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Item 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

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Item 7. MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS

Overview

W. R. Berkley Corporation is an insurance holding company that is among the largest commercial lines writers in the United States and operates worldwide in two business segments of the property and casualty business: Insurance and Reinsurance. Our decentralized structure provides us with the flexibility to respond quickly and efficiently to local or specific market conditions and to pursue specialty business niches. It also allows us to be closer to our customers in order to better understand their individual needs and risk characteristics. While providing our business units with certain operating autonomy, our structure allows us to capitalize on the benefits of economies of scale through centralized capital, investment, reinsurance and enterprise risk management, and actuarial, financial and corporate legal staff support. The Company's primary sources of revenues and earnings are its insurance operations and its investments.

An important part of our strategy is to form new operating units to capitalize on various business opportunities. Over the years, the Company has formed numerous new operating units that are focused on important parts of the economy in the U.S., including healthcare, cyber security, energy and agriculture, and on growing international markets, including the Asia-Pacific region, South America and Mexico.

The profitability of the Company’s insurance business is affected primarily by the adequacy of premium rates. The ultimate adequacy of premium rates is not known with certainty at the time an insurance policy is issued because premiums are determined before claims are reported. The ultimate adequacy of premium rates is affected mainly by the severity and frequency of claims, which are influenced by many factors, including natural and other disasters, regulatory measures and court decisions that define and change the extent of coverage and the effects of economic inflation on the amount of compensation for injuries or losses. General insurance prices are also influenced by available insurance capacity, i.e., the level of capital employed in the industry, and the industry’s willingness to deploy that capital.

The Company’s profitability is also affected by its investment income and investment gains. The Company’s invested assets are invested principally in fixed maturity securities. The return on fixed maturity securities is affected primarily by general interest rates, as well as the credit quality and duration of the securities. Returns available on fixed maturity investments have been at low levels for an extended period, although recently interest rates have increased.

The Company also invests in equity securities, merger arbitrage securities, investment funds (including energy related funds), private equity, loans and real estate related assets. The Company's investments in investment funds and its other alternative investments have experienced, and the Company expects to continue to experience, greater fluctuations in investment income.

Through the second quarter of 2018, the Company used the Argentine peso (“ARS”) as its functional currency for its business in Argentina and translated the financial statements of its Argentine operations into U.S. dollars ("USD"). Exchange rate movements through the second quarter of 2018 between the ARS and USD had been recorded as a currency translation gain or loss, which is a component of AOCI. Based on recent ARS inflation rate movements, the Company concluded that, effective July 1, 2018, the Argentine economy is considered highly inflationary under GAAP. This conclusion required the Company to change the functional currency of its Argentine operations to USD commencing July 1, 2018, and accordingly, the Company recognized foreign exchange gains and losses in earnings for any transactions in the Argentine operations that are not USD denominated.

Effective January 1, 2018, the Company adopted new accounting standards including ASU 2014-09, Revenue from Customers, ASU 2016-01, Financial Instruments and ASU 2018-02, Reporting Comprehensive Income. Refer to Note 1 in the financial statements for further information on the accounting guidance and impact of its adoption on the Company's results and financial position.

On February 21, 2019, the Company announced that its Board of Directors approved a 3-for-2 common stock split to be paid in the form of a stock dividend to holders of record on March 14, 2019. The additional shares are expected to be issued on April 2, 2019.

Critical Accounting Estimates

The following presents a discussion of accounting policies and estimates relating to reserves for losses and loss expenses, assumed premiums and other-than-temporary impairments of investments. Management believes these policies and estimates are the most critical to its operations and require the most difficult, subjective and complex judgments.

Reserves for Losses and Loss Expenses. To recognize liabilities for unpaid losses, either known or unknown, insurers establish reserves, which is a balance sheet account representing estimates of future amounts needed to pay claims and related expenses with respect to insured events which have occurred. Estimates and assumptions relating to reserves for losses and loss expenses are based on complex and subjective judgments, often including the interplay of specific uncertainties with related accounting and actuarial measurements. Such estimates are also susceptible to change as significant periods of time may elapse between the occurrence of an insured loss, the report of the loss to the insurer, the ultimate determination of the cost of the loss and the insurer’s payment of that loss.

In general, when a claim is reported, claims personnel establish a “case reserve” for the estimated amount of the ultimate payment based upon known information about the claim at that time. The estimate represents an informed judgment based on general reserving practices and reflects the experience and knowledge of the claims personnel regarding the nature and value of the specific type of claim. Reserves are also established on an aggregate basis to provide for losses incurred but not reported (“IBNR”) to the insurer, potential inadequacy of case reserves and the estimated expenses of settling claims, including legal and other fees and general expenses of administrating the claims adjustment process. Reserves are established based upon the then current legal interpretation of coverage provided.

In examining reserve adequacy, several factors are considered in estimating the ultimate economic value of losses. These factors include, among other things, historical data, legal developments, changes in social attitudes and economic conditions, including the effects of inflation. The actuarial process relies on the basic assumption that past experience, adjusted judgmentally for the effects of current developments and anticipated trends, is an appropriate basis for predicting future outcomes. Reserve amounts are based on management’s informed estimates and judgments using currently available data. As additional experience and other data become available and are reviewed, these estimates and judgments may be revised. This may result in reserve increases or decreases that would be reflected in our results in periods in which such estimates and assumptions are changed.

Reserves do not represent a certain calculation of liability. Rather, reserves represent an estimate of what management expects the ultimate settlement and claim administration will cost. While the methods for establishing reserves are well tested over time, the major assumptions about anticipated loss emergence patterns are subject to uