

At December 31, 2019 and 2018, investments in fixed maturity securities were as follows:

(In thousands)Amortized CostGross UnrealizedFair ValueCarrying Value
GainsLosses
December 31, 2019
Held to maturity:
State and municipal$70,312$13,000$—$83,312$70,312
Residential mortgage-backed8,371994—9,3658,371
Total held to maturity78,68313,994—92,67778,683
Available for sale:
U.S. government and government agency775,15713,249(1,475)786,931786,931
State and municipal:
Special revenue2,343,20964,586(4,152)2,403,6432,403,643
State general obligation359,29822,074(97)381,275381,275
Pre-refunded364,57120,342(128)384,785384,785
Corporate backed255,2307,232(903)261,559261,559
Local general obligation432,33332,684(647)464,370464,370
Total state and municipal3,754,641146,918(5,927)3,895,6323,895,632
Mortgage-backed securities:
Residential (1)1,298,14523,230(5,155)1,316,2201,316,220
Commercial304,5065,214(346)309,374309,374
Total mortgage-backed securities1,602,65128,444(5,501)1,625,5941,625,594
Asset-backed securities2,802,5889,532(21,490)2,790,6302,790,630
Corporate:
Industrial2,260,07372,900(3,800)2,329,1732,329,173
Financial1,447,58937,681(4,118)1,481,1521,481,152
Utilities325,76215,281(402)340,641340,641
Other5,219230—5,4495,449
Total corporate4,038,643126,092(8,320)4,156,4154,156,415
Foreign government924,28416,465(93,673)847,076847,076
Total available for sale13,897,964340,700(136,386)14,102,27814,102,278
Total investments in fixed maturity securities$13,976,647$354,694$(136,386)$14,194,955$14,180,961
(In thousands)Amortized CostGross UnrealizedFair ValueCarrying Value
GainsLosses
December 31, 2018
Held to maturity:
State and municipal$67,891$11,549$—$79,440$67,891
Residential mortgage-backed10,7441,259—12,00310,744
Total held to maturity78,63512,808—91,44378,635
Available for sale:
U.S. government and government agency697,9319,219(4,910)702,240702,240
State and municipal:
Special revenue2,396,08930,507(19,790)2,406,8062,406,806
State general obligation335,62611,951(1,103)346,474346,474
Pre-refunded408,14116,568(30)424,679424,679
Corporate backed272,4404,319(2,350)274,409274,409
Local general obligation403,21918,350(1,339)420,230420,230
Total state and municipal3,815,51581,695(24,612)3,872,5983,872,598
Mortgage-backed securities:
Residential (1)1,264,3767,729(20,225)1,251,8801,251,880
Commercial345,0701,304(3,708)342,666342,666
Total mortgage-backed securities1,609,4469,033(23,933)1,594,5461,594,546
Asset-backed securities2,462,30310,131(33,687)2,438,7472,438,747
Corporate:
Industrial2,295,77815,355(53,312)2,257,8212,257,821
Financial1,502,4277,178(45,683)1,463,9221,463,922
Utilities330,3262,997(4,148)329,175329,175
Other60,238322(167)60,39360,393
Total corporate4,188,76925,852(103,310)4,111,3114,111,311
Foreign government822,09311,753(25,111)808,735808,735
Total available for sale13,596,057147,683(215,563)13,528,17713,528,177
Total investments in fixed maturity securities$13,674,692$160,491$(215,563)$13,619,620$13,606,812

(1) Gross unrealized gains (losses) for mortgage-backed securities include $314,347 and ($55,090) as of December 31, 2019 and 2018, respectively, related to the non-credit portion of OTTI recognized in other comprehensive income.

The amortized cost and fair value of fixed maturity securities at December 31, 2019, by contractual maturity, are shown below. Actual maturities may differ from contractual maturities because certain issuers may have the right to call or prepay obligations.

(In thousands)Amortized CostFair Value
Due in one year or less$959,583$917,059
Due after one year through five years5,010,8625,087,806
Due after five years through ten years3,391,1543,511,621
Due after ten years3,004,0263,043,510
Mortgage-backed securities1,611,0221,634,959
Total$13,976,647$14,194,955

At December 31, 2019 and 2018, there were no investments, other than investments in United States government and government agency securities, which exceeded 10% of common stockholders’ equity. At December 31, 2019, investments with a carrying value of $1,639 million were on deposit in custodial or trust accounts, of which $1,219 million was on deposit with insurance regulators, $380 million was on deposit in support of the Company’s underwriting activities at Lloyd’s, $36 million was on deposit as security for reinsurance clients and $4 million was on deposit as security for letters of credit issued in support of the Company’s reinsurance operations.

(4) Investments in Equity Securities

At December 31, 2019 and 2018, investments in equity securities were as follows:

(In thousands)CostGross UnrealizedFair ValueCarrying Value
GainsLosses
December 31, 2019
Common stocks$175,928$16,967$(26,090)$166,805$166,805
Preferred stocks169,171148,243(3,599)313,815313,815
Total$345,099$165,210$(29,689)$480,620$480,620
December 31, 2018
Common stocks$113,576$4,335$(19,719)$98,192$98,192
Preferred stocks115,20172,364(6,751)180,814180,814
Total$228,777$76,699$(26,470)$279,006$279,006

(5) Arbitrage Trading Account

At December 31, 2019 and 2018, the fair value and carrying value of the arbitrage trading account were $401 million and $453 million, respectively. The primary focus of the trading account is merger arbitrage. Merger arbitrage is the business of investing in the securities of publicly held companies which are the targets in announced tender offers and mergers. Arbitrage investing differs from other types of investing in its focus on transactions and events believed likely to bring about a change in value over a relatively short time period (usually four months or less).

The Company uses put options and call options in order to mitigate the impact of potential changes in market conditions on the merger arbitrage trading account. These options are reported at fair value. As of December 31, 2019, the fair value of long option contracts outstanding was $9 thousand (notional amount of $15.5 million) and the fair value of short option contracts outstanding was $56 thousand (notional amount of $17.1 million). Other than with respect to the use of these trading account securities, the Company does not make use of derivatives.

(6) Net Investment Income

Net investment income consists of the following:

(In thousands)201920182017
Investment income earned on:
Fixed maturity securities, including cash and cash equivalents and loans receivable$517,925$519,269$473,101
Investment funds69,194109,34968,169
Arbitrage trading account34,58528,15719,145
Real estate24,21818,59119,975
Equity securities5,4393,2302,350
Gross investment income651,361678,596582,740
Investment expense(5,747)(4,361)(6,952)
Net investment income$645,614$674,235$575,788

(7) Investment Funds

The Company evaluates whether it is an investor in a variable interest entity ("VIE"). Such entities do not have sufficient equity at risk to finance their activities without additional subordinated financial support, or the equity investors, as a group, do not have the characteristics of a controlling financial interest (primary beneficiary). The Company determines whether it is the primary beneficiary of an entity subject to consolidation based on a qualitative assessment of the VIE's capital structure, contractual terms, nature of the VIE's operations and purpose, and the Company's relative exposure to the related risks of the VIE on the date it becomes initially involved in the VIE and on an ongoing basis. The Company is not the primary beneficiary in any of its investment funds, and accordingly, carries its interests in investments funds under the equity method of accounting.

The Company’s maximum exposure to loss with respect to these investments is limited to the carrying amount reported on the Company’s consolidated balance sheet and its unfunded commitments of $232 million as of December 31, 2019.

Investment funds consist of the following:

Carrying Value as of December 31,Income (Losses)
(In thousands)20192018201920182017
Real estate$412,275$642,137$19,154$61,453$45,068
Financial services280,705195,70629,00511,0443,762
Energy156,869183,627(18,136)7,0846,147
Transportation147,034136,64014,19315,3901,686
Other funds216,652174,70824,97814,37811,506
Total$1,213,535$1,332,818$69,194$109,349$68,169

The Company's share of the earnings or losses of investment funds is primarily reported on a one-quarter lag in order to facilitate the timely completion of the Company's consolidated financial statements.

(8) Real Estate

Investment in real estate represents directly owned property held for investment, as follows:

As of December 31,
(In thousands)20192018
Properties in operation$1,351,249$1,279,584
Properties under development754,701677,508
Total$2,105,950$1,957,092

In 2019, properties in operation included a long-term ground lease in Washington, D.C., a hotel in Memphis, Tennessee, two office complexes in New York City, office buildings in West Palm Beach and Palm Beach, Florida, and an office building in London, U.K. Properties in operation are net of accumulated depreciation and amortization of $59,832,000 and $44,340,000 as of December 31, 2019 and 2018, respectively. Related depreciation expense was $15,033,000 and $20,644,000 for the years ended December 31, 2019 and 2018, respectively. Future minimum rental income expected on operating leases relating to properties in operation is $59,975,701 in 2020, $62,145,941 in 2021, $62,734,252 in 2022, $56,477,620 in 2023, $54,281,781 in 2024 and $573,636,251 thereafter.

The Company borrowed $101,750,000 through a non-recourse loan secured by the West Palm Beach office building in 2018. The loan matures in November 2028 and carries a fixed interest rate of 4.21%. The carrying value does not reflect the outstanding financing, but rather is reflected in subsidiary debt referenced in Note 15, Indebtedness.

A mixed-use project in Washington, D.C. has been under development in 2019 and 2018.

(9) Loans Receivable

Loans receivable are as follows:

As of December 31,
(In thousands)20192018
Amortized cost (net of valuation allowance):
Real estate loans$58,541$62,289
Commercial loans33,25832,524
Total$91,799$94,813
Fair value:
Real estate loans$59,853$63,047
Commercial loans34,76034,026
Total$94,613$97,073
Valuation allowance:
Specific$165$1,200
General1,9812,183
Total$2,146$3,383
For the Year Ended December 31,
20192018
Decrease in valuation allowance$(1,237)$—

Loans receivable in non-accrual status were $0.2 million and $1.2 million as of December 31, 2019 and 2018, respectively.

The Company monitors the performance of its loans receivable and assesses the ability of the borrower to pay principal and interest based upon loan structure, underlying property values, cash flow and related financial and operating performance of the property and market conditions. Loans receivable with a potential for default are further assessed using discounted cash flow analysis and comparable cost and sales methodologies, if appropriate.

The real estate loans are secured by commercial real estate primarily located in New York. These loans generally earn interest at floating LIBOR-based interest rates and have maturities (inclusive of extension options) through August 2025. The commercial loans are with small business owners who have secured the related financing with the assets of the business. Commercial loans generally earn interest on a fixed basis and have varying maturities not exceeding 10 years.

In evaluating the real estate loans, the Company considers their credit quality indicators, including loan to value ratios, which compare the outstanding loan amount to the estimated value of the property, the borrower’s financial condition and performance with respect to loan terms, the position in the capital structure, the overall leverage in the capital structure and other market conditions. Based on these considerations, none of the real estate loans were considered to be impaired at December 31, 2019, and accordingly, the Company determined that a specific valuation allowance was not required.

(10) Net Realized and Unrealized Gains (Losses) on Investments

Net realized and unrealized gains (losses) on investments are as follows:

(In thousands)201920182017
Net realized and unrealized gains (losses) on investments in earnings
Fixed maturity securities:
Gains$23,900$26,752$28,217
Losses(13,636)(13,733)(5,342)
Equity securities (1):
Net realized gains on investment sales23,306435,150154,539
Change in unrealized gains (losses)85,292(320,413)—
Investment funds (2)(2,825)(212)125,423
Real estate5,96527,81612,880
Loans receivable(970)2,838—
Other(329)1,97720,141
Net realized and unrealized gains on investments in earnings before OTTI120,703160,175335,858
Other-than-temporary impairments (3)—(5,687)—
Net realized and unrealized gains on investments in earnings120,703154,488335,858
Income tax expense(25,348)(32,442)(117,550)
After-tax net realized and unrealized gains on investments in earnings$95,355$122,046$218,308
Change in unrealized investment gains (losses) of available for sales securities:
Fixed maturity securities$271,825$(297,084)$(2,192)
Previously impaired fixed maturity securities369(132)895
Equity securities available for sale (4)——(77,971)
Investment funds(2,299)(5,672)10,179
Other(7,925)151(336)
Total change in unrealized investment gains (losses)261,970(302,737)(69,425)
Income tax (expense) benefit(46,068)50,41017,673
Noncontrolling interests103(46)19
After-tax change in unrealized investment gains (losses) of available for sale securities$216,005$(252,373)$(51,733)

(1) The net realized gains or losses on investment sales represent the total gains or losses from the purchase dates of the equity securities. The change in unrealized gains consists of two components: (i) the reversal of the gain or loss recognized in previous periods on equity securities sold and (ii) the change in unrealized gain or loss resulting from mark-to-market adjustments on equity securities still held.

(2) Investment funds includes a gain of $124 million from the sale of an investment in an office building located in Washington, D.C. for the year ended December 31, 2017.

(3) There were no OTTI for the years ended December 31, 2019 and 2017. For the year ended December 31, 2018, OTTI related to fixed maturity securities was $6 million.

(4) Effective January 1, 2018, the Company adopted accounting guidance that requires all equity investments with readily determinable fair values (subject to certain exceptions) to be measured at fair value, with changes in the fair value recognized in net income. The Company recorded an adjustment of $291 million to opening AOCI net of tax as a result of this guidance.

(11) Securities in an Unrealized Loss Position

The following tables summarize all fixed maturity securities in an unrealized loss position at December 31, 2019 and 2018 by the length of time those securities have been continuously in an unrealized loss position.

Less Than 12 Months12 Months or GreaterTotal
(In thousands)Fair ValueGross Unrealized LossesFair ValueGross Unrealized LossesFair ValueGross Unrealized Losses
December 31, 2019
U.S. government and government agency$83,837$618$53,089$857$136,926$1,475
State and municipal365,1844,245127,2101,682492,3945,927
Mortgage-backed securities301,3582,281180,1483,220481,5065,501
Asset-backed securities755,2592,307774,50819,1831,529,76721,490
Corporate307,3673,148121,4705,172428,8378,320
Foreign government164,53632,028107,26661,645271,80293,673
Fixed maturity securities$1,977,541$44,627$1,363,691$91,759$3,341,232$136,386
December 31, 2018
U.S. government and government agency$195,359$933$130,815$3,977$326,174$4,910
State and municipal701,7006,874744,90517,7381,446,60524,612
Mortgage-backed securities334,0632,911712,59521,0221,046,65823,933
Asset-backed securities1,687,66528,965342,8554,7222,030,52033,687
Corporate1,730,51354,181954,76349,1292,685,276103,310
Foreign government246,27324,19780,004914326,27725,111
Fixed maturity securities$4,895,573$118,061$2,965,937$97,502$7,861,510$215,563

Fixed Maturity Securities — A summary of the Company’s non-investment grade fixed maturity securities that were in an unrealized loss position at December 31, 2019 is presented in the table below:

($ in thousands)Number of SecuritiesAggregate Fair ValueGross Unrealized Loss
Foreign government21$79,747$92,369
Corporate1465,7104,319
Asset-backed securities5437113
Mortgage-backed securities595417
Total45$146,848$96,818

For OTTI of fixed maturity securities that management does not intend to sell or, more likely than not, would not be required to sell, the portion of the decline in value considered to be due to credit factors is recognized in earnings and the portion of the decline in value considered to be due to non-credit factors is recognized in other comprehensive income.

For the year ended December 31, 2019, there were no OTTI recognized in earnings for fixed maturity securities. For the year ended December 31, 2018, there were $6 million of OTTI recognized on fixed maturity securities.

The Company has evaluated its fixed maturity securities in an unrealized loss position and believes the unrealized losses are due primarily to temporary market and sector-related factors. None of these securities are delinquent or in default on financial covenants. Based on its assessment of these issuers, the Company expects them to continue to meet their contractual payment obligations as they become due and does not consider any of these securities to be OTTI.

(12) Fair Value Measurements

The Company’s fixed maturity and equity securities classified as available for sale and its trading account securities are carried at fair value. Fair value is defined as “the price that would be received to sell an asset or paid to transfer a liability in an orderly transaction between market participants at the measurement date”. The Company utilizes a fair value hierarchy that prioritizes the inputs to valuation techniques used to measure fair value into three broad levels, as follows:

Level 1 - Quoted prices (unadjusted) in active markets for identical assets or liabilities that the Company has the ability to access at the measurement date.

Level 2 - Quoted prices for similar assets or valuations based on inputs that are observable.

Level 3 - Estimates of fair value based on internal pricing methodologies using unobservable inputs. Unobservable inputs are only used to measure fair value to the extent that observable inputs are not available.

Substantially all of the Company’s fixed maturity securities were priced by independent pricing services. The prices provided by the independent pricing services are estimated based on observable market data in active markets utilizing pricing models and processes, which may include benchmark yields, reported trades, broker/dealer quotes, issuer spreads, two-sided markets, benchmark securities, bids, offers, sector groupings, matrix pricing and reference data. The pricing services may prioritize inputs differently on any given day for any security based on market conditions, and not all inputs are available for each security evaluation on any given day. The pricing services used by the Company have indicated that they will only produce an estimate of fair value if objectively verifiable information is available. The determination of whether markets are active or inactive is based upon the volume and level of activity for a particular asset class. The Company reviews the prices provided by pricing services for reasonableness and periodically performs independent price tests of a sample of securities to ensure proper valuation.

If prices from independent pricing services are not available for fixed maturity securities, the Company estimates the fair value. For Level 2 securities, the Company utilizes pricing models and processes which may include benchmark yields, sector groupings, matrix pricing, reported trades, broker/dealer quotes, issuer spreads, two-sided markets, bids, offers and reference data. Where broker quotes are used, the Company generally requests two or more quotes and sets a price within the range of quotes received based on its assessment of the credibility of the quote and its own evaluation of the security. The Company generally does not adjust quotes received from brokers. For securities traded only in private negotiations, the Company determines fair value based primarily on the cost of such securities, which is adjusted to reflect prices of recent placements of securities of the same issuer, financial projections, credit quality and business developments of the issuer and other relevant information.

For Level 3 securities, the Company generally uses a discounted cash flow model to estimate the fair value of fixed maturity securities. The cash flow models are based upon assumptions as to prevailing credit spreads, interest rate and interest rate volatility, time to maturity and subordination levels. Projected cash flows are discounted at rates that are adjusted to reflect illiquidity, where appropriate.

The following tables present the assets and liabilities measured at fair value as of December 31, 2019 and 2018 by level:

(In thousands)TotalLevel 1Level 2Level 3
December 31, 2019
Assets:
Fixed maturity securities available for sale:
U.S. government and government agency$786,931$—$786,931$—
State and municipal3,895,632—3,895,632—
Mortgage-backed securities1,625,594—1,625,594—
Asset-backed securities2,790,630—2,790,630—
Corporate4,156,415—4,156,415—
Foreign government847,076—847,076—
Total fixed maturity securities available for sale14,102,278—14,102,278—
Equity securities:
Common stocks166,805157,752—9,053
Preferred stocks313,815—307,3106,505
Total equity securities480,620157,752307,31015,558
Arbitrage trading account400,809381,06119,748—
Total$14,983,707$538,813$14,429,336$15,558
Liabilities:
Trading account securities sold but not yet purchased$36,143$36,143$—$—
December 31, 2018
Assets:
Fixed maturity securities available for sale:
U.S. government and government agency$702,240$—$702,240$—
State and municipal3,872,598—3,872,598—
Mortgage-backed securities1,594,546—1,594,546—
Asset-backed securities2,438,747—2,438,64899
Corporate4,111,311—4,111,311—
Foreign government808,735—808,735—
Total fixed maturity securities available for sale13,528,177—13,528,07899
Equity securities:
Common stocks98,19289,596—8,596
Preferred stocks180,814—176,8693,945
Total equity securities279,00689,596176,86912,541
Arbitrage trading account452,548353,33581,90517,308
Total$14,259,731$442,931$13,786,852$29,948
Liabilities:
Trading account securities sold but not yet purchased$38,120$37,327$—$793

The following tables summarize changes in Level 3 assets and liabilities for the years ended December 31, 2019 and 2018:

Gains (Losses) Included in:
(In thousands)Beginning BalanceEarnings (Losses)Other Comprehensive Income (Losses)ImpairmentsPurchasesSalesPaydowns/MaturitiesTransfers In / OutEnding Balance
Year ended December 31, 2019
Assets:
Fixed maturity securities available for sale:
Asset-backed securities$99$(26)$61$—$—$(134)$—$—$—
Total99(26)61——(134)———
Equity securities:
Common stocks8,5962,005——(1,548)——9,053
Preferred stocks3,945(42)——2,602———6,505
Total12,5411,963——2,602(1,548)——15,558
Arbitrage trading account17,308(8,731)——14,767(38,233)—14,889—
Total$29,948$(6,794)$61$—$17,369$(39,915)$—$14,889$15,558
Liabilities:
Trading account securities sold but not yet purchased$793$133$—$—$7,609$(8,535)$—$—$—
Year ended December 31, 2018
Assets:
Fixed maturity securities available for sale:
Asset-backed securities$172$(2)$46$—$—$(117)$—$—$99
Total172(2)46——(117)——99
Equity securities:
Common stocks9,370(548)——(227)—18,596
Preferred stocks10,843100——(6,998)——3,945
Total20,213(448)———(7,225)—112,541
Arbitrage trading account—(6)——11,523(11)—5,80217,308
Total$20,385$(456)$46$—$11,523$(7,353)$—$5,803$29,948
Liabilities:
Trading account securities sold but not yet purchased$—$(67)$—$—$860$—$—$—$793

For the year ended December 31, 2019, there were two common stocks transferred into Level 3 in the arbitrage trading account where publicly traded prices were no longer available, and both were sold by year end. For the year ended December 31, 2018, one common stock in the arbitrage trading account was transferred into Level 3 and one common stock was transferred out of Level 3. In the case of the transfer into Level 3, a publicly traded price was no longer available and in the case of the transfer out, a publicly traded price became available.

(13) Reserves for Losses and Loss Expenses

The Company's reserves for losses and loss expenses are comprised of case reserves and incurred but not reported liabilities (IBNR). When a claim is reported, a case reserve is established for the estimated ultimate payment based upon known information about the claim. As more information about the claim becomes available over time, case reserves are adjusted up or down as appropriate. Reserves are also established on an aggregate basis to provide for IBNR liabilities and expected loss reserve development on reported claims.

Loss reserves included in the Company’s financial statements represent management’s best estimates based upon an actuarially derived point estimate and other considerations. The Company uses a variety of actuarial techniques and methods to derive an actuarial point estimate for each operating unit. These methods may include paid loss development, incurred loss development, paid and incurred Bornhuetter-Ferguson methods and frequency and severity methods. In circumstances where one actuarial method is considered more credible than the others, that method is used to set the point estimate. The actuarial point estimate may also be based on a judgmental weighting of estimates produced from each of the methods considered. Industry loss experience is used to supplement the Company’s own data in selecting “tail factors” in areas where the Company’s own data is limited. The actuarial data is analyzed by line of business, coverage and accident or policy year, as appropriate, for each operating unit.

The establishment of the actuarially derived loss reserve point estimate also includes consideration of qualitative factors that may affect the ultimate losses. These qualitative considerations include, among others, the impact of re-underwriting initiatives, changes in claims handling procedures, changes in the mix of business, changes in distribution sources and changes in policy terms and conditions.

The key assumptions used to arrive at the best estimate of loss reserves are the expected loss ratios, rate of loss cost inflation, and reported and paid loss emergence patterns. Expected loss ratios represent management’s expectation of losses at the time the business is priced and written, before any actual claims experience has emerged. This expectation is a significant determinant of the estimate of loss reserves for recently written business where there is little paid or incurred loss data to consider. Expected loss ratios are generally derived from historical loss ratios adjusted for the impact of rate changes, loss cost trends and known changes in the type of risks underwritten. Expected loss ratios are estimated for each key line of business within each operating unit. Expected loss cost inflation is particularly important for the long-tail lines, such as excess casualty, and claims with a high medical component, such as workers’ compensation. Reported and paid loss emergence patterns are used to project current reported or paid loss amounts to their ultimate settlement value. Loss development factors are based on the historical emergence patterns of paid and incurred losses, and are derived from the Company’s own experience and industry data. The paid loss emergence pattern is also significant to excess and assumed workers’ compensation reserves because those reserves are discounted to their estimated present value based upon such estimated payout patterns.

Loss frequency and severity are measures of loss activity that are considered in determining the key assumptions described in our discussion of loss and loss expense reserves, including expected loss ratios, rate of loss cost inflation and reported and paid loss emergence patterns. Loss frequency is a measure of the number of claims per unit of insured exposure, and loss severity is a measure of the average size of claims. Factors affecting loss frequency include the effectiveness of loss controls and safety programs and changes in economic activity or weather patterns. Factors affecting loss severity include changes in policy limits, retentions, rate of inflation and judicial interpretations.

Another factor affecting estimates of loss frequency and severity is the loss reporting lag, which is the period of time between the occurrence of a loss and the date the loss is reported to the Company. The length of the loss reporting lag affects our ability to accurately predict loss frequency (loss frequencies are more predictable for lines with short reporting lags) as well as the amount of reserves needed for incurred but not reported losses (less IBNR is required for lines with short reporting lags). As a result, loss reserves for lines with short reporting lags are likely to have less variation from initial loss estimates. For lines with short reporting lags, which include commercial automobile, primary workers’ compensation, other liability (claims-made) and property business, the key assumption is the loss emergence pattern used to project ultimate loss estimates from known losses paid or reported to date. For lines of business with long reporting lags, which include other liability (occurrence), products liability, excess workers’ compensation and liability reinsurance, the key assumption is the expected loss ratio since there is often little paid or incurred loss data to consider. Historically, the Company has experienced less variation from its initial loss estimates for lines of businesses with short reporting lags than for lines of business with long reporting lags.

The key assumptions used in calculating the most recent estimate of the loss reserves are reviewed each quarter and adjusted, to the extent necessary, to reflect the latest reported loss data, current trends and other factors observed.

A claim may be defined as an event, as a claimant (number of parties claiming damages from an event) or by exposure type (e.g., an event may give rise to two parties, each claiming loss for bodily injury and property damage).

The most commonly used claim count method is by event. Most of the Company's operating units use the number of events to define and quantify the number of claims. However, in certain lines of business, where it is common for multiple parties to claim damages arising from a single event, an operating unit may quantify claims on the basis of the number of separate parties involved in an event. This may be the case with businesses writing substantial automobile or transportation exposure.

Claim counts for assumed reinsurance will vary based on whether the business is written on a facultative or treaty basis. Further variability as respects treaty claim counts may be reflective of the nature of the treaty, line of business coverage, and type of participation such as quota share or excess of loss contracts. Accordingly, the claim counts have been excluded from the below Reinsurance & Monoline Excess segment tables due to this variability.

The claim count information set forth in the tables presented below may not provide an accurate reflection of ultimate loss payouts by product line.

The following tables present undiscounted incurred and paid claims development as of December 31, 2019, net of reinsurance, as well as cumulative claim frequency and the total of incurred but not reported liabilities (IBNR). The information about incurred and paid claims development for the years ended December 31, 2010 to 2018 is presented as supplementary information. To enhance the comparability of the loss development data, the Company has removed the impact of foreign exchange rate movements by using the December 31, 2019 exchange rate for all periods. Beginning with accident year 2012, the Company's U.K. and European insurance business is included in the Insurance segment's tables for Other Liability, Professional Liability, Commercial Automobile and Short-Tail Lines. Prior to 2012, the actuarial analysis for its U.K. and European insurance business was performed on an underwriting year basis and accident year data is not available for those years.

Insurance

Other Liability

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNRCumulative Number of Reported Claims
2010$612,467$616,023$589,921$588,602$575,528$572,785$571,637$569,440$564,873$561,579$19,74222
2011—665,420671,537657,679656,976651,973647,091643,195632,382642,77422,74623
2012——691,803700,539701,144707,326711,287721,460715,996714,02032,72723
2013———750,054790,314782,260782,039802,908809,250803,85649,07925
2014————847,034848,641846,644851,044863,899870,01783,50026
2015—————951,028986,655961,441964,598966,662134,61525
2016——————1,018,0091,010,9841,019,8931,031,150245,83525
2017———————1,066,3621,100,1271,122,209377,30725
2018————————1,104,6311,131,202606,50023
2019—————————1,237,276937,11020
Total$9,080,745
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$45,194$128,948$246,647$334,054$414,945$459,478$489,077$506,283$522,939$531,085
2011—48,830141,192265,071377,769469,004522,369554,152573,236591,990
2012——57,568157,316298,095415,890511,601578,617620,507651,000
2013———63,293188,240330,928471,648587,102647,891693,306
2014————78,921190,876338,365480,418594,488680,436
2015—————82,712210,773382,185538,071676,037
2016——————69,477208,991390,231558,539
2017———————80,037255,849453,389
2018————————86,858264,392
2019—————————88,260
Total$5,188,434
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance106,200
Reserves for loss and loss adjustment expenses, net of reinsurance$3,998,511

Workers' Compensation

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNRCumulative Number of Reported Claims
2010$352,138$355,305$411,527$420,604$426,622$429,952$429,762$427,698$424,374$424,195$13,55245
2011—413,429444,887457,134470,026472,087474,076475,729471,471473,76617,27646
2012——501,681501,810503,956503,863509,167512,707508,169506,73024,73648
2013———552,570547,295546,995543,238547,000542,274541,92629,20553
2014————639,436637,307627,767617,242615,435604,02944,63357
2015—————712,800690,525650,997641,169626,43160,86258
2016——————702,716696,339684,700660,50871,71057
2017———————762,093733,505689,559107,98157
2018————————778,964724,463153,58755
2019—————————783,244372,38150
Total$6,034,851
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$108,675$215,882$281,280$320,154$344,631$362,078$374,013$382,665$388,405$392,672
2011—106,899236,207309,509355,909385,759408,304420,945428,811436,905
2012——115,536255,063339,560387,368419,588437,196451,991459,119
2013———117,900277,538363,028414,160447,894466,580479,104
2014————148,405319,743412,611471,235503,915521,141
2015—————139,320323,744421,734477,541512,933
2016——————142,998338,835446,072504,850
2017———————153,456362,299468,817
2018————————171,006397,464
2019—————————184,715
Total$4,357,720
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance193,837
Reserves for loss and loss adjustment expenses, net of reinsurance$1,870,968

Professional Liability

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNRCumulative Number of Reported Claims
2010$147,632$165,689$179,344$177,951$176,653$172,493$174,796$177,757$182,717$182,860$624
2011—179,818165,291187,074189,988176,936173,309176,606175,689176,2302,1874
2012——238,978242,541265,690251,230239,458245,945244,730245,3387,0915
2013———269,993248,080243,887249,797271,469280,018285,26214,0626
2014————253,992247,373260,498244,454239,982258,78126,1946
2015—————260,216258,780275,608276,842292,40137,6347
2016——————311,099325,241361,996402,92956,9348
2017———————333,758332,864339,021112,4579
2018————————335,728322,952168,4759
2019—————————337,228259,1579
Total$2,843,002
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$14,806$58,851$108,438$129,619$144,336$160,466$164,894$171,206$178,756$179,865
2011—18,72662,305102,898134,253150,487158,678166,949168,526170,205
2012——21,69786,734128,245159,285190,584214,821223,988232,160
2013———23,93963,951119,567177,525207,020249,005258,394
2014————19,44683,694138,678176,134199,337216,228
2015—————20,41585,470139,835187,664216,575
2016——————28,631102,661201,854255,841
2017———————36,57996,456163,003
2018————————28,23199,789
2019—————————31,790
Total$1,823,850
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance15,104
Reserves for loss and loss adjustment expenses, net of reinsurance$1,034,256

Commercial Automobile

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNRCumulative Number of Reported Claims
2010$310,591$320,098$330,224$328,901$332,748$331,615$330,586$330,297$329,976$329,768$14437
2011—312,224320,920328,320331,732341,394341,200342,094343,566343,43396437
2012——314,309326,831342,588355,609364,084364,328366,541365,80680737
2013———327,514349,136368,894376,860367,264366,822365,9531,59239
2014————363,913385,251418,161416,123413,589413,4244,38542
2015—————389,660417,053423,180431,376432,4157,80846
2016——————431,261430,911442,210443,26818,16245
2017———————430,768428,708430,49931,60741
2018————————442,788462,75667,70040
2019—————————483,206162,43237
Total$4,070,528
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$136,029$208,790$263,639$295,355$313,262$324,997$326,804$327,240$327,863$328,006
2011—135,350211,756262,685296,370321,814333,987338,325340,360340,799
2012——136,844215,214273,446312,342344,326355,631360,681361,755
2013———142,929218,596267,253322,441343,556353,424362,152
2014————155,572237,665328,125365,376394,063402,013
2015—————160,024265,083324,976370,037397,666
2016——————184,516279,381341,423390,359
2017———————180,755267,587327,135
2018————————180,162281,651
2019—————————185,344
Total$3,376,880
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance4,313
Reserves for loss and loss adjustment expenses, net of reinsurance$697,961

Short-tail lines

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNRCumulative Number of Reported Claims
2010$385,319$370,080$358,254$355,602$345,937$346,380$346,493$346,074$345,777$345,546$23319
2011—478,520471,678463,253460,030457,182450,325449,529451,410451,06464921
2012——529,564537,716538,141533,491507,509506,464508,354507,4162,22928
2013———576,784586,382577,353553,680552,192548,673546,7663,40530
2014————707,121712,320664,718663,342664,169664,4164,36634
2015—————743,454731,950728,186726,748718,50610,67637
2016——————773,945777,270764,278758,88112,38340
2017———————753,512753,803748,45118,18946
2018————————760,474750,78033,73852
2019—————————726,820168,52842
Total$6,218,646
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$245,037$325,163$337,688$346,622$340,066$342,773$343,899$344,887$344,908$344,989
2011—303,016417,730436,718440,937445,234446,944447,538450,352450,439
2012——281,830454,731504,954515,520498,207499,355503,614504,342
2013———314,122488,140536,630531,474538,304539,553540,158
2014————372,670599,119613,530632,796648,072655,332
2015—————395,440612,369668,012690,037699,770
2016——————417,424671,219712,815728,122
2017———————445,560690,029718,949
2018————————415,206662,185
2019—————————405,213
Total$5,709,499
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance1,019
Reserves for loss and loss adjustment expenses, net of reinsurance$510,166

Reinsurance & Monoline Excess

Casualty

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNR
2010$290,438$298,265$288,146$276,049$265,455$256,271$252,900$250,596$249,599$249,472$14,322
2011—290,770309,836304,352299,244307,969304,780296,280292,762299,13016,563
2012——331,991335,867330,882325,224333,982336,492334,588331,27017,481
2013———319,491270,382275,539285,032293,686299,224303,56825,073
2014————320,579320,226319,573331,339325,497324,94134,043
2015—————259,922232,272230,856252,959293,71843,622
2016——————241,533253,501246,019268,50851,973
2017———————232,010221,769239,78885,671
2018————————222,100211,227109,087
2019—————————237,412196,623
Total$2,759,034
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$17,814$45,338$76,845$105,912$128,476$150,665$166,361$181,857$191,532$198,822
2011—17,81252,23197,476133,808169,219192,724208,347220,566232,452
2012——22,32962,037111,538152,590187,196219,637241,318257,010
2013———28,91063,718110,306144,405178,174205,716226,083
2014————21,28068,992115,873155,207198,196227,684
2015—————17,86648,44591,198141,348178,657
2016——————19,89561,787100,262140,411
2017———————16,47340,13869,465
2018————————11,09241,018
2019—————————14,574
Total$1,586,176
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance383,199
Reserves for loss and loss adjustment expenses, net of reinsurance$1,556,057

Monoline Excess

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNR
2010$135,639$123,497$120,272$118,712$102,424$104,732$100,065$94,986$95,374$99,944$15,731
2011—88,65093,99398,05189,03185,29983,85078,24674,10972,09114,075
2012——72,36673,23073,67073,65372,44167,87869,36167,20511,249
2013———63,99550,35546,02542,41938,55135,12031,75212,626
2014————63,56157,55849,47845,75841,67142,54115,347
2015—————69,97757,89750,09945,11539,68219,040
2016——————72,65770,28171,40464,95723,676
2017———————76,70180,50870,74929,999
2018————————77,82072,50536,930
2019—————————78,92948,526
Total$640,355
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$2,867$4,003$5,571$8,701$11,260$11,699$14,261$18,821$22,355$28,431
2011—2,5934,8486,39514,04215,68418,63820,16421,46323,686
2012——1,1276,09710,81511,16713,23415,73817,98220,004
2013———6471,8972,1583,0083,3964,4185,349
2014————3771,7293,3544,1755,8087,595
2015—————2,0692,4813,2724,0994,416
2016——————2,4984,7835,5735,928
2017———————6,28212,81015,356
2018————————6,1418,230
2019—————————6,241
Total$125,236
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance765,323
Reserves for loss and loss adjustment expenses, net of reinsurance$1,280,442

Property

(In thousands)

Loss and Loss Expenses Incurred, Net of ReinsuranceAs of December 31, 2019
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019IBNR
2010$58,367$55,399$52,306$51,186$51,230$50,694$50,571$50,398$50,630$50,362$208
2011—95,20187,83784,91486,32684,79184,52284,24684,65184,432490
2012——103,83394,66186,33085,33483,81483,82284,74684,5551,032
2013———141,563112,684114,123111,945112,579111,895109,699643
2014————113,12696,63697,279100,01199,25098,9121,685
2015—————127,259117,563131,755130,391129,4922,478
2016——————168,129174,570181,757181,0024,891
2017———————206,672200,510199,49711,224
2018————————108,342112,15219,159
2019—————————103,24052,334
Total$1,153,343
Cumulative Paid Claims and Claim Adjustment Expenses, Net of Reinsurance
For the Year Ended December 31,
Unaudited
Accident Year2010201120122013201420152016201720182019
2010$23,424$37,483$42,153$43,634$44,550$46,141$48,745$49,001$49,749$49,690
2011—31,40258,70273,14275,77878,35781,56082,09483,16983,250
2012——15,66351,64164,09870,52477,41278,97181,67382,541
2013———36,57874,57392,619101,539104,326106,045107,606
2014————38,80366,86982,17288,31791,45293,160
2015—————53,47789,153109,090118,603122,621
2016——————78,936133,576157,491168,605
2017———————72,132141,389171,745
2018————————34,00465,193
2019—————————23,051
Total$967,462
Reserves for loss and loss adjustment expenses before 2010, net of reinsurance798
Reserves for loss and loss adjustment expenses, net of reinsurance$186,679

The reconciliation of the net incurred and paid claims development tables to the reserves for losses and loss expenses in the consolidated balance sheet is as follows:

(In thousands)December 31, 2019
Undiscounted reserves for loss and loss expenses, net of reinsurance:
Other liability$3,998,511
Workers' compensation1,870,968
Professional liability1,034,256
Commercial automobile697,961
Short-tail lines510,166
Other92,495
Insurance8,204,357
Casualty1,556,057
Monoline excess1,280,442
Property186,679
Reinsurance & Monoline Excess3,023,178
Total undiscounted reserves for loss and loss expenses, net of reinsurance$11,227,535
(In thousands)December 31, 2019
Due from reinsurers on unpaid claims:
Other liability$518,759
Workers' compensation300,966
Professional liability509,828
Commercial automobile24,486
Short-tail lines243,333
Other46,197
Insurance1,643,569
Casualty113,332
Monoline excess38,384
Property89,966
Reinsurance & Monoline Excess241,682
Total due from reinsurers on unpaid claims$1,885,251
(In thousands)December 31, 2019
Loss reserve discount:
Other liability$—
Workers' compensation(10,976)
Professional liability—
Commercial automobile—
Short-tail lines—
Other—
Insurance(10,976)
Casualty(107,929)
Monoline excess(410,632)
Property—
Reinsurance & Monoline Excess(518,561)
Total loss reserve discount$(529,537)
Total gross reserves for loss and loss expenses$12,583,249

The following is supplementary information regarding average historical claims duration as of December 31, 2019:

Insurance
Average Annual Percentage Payout of Incurred Claims by Age, Net of Reinsurance
Years12345678910
Other liability7.8%14.4%18.4%16.6%14.0%8.6%5.4%3.4%2.9%1.5%
Workers' compensation23.1%28.7%15.8%9.3%6.0%3.7%2.7%1.7%1.5%1.0%
Professional liability8.7%21.6%21.3%15.2%9.9%8.9%3.5%2.6%3.8%0.6%
Commercial automobile39.3%21.6%15.5%10.8%6.8%3.0%1.4%0.3%0.2%—%
Short-tail lines58.8%30.9%5.7%1.8%0.1%0.5%0.4%0.4%—%—%
Reinsurance & Monoline Excess
Average Annual Percentage Payout of Incurred Claims by Age, Net of Reinsurance
Years12345678910
Casualty6.8%12.3%14.2%13.1%11.4%8.9%6.2%5.0%3.9%2.9%
Monoline excess4.5%3.9%2.8%3.1%2.3%3.1%2.7%3.1%3.3%6.1%
Property34.9%31.8%14.6%5.9%3.6%2.4%2.6%0.9%0.8%—%

The table below provides a reconciliation of the beginning and ending reserve balances:

(In thousands)201920182017
Net reserves at beginning of year$10,248,883$10,056,914$9,590,265
Net provision for losses and loss expenses:
Claims occurring during the current year (1)4,057,9893,926,4893,963,543
Increase (decrease) in estimates for claims occurring in prior years (2)34,0796,831(5,165)
Loss reserve discount accretion39,04841,38243,970
Total4,131,1163,974,7024,002,348
Net payments for claims:
Current year985,599964,8081,027,405
Prior year2,673,8032,700,0772,562,550
Total3,659,4023,664,8853,589,955
Foreign currency translation(22,599)(117,848)54,256
Net reserves at end of year10,697,99810,248,88310,056,914
Ceded reserve at end of year1,885,2511,717,5651,613,494
Gross reserves at end of year$12,583,249$11,966,448$11,670,408
Net change in premiums and losses occurring in prior years:
(Increase) decrease in estimates for claims occurring in prior years (2)$(34,079)$(6,831)$5,165
Retrospective premium adjustments for claims occurring in prior years (3)53,51145,63832,162
Net favorable premium and reserve development on prior years$19,432$38,807$37,327

(1)Claims occurring during the current year are net of loss reserve discounts of $20 million, $24 million and $22 million in 2019, 2018, and 2017, respectively.
(2)The change in estimates for claims occurring in prior years is net of loss reserve discount. On an undiscounted basis, the estimates for claims occurring in prior years increased by $19 million in 2019, and decreased $4 million and $32 million in 2018 and 2017, respectively.
(3)For certain retrospectively rated insurance polices and reinsurance agreements, changes in loss and loss expenses for prior years are offset by additional or return premiums.

Favorable prior year development (net of additional and return premiums) was $19 million in 2019**.**

Insurance - Reserves for the Insurance segment developed favorably by $21 million in 2019 (net of additional and return premiums). This overall favorable development resulted from more significant favorable development on workers’ compensation business, which was largely offset by unfavorable development on professional liability and general liability business.

For workers’ compensation, the favorable development was spread across many accident years, including prior to 2010, but was most significant in accident years 2014 through 2018, and particularly 2017 and 2018. The favorable workers’ compensation development reflects a continuation during 2019 of the benign loss cost trends experienced during recent years, particularly the favorable claim frequency trends (i.e., number of reported claims per unit of exposure). The long term trend of declining workers’ compensation frequency can be attributable to improved workplace safety. Loss severity trends were also aided by our continued investment in claims handling initiatives such as medical case management services and vendor savings through usage of preferred provider networks and pharmacy benefit managers. Our initial loss ratio “picks” for this line of business over the past few accident years have contemplated an increase in loss cost trends and reflect decreasing premium rates in the marketplace; reported workers’ compensation losses in 2019 continued to be below our expectations at most of our operating units, and were below the assumptions underlying our initial loss ratio picks and our previous reserve estimates.

For professional liability business, the unfavorable development was driven mainly by an increase in the number of large losses reported in the lawyers professional liability and directors and officers (“D&O”) liability lines of business. Many of the lawyers large losses involved claims made against insured law firms relating to work performed on matters stemming from the 2008 financial crisis. These claims affected mainly accident years 2013 through 2016. In addition, for both of these lines of business, we

have seen evidence of social inflation in the form of higher jury awards on cases which go to trial, and corresponding higher demands from plaintiffs and higher values required to reach settlement on cases which do not go to trial. The unfavorable development for D&O affected mainly accident years 2014 through 2017.

For general liability business, most of the unfavorable development emanated from our excess and surplus lines (E&S) businesses, and was driven by an increase in the number of large losses reported. Many of these large losses were from construction and contracting classes of business, which have also been impacted by social inflation. The general liability unfavorable development impacted mainly accident years 2015 through 2018.

Reinsurance & Monoline Excess - Reserves for the Reinsurance & Monoline Excess segment developed unfavorably by $2 million in 2019. The unfavorable development in the segment was driven by non-proportional assumed liability business in both the U.S. and U.K., and was largely offset by favorable development on excess workers’ compensation business. The unfavorable non-proportional assumed liability development was concentrated in accident years 2015 through 2018, and included an adjustment for the Ogden discount rate in the U.K.

Favorable prior year development (net of additional and return premiums) was $39 million in 2018.

Insurance - Reserves for the Insurance segment developed favorably by $19 million in 2018. The favorable development was primarily attributable to workers’ compensation business, and was partially offset by unfavorable development for professional liability business.

For workers’ compensation, the favorable development was spread across many accident years, but was most significant in accident years 2015 through 2017. The favorable workers’ compensation development reflects a continuation during 2018 of the benign loss cost trends experienced during recent years, particularly the favorable claim frequency trends (i.e., number of reported claims per unit of exposure). The long term trend of declining workers' compensation frequency can be attributable to improved workplace safety. Loss severity trends were also aided by our continued investment in claims handling initiatives such as medical case management services and vendor savings through usage of preferred provider networks. Reported workers’ compensation losses in 2018 continued to be below our expectations at most of our operating units, and were below the assumptions underlying our previous reserve estimates.

For professional liability business, adverse development was primarily related to unexpected large directors and officers (“D&O”) liability losses at one of our U.S. operating units, as well as lawyers professional liability losses at another operating unit. The adverse development stemmed primarily from accident years 2015 and 2016, and was driven by a higher frequency of large losses than we had experienced in previous years.

Reinsurance & Monoline Excess - Reserves for the Reinsurance & Monoline Excess segment developed favorably by $20 million in 2018. The favorable development was primarily due to excess workers’ compensation business, and was spread across many accident years, including years prior to 2009. This favorable excess workers’ compensation development was partially offset by unfavorable development on U.S. casualty facultative assumed business from accident years 2009 and prior related to construction projects.

**Favorable prior year development (net of additional and return premiums) was $**37 million in 2017.

Insurance - Reserves for the Insurance segment developed favorably by $30 million in 2017. The favorable development was primarily attributable to workers’ compensation business, and was partially offset by unfavorable development for professional liability business.

For workers’ compensation, the favorable development was spread across many accident years but was most significant in accident years 2014 through 2016. The favorable workers’ compensation development reflects a continuation during 2017 of the benign loss cost trends experienced in recent years, particularly the favorable claim frequency trends (i.e., number of reported claims per unit of exposure). Reported workers’ compensation losses in 2017 continued to be below our expectations at most of our operating units, and were below the assumptions underlying our previous reserve estimates. The favorable severity trends were also impacted by our continued investment in medical case management services and the higher usage of preferred provider networks. The long term trend of declining workers’ compensation frequency can be attributed to improved workplace safety.

For professional liability business, adverse development was primarily related to unexpected large directors and officers (“D&O”) liability losses at one of our U.S. operating units, and large professional indemnity and D&O losses in the U.K. The adverse development stemmed mainly from accident years 2013 through 2016 in the U.S. and 2011 through 2016 in the U.K.

Reinsurance & Monoline Excess - Reserves for the Reinsurance & Monoline Excess segment developed favorably by $7 million in 2017. This favorable development was primarily due to excess workers’ compensation business, and was spread across

many accident years, including years prior to 2008. The favorable excess workers’ compensation development resulted due to the same causes discussed above for workers’ compensation in the Insurance segment.

The favorable excess workers’ compensation development was largely offset by adverse development on U.K. assumed casualty reinsurance, as well as on U.S. facultative casualty excess of loss business. The adverse development on the U.K. casualty reinsurance was due to reserve strengthening associated with claims impacted by the change in the Ogden discount rate in the U.K. The Ogden rate is the discount rate used to calculate lump-sum bodily injury payouts in the U.K., and was reduced by the U.K. Ministry of Justice from +2.5% to -0.75%; the adverse development mostly related to U.K. motor bodily injury claims which we reinsured on an excess of loss basis in accident years 2012 through 2016. The adverse development on U.S. facultative casualty business was due to construction related risks in accident years 2008 and prior.

Environmental and Asbestos — To date, known environmental and asbestos claims have not had a material impact on the Company’s operations, because its subsidiaries generally did not insure large industrial companies that are subject to significant environmental or asbestos exposures prior to 1986 when an absolute exclusion was incorporated into standard policy language.

The Company’s net reserves for losses and loss expenses relating to asbestos and environmental claims on policies written before adoption of the absolute exclusion was $24 million at December 31, 2019 and $28 million at December 31, 2018. The estimation of these liabilities is subject to significantly greater than normal variation and uncertainty because it is difficult to make an actuarial estimate of these liabilities due to the absence of a generally accepted actuarial methodology for these exposures and the potential effect of significant unresolved legal matters, including coverage issues, as well as the cost of litigating the legal issues. Additionally, the determination of ultimate damages and the final allocation of such damages to financially responsible parties are highly uncertain.

Discounting — The Company discounts its liabilities for certain workers’ compensation reserves. The amount of workers’ compensation reserves that were discounted was $1,731 million and $1,793 million at December 31, 2019 and 2018, respectively. The aggregate net discount for those reserves, after reflecting the effects of ceded reinsurance, was $530 million and $563 million at December 31, 2019 and 2018, respectively. At December 31, 2019, discount rates by year ranged from 2.0% to 6.5%, with a weighted average discount rate of 3.7%.

Substantially all discounted workers’ compensation reserves (97% of total discounted reserves at December 31, 2019) are excess workers’ compensation reserves. In order to properly match loss expenses with income earned on investment securities supporting the liabilities, reserves for excess workers’ compensation business are discounted using risk-free discount rates determined by reference to the U.S. Treasury yield curve. These rates are determined annually based on the weighted average rate for the period. Once established, no adjustments are made to the discount rate for that period, and any increases or decreases in loss reserves in subsequent years are discounted at the same rate, without regard to when any such adjustments are recognized. The expected loss and loss expense payout patterns subject to discounting are derived from the Company’s loss payout experience.

The Company also discounts reserves for certain other long-duration workers’ compensation reserves (representing approximately 3% of total discounted reserves at December 31, 2019), including reserves for quota share reinsurance and reserves related to losses regarding occupational lung disease. These reserves are discounted at statutory rates prescribed or permitted by the Department of Insurance of the State of Delaware.

(14) Reinsurance

The Company reinsures a portion of its insurance exposures in order to reduce its net liability on individual risks and catastrophe losses. Reinsurance coverage and retentions vary depending on the line of business, location of the risk and nature of loss. The Company’s reinsurance purchases include the following: property reinsurance treaties that reduce exposure to large individual property losses and catastrophe events; casualty reinsurance treaties that reduce its exposure to large individual casualty losses, workers’ compensation catastrophe losses and casualty losses involving multiple claimants or insureds; and facultative reinsurance that reduces exposure on individual policies or risks for losses that exceed treaty reinsurance capacity. Depending on the operating unit, the Company purchases specific additional reinsurance to supplement the above programs.

The following is a summary of reinsurance financial information:

(In thousands)201920182017
Written premiums:
Direct$7,386,759$6,973,216$6,726,029
Assumed875,459729,278750,934
Ceded(1,398,719)(1,269,267)(1,216,455)
Total net written premiums$6,863,499$6,433,227$6,260,508
Earned premiums:
Direct$7,141,427$6,851,795$6,661,046
Assumed820,705755,759812,309
Ceded(1,328,844)(1,236,049)(1,161,936)
Total net earned premiums$6,633,288$6,371,505$6,311,419
Ceded losses and loss expenses incurred$836,831$829,742$601,769
Ceded commission earned$314,191$268,037$241,983

The Company reinsures a portion of its exposures principally to reduce its net liability on individual risks and to protect against catastrophic losses. Estimated amounts due from reinsurers are reported net of reserves for uncollectible reinsurance of $690,127, $946,965 and $1,010,000 as of December 31, 2019, 2018 and 2017, respectively.

The following table presents the amounts due from reinsurers as of December 31, 2019:

(In thousands)
Munich Re$243,021
Lloyd’s of London201,092
Swiss Re179,274
Alleghany Group169,185
Partner Re127,638
Hannover Re Group95,486
Axis Capital93,547
Berkshire Hathaway82,882
Renaissance Re79,954
Korean Re64,464
Everest Re55,431
Liberty Mutual49,346
Arch Capital Group27,116
Qatar Re22,477
Chubb Limited15,199
Other reinsurers less than $20,000308,404
Subtotal1,814,515
Residual market pools319,168
Total$2,133,683

(15) Indebtedness

Indebtedness consisted of the following as of December 31, 2019 (the difference between the face value and the carrying value is unamortized discount and debt issuance costs):

Carrying Value
(In thousands)Interest RateFace Value20192018
Senior notes due on:
August 15, 20196.15%$—$—$140,568
September 15, 20197.375%——299,816
September 15, 20205.375%300,000299,756299,420
January 1, 20228.7%76,50376,34376,273
March 15, 20224.625%350,000349,088348,670
February 15, 20376.25%250,000248,116248,006
August 1, 20444.75%350,000345,467345,283
Subsidiary debt (1) (2)Various108,804108,805123,992
Total senior notes and other debt$1,435,307$1,427,575$1,882,028
Subordinated debentures due on:
April 30, 20535.625%$350,000$341,356$341,097
March 1, 20565.9%110,000106,262106,159
June 1, 20565.75%290,000281,777281,551
March 30, 20585.70%185,000178,845178,684
December 30, 20595.1%300,000290,464—
Total subordinated debentures$1,235,000$1,198,704$907,491

(1) Subsidiary debt is due as follows: $6 million in 2020, $1 million in 2021, and $102 million in 2028.

(2) Includes non-recourse loan in the amount of $102 million secured by an office building. See Note 8, Real Estate, for more details.

(16) Income Taxes

Income tax expense (benefit) consists of:

(In thousands)Current ExpenseDeferred Expense (Benefit)Total
December 31, 2019
Domestic$124,231$27,616$151,847
Foreign9,0308,05817,088
Total expense$133,261$35,674$168,935
December 31, 2018
Domestic$188,712$(63,134)$125,578
Foreign13,96323,48737,450
Total expense (benefit)$202,675$(39,647)$163,028
December 31, 2017
Domestic$225,694$(27,601)$198,093
Foreign8,80312,53721,340
Total expense (benefit)$234,497$(15,064)$219,433

Income before income taxes from domestic operations was $739 million, $755 million and $797 million for the years ended December 31, 2019, 2018 and 2017, respectively. Income (loss) before income taxes from foreign operations was $114 million, $57 million and $(25) million for the years ended December 31, 2019, 2018 and 2017, respectively.

A reconciliation of the income tax expense and the amounts computed by applying the Federal and foreign income tax rate of 21% for 2019 and 2018 and 35% for 2017 to pre-tax income are as follows:

(In thousands)201920182017
Computed “expected” tax expense$179,113$170,540$270,470
Tax-exempt investment income(14,666)(18,833)(37,209)
Change in valuation allowance(1,945)18,57611,161
Impact of foreign tax rates7,7007,6833,508
State and local taxes4,8423,9011,644
Impact of change in U.S. tax rate—(10,950)(30,531)
Other, net(6,109)(7,889)390
Total expense$168,935$163,028$219,433

At December 31, 2019 and 2018, the tax effects of differences that give rise to significant portions of the deferred tax asset and deferred tax liability are as follows:

(In thousands)20192018
Deferred tax asset:
Loss reserve discounting$136,100$130,513
Unearned premiums120,246112,190
Net operating losses37,14737,463
Other-than-temporary impairments8,0499,910
Employee compensation plans60,55256,027
Other63,63358,809
Gross deferred tax asset425,727404,912
Less valuation allowance(33,250)(35,195)
Deferred tax asset392,477369,717
Deferred tax liability:
Amortization of intangibles12,83213,641
Loss reserve discounting - transition rule29,69741,088
Deferred policy acquisition costs103,94799,293
Unrealized investment gains93,33035,430
Property, furniture and equipment47,08239,239
Investment funds73,08351,712
Other50,21253,824
Deferred tax liability410,183334,227
Net deferred tax liability (asset)$17,706$(35,490)

The Company had a current tax receivable of $13.4 million and $0.7 million at December 31, 2019 and 2018, respectively. At December 31, 2019, the Company had foreign net operating loss carryforwards of $9.0 million that expire beginning in 2027, and an additional $169.0 million that have no expiration date. At December 31, 2019, the Company had a valuation allowance of $33.3 million, as compared to $35.2 million at December 31, 2018. The Company has provided a valuation allowance against the utilization of foreign tax credits and the future net operating loss carryforward benefits of certain foreign operations. The statute of limitations has closed for the Company’s U.S. Federal tax returns through December 31, 2013.

The realization of the deferred tax asset is dependent upon the Company’s ability to generate sufficient taxable income in future periods. Based on historical results and the prospects for future current operations, management anticipates that it is more likely than not that future taxable income will be sufficient for the realization of this asset.

The Tax Cuts and Jobs Act of 2017 (the "Tax Act") provided for a reduction of the U.S. corporate income tax rate from 35% to 21% effective January 1, 2018. The U.S. tax law requires insurance reserves to be discounted for tax purposes. The Tax Act modified this computation. At the end of 2018, the IRS issued revised discount factors to be applied to the 2017 reserves. During 2019, the IRS updated the revised discount factors. This modified the increase in the beginning of year 2018 deferred tax asset for loss reserve discounting to $40 million. Under the related transition rule, a deferred tax liability was established which will be included in taxable income over eight years beginning in 2018.

The Company has not provided U.S. deferred income taxes on the undistributed earnings of approximately $124 million of its non-U.S. subsidiaries since these earnings are intended to be permanently reinvested in the non-U.S. subsidiaries. In the future, if such earnings were distributed the Company projects that the incremental tax, if any, will be immaterial.

(17) Dividends from Subsidiaries and Statutory Financial Information

The Company’s insurance subsidiaries are restricted by law as to the amount of dividends they may pay without the approval of regulatory authorities. The Company’s lead insurer, Berkley Insurance Company ("BIC"), directly or indirectly owns all of the Company’s other insurance companies. During 2020, the maximum amount of dividends that can be paid by BIC without such approval is approximately $601 million.

BIC’s combined net income and statutory capital and surplus, as determined in accordance with statutory accounting practices ("SAP"), are as follows:

(In thousands)201920182017
Net income$601,564$1,099,953$698,862
Statutory capital and surplus$6,013,062$5,587,930$5,479,603

The significant variances between SAP and GAAP are that for statutory purposes bonds are carried at amortized cost, unrealized gains and losses on equity securities are recorded in surplus, acquisition costs are charged to income as incurred, deferred Federal income taxes are subject to limitations, excess and assumed workers’ compensation reserves are discounted at different discount rates and certain assets designated as “non-admitted assets” are charged against surplus. The Commissioner of Insurance of the State of Delaware has allowed BIC to recognize a non-tabular discount on certain workers' compensation loss reserves, which is a permitted practice that differs from SAP. The effect of using this permitted practice was an increase to BIC’s statutory capital and surplus by $268 million at December 31, 2019*.*

The National Association of Insurance Commissioners (“NAIC”) has risk-based capital (“RBC”) requirements that require insurance companies to calculate and report information under a risk-based formula which measures statutory capital and surplus needs based on a regulatory definition of risk in a company’s mix of products and its balance sheet. This guidance is used to calculate two capital measurements: Total Adjusted Capital and RBC Authorized Control Level. Total Adjusted Capital is equal to the Company’s statutory capital and surplus excluding capital and surplus derived from the use of permitted practices that differ from statutory accounting practices. RBC Authorized Control Level is the capital level used by regulatory authorities to determine whether remedial action is required. Generally, no remedial action is required if Total Adjusted Capital is 200% or more of the RBC Authorized Control Level. At December 31, 2019, BIC’s Total Adjusted Capital of $5.746 billion was 396% of its RBC Authorized Control Level.

See Note 3, Investments in Fixed Maturity Securities, for a description of assets held on deposit as security.

(18) Common Stockholders’ Equity

The weighted average number of shares used in the computation of net income per share was as follows:

(In thousands)201920182017
Basic190,722190,048187,265
Diluted193,521192,395193,527

Treasury shares have been excluded from average outstanding shares from the date of acquisition. The weighted average number of basic shares outstanding includes the impact of 7,575,168 common shares held in a grantor trust. The common shares held in the grantor trust are for delivery upon settlement of vested but mandatorily deferred restricted stock units ("RSUs"). Shares held by the grantor trust do not affect diluted shares outstanding since shares deliverable under vested RSUs were already included in diluted shares outstanding. The difference in calculating basic and diluted net income per share is attributable entirely to the dilutive effect of stock-based compensation plans. Changes in shares of common stock outstanding, net of treasury shares, are presented below. Shares of common stock issued and outstanding do not include shares related to unissued restricted stock units (including shares held in the grantor trust).

201920182017
Balance, beginning of year182,993,640182,272,278181,790,399
Shares issued687,3391,257,7621,578,384
Shares repurchased(269,072)(536,400)(1,096,505)
Balance, end of year183,411,907182,993,640182,272,278

The amount of dividends paid is dependent upon factors such as the receipt of dividends from our subsidiaries, our results of operations, cash flow, financial condition and business needs, the capital and surplus requirements of our subsidiaries, and applicable insurance regulations that limit the amount of dividends that may be paid by our regulated insurance subsidiaries.

(19) Fair Value of Financial Instruments

The following table presents the carrying amounts and estimated fair values of the Company’s financial instruments as of December 31, 2019 and 2018:

20192018
(In thousands)Carrying ValueFair ValueCarrying ValueFair Value
Assets:
Fixed maturity securities$14,180,961$14,194,955$13,606,812$13,619,620
Equity securities480,620480,620279,006279,006
Arbitrage trading account400,809400,809452,548452,548
Loans receivable91,79994,61394,81397,073
Cash and cash equivalents1,023,7101,023,710817,602817,602
Trading accounts receivable from brokers and clearing organizations423,543423,543347,228347,228
Liabilities:
Due to broker27,11627,11620,14420,144
Trading account securities sold but not yet purchased36,14336,14338,12038,120
Senior notes and other debt1,427,5751,582,2901,882,0281,968,996
Subordinated debentures1,198,7041,274,088907,491840,002

The estimated fair values of the Company’s fixed maturity securities, equity securities available for sale and arbitrage trading account securities are based on various valuation techniques that rely on fair value measurements as described in Note 12 above. The fair value of loans receivable is estimated by using current institutional purchaser yield requirements for loans with similar credit characteristics, which is considered a Level 2 input. The fair value of the senior notes and other debt and the subordinated debentures is based on spreads for similar securities, which is considered a Level 2 input.

(20) Commitments, Litigation and Contingent Liabilities

In the ordinary course of business, the Company is subject to disputes, litigation and arbitration arising from its insurance and reinsurance businesses. These matters are generally related to insurance and reinsurance claims and are considered in the establishment of loss and loss expense reserves. In addition, the Company may also become involved in legal actions which seek extra-contractual damages, punitive damages or penalties, including claims alleging bad faith in handling of insurance claims. The Company expects its ultimate liability with respect to such matters will not be material to its financial condition. However, adverse outcomes on such matters are possible, from time to time, and could be material to the Company’s results of operations in any particular financial reporting period.

At December 31, 2019, the Company had commitments to invest up to $232 million and $114 million in certain investment funds and real estate construction projects, respectively.

(21) Leases

As described in Note 1, the Company prospectively adopted ASU 2016-02, Leases, effective January 1, 2019, which requires lessees to recognize a right-of-use asset and a lease liability for leases with terms of more than 12 months on the balance sheet. All leases disclosed within this note are classified as operating leases. Recognized right-of-use asset and lease liability are reported within other assets and other liabilities, respectively, in the consolidated balance sheet. Lease expense is reported in other operating costs and expenses in the consolidated statement of income and accounted for on a straight-line basis over the lease term.

To determine the discount rate used to calculate present value of future minimum lease payments, the Company uses its incremental borrowing rate during the lease commencement period in line with the respective lease duration. In certain cases, the Company has the option to renew the lease. Lease renewal future payments are included in the present value of the future minimum lease payments when the Company determines it is reasonably certain to renew.

The main leases entered into by the Company are for office space used by the Company’s operating units across the world. Additionally, the Company, to a lesser extent, has equipment leases mainly for office equipment. Further information relating to operating lease expense and other operating lease information is as follows:

Twelve Months Ended December 31, 2019
(In thousands)
Leases:
Lease cost$44,107
Cash paid for amounts included in the measurement of lease liabilities reported in operating cash flows$40,083
Right-of-use assets obtained in exchange for new lease liabilities$32,881
($ in thousands)December 31, 2019
Right-of-use assets$193,311
Lease liabilities$230,338
Weighted-average remaining lease term7.11 years
Weighted-average discount rate5.97%

Contractual maturities of the Company’s future minimum lease payments are as follows:

(In thousands)December 31, 2019
Contractual Maturities:
2020$49,293
202147,107
202241,652
202337,510
202431,152
Thereafter78,820
Total undiscounted future minimum lease payments285,534
Less: Discount impact(55,196)
Total lease liability$230,338

(22) Stock Incentive Plan

Pursuant to the Company's stock incentive plan, the Company may issue restricted stock units ("RSUs") to employees of the Company and its subsidiaries. The RSUs generally vest three to five years from the award date and are subject to other vesting and forfeiture provisions contained in the award agreement. The following table summarizes RSU information for the three years ended December 31, 2019:

201920182017
RSUs granted and unvested at beginning of period:5,062,6615,216,9727,293,147
Granted840,7961,140,0481,283,976
Vested(1,447,522)(900,254)(2,990,261)
Canceled(331,675)(394,105)(369,890)
RSUs granted and unvested at end of period:4,124,2605,062,6615,216,972

Upon vesting, shares of the Company’s common stock equal to the number of vested RSUs are issued or deferred to a later date, depending on the terms of the specific award agreement. As of December 31, 2019, 7,532,977 RSUs had been deferred. RSUs that have not yet vested and vested RSUs that have been deferred are not considered to be issued and outstanding shares.

The fair value of RSUs at the date of grant are recorded as unearned compensation, a component of stockholders’ equity, and expensed over the vesting period. Following is a summary of changes in unearned compensation for the three years ended December 31, 2019:

(In thousands)201920182017
Unearned compensation at beginning of year$129,669$122,910$115,965
RSUs granted, net of cancellations53,58352,20452,897
RSUs expensed(47,329)(34,408)(38,796)
RSUs forfeitures(7,533)(11,037)(7,156)
Unearned compensation at end of year$128,390$129,669$122,910

(23) Compensation Plans

The Company and its subsidiaries have profit sharing plans in which substantially all employees participate. The plans provide for minimum annual contributions of 5% of eligible compensation; contributions above the minimum are discretionary and vary with each participating operating unit's profitability. Employees become eligible to participate in the plan on the first day of the calendar quarter following the first full calendar quarter after the employee's date of hire provided the employee has completed 250 hours of service during the calendar quarter. The plans provide that 40% of the contributions vest immediately and that the remaining 60% vest at varying percentages based upon years of service. Profit sharing expense was $47 million, $42 million and $42 million in 2019, 2018 and 2017, respectively.

The Company has a long-term incentive compensation plan ("LTIP") that provides for compensation to key executives based on the growth in the Company's book value per share over a five year period.

The following table summarizes the outstanding LTIP awards as of December 31, 2019:

Units OutstandingMaximum ValueInception to date earned through December 31, 2019 on outstanding units
2015 grant179,250$17,925,000$17,925,000
2016 grant199,50019,950,00015,243,000
2017 grant210,00021,000,00010,938,900
2018 grant215,25021,525,0007,501,463
2019 grant228,75022,875,0003,068,338

The following table summarizes the LTIP expense for each of the three years ended December 31, 2019:

(In thousands)201920182017
2013 grant$—$(1,124)$7,667
2014 grant(558)3,2273,167
2015 grant3,3195,1703,667
2016 grant3,5485,1483,601
2017 grant3,4324,7003,162
2018 grant3,3104,317—
2019 grant3,068——
Total$16,119$21,438$21,264

(24) Supplemental Financial Statement Data

Other operating costs and expenses consist of the following:

(In thousands)201920182017
Amortization of deferred policy acquisition costs$1,001,611$915,246$1,111,489
Insurance operating expenses1,088,6901,183,635989,535
Insurance service expenses101,317118,357129,776
Net foreign currency (gains) losses(30,715)(27,067)15,267
Other costs and expenses201,179193,050190,865
Total$2,362,082$2,383,221$2,436,932

(25) Industry Segments

The Company’s reportable segments include the following two business segments, plus a corporate segment:

•Insurance - predominantly commercial insurance business, including excess and surplus lines, admitted lines and specialty personal lines throughout the United States, as well as insurance business in the United Kingdom, Continental Europe, South America, Canada, Mexico, Scandinavia, Asia and Australia.
•Reinsurance & Monoline Excess - reinsurance business on a facultative and treaty basis, primarily in the United States, United Kingdom, Continental Europe, Australia, the Asia-Pacific region and South Africa, as well as operations that solely retain risk on an excess basis.

The accounting policies of the segments are the same as those described in the summary of significant accounting policies. Income tax expense and benefits are calculated based upon the Company’s overall effective tax rate.

Summary financial information about the Company’s reporting segments is presented in the following table. Income before income taxes by segment includes allocated investment income. Identifiable assets by segment are those assets used in or allocated to the operation of each segment.

Revenues
(In thousands)Earned Premiums (1)Investment IncomeOtherTotal (2)Pre-Tax Income (Loss)Net Income (Loss) to Common Stockholders
Year ended December 31, 2019
Insurance$5,919,819$429,405$47,850$6,397,074$814,862$650,510
Reinsurance & Monoline Excess713,469164,082—877,551189,188152,046
Corporate, other and eliminations (3)—52,127454,741506,868(271,833)(215,967)
Net investment gains——120,703120,703120,70395,355
Consolidated$6,633,288$645,614$623,294$7,902,196$852,920$681,944
Year ended December 31, 2018
Insurance$5,702,073$433,490$72,727$6,208,290$717,154$571,381
Reinsurance & Monoline Excess669,432179,534—848,966201,001160,791
Corporate, other and eliminations (3)—61,211418,696479,907(260,549)(213,469)
Net investment gains——154,488154,488154,488122,046
Consolidated$6,371,505$674,235$645,911$7,691,651$812,094$640,749
Year ended December 31, 2017
Insurance$5,549,403$366,862$86,865$6,003,130$623,746$437,953
Reinsurance & Monoline Excess762,016160,462—922,478117,13190,358
Corporate, other and eliminations (3)—48,464374,834423,298(303,965)(197,525)
Net investment gains——335,858335,858335,858218,308
Consolidated$6,311,419$575,788$797,557$7,684,764$772,770$549,094
Identifiable Assets
(In thousands)December 31,
20192018
Insurance$20,003,202$18,214,293
Reinsurance & Monoline Excess4,709,7244,371,151
Corporate, other and eliminations (3)1,930,5022,310,533
Consolidated$26,643,428$24,895,977

(1) Certain amounts included in earned premiums of each segment are related to inter-segment transactions.

(2) Revenues for Insurance includes $725.4 million, $714.2 million, and $688.2 million in 2019, 2018, and 2017, respectively, from foreign countries. Revenues for Reinsurance & Monoline Excess includes $249.6 million, $228.1 million, and $201.3 million in 2019, 2018 and 2017, respectively, from foreign countries.

(3) Corporate, other and eliminations represent corporate revenues and expenses and other items that are not allocated to business segments.

Net premiums earned by major line of business are as follows:

(In thousands)201920182017
Insurance
Other liability$2,063,401$1,912,071$1,843,826
Workers' compensation1,301,9801,327,2061,324,801
Short-tail lines1,223,9021,184,4471,184,465
Commercial automobile750,051722,236650,441
Professional liability580,485556,113545,870
Total Insurance5,919,8195,702,0735,549,403
Reinsurance & Monoline Excess
Casualty405,063362,886377,650
Monoline Excess160,071162,908157,039
Property148,335143,638227,327
Total Reinsurance & Monoline Excess713,469669,432762,016
Total$6,633,288$6,371,505$6,311,419

(26) Quarterly Financial Information (Unaudited)

The following is a summary of quarterly financial data:

(In thousands, except per share data)2019
Three months endedMarch 31June 30September 30December 31
Revenues$1,937,022$2,023,384$1,965,716$1,976,074
Net income180,722216,709165,208119,306
Net income per share (1)
Basic (2)0.951.140.870.62
Diluted0.941.120.850.62
2018
Three months endedMarch 31June 30September 30December 31
Revenues$1,891,247$1,910,916$1,937,902$1,951,586
Net income166,397180,075161,920132,357
Net income per share (1)
Basic (2)0.880.950.850.69
Diluted0.870.930.840.69

(1) Net income per share (“EPS”) in each quarter is computed using the weighted-average number of shares outstanding during that quarter, while EPS for the full year is computed using the weighted-average number of shares outstanding during the year. Thus, the sum of the four quarters EPS does not necessarily equal the full-year EPS.

(2) Basic shares outstanding includes shares held in a grantor trust.

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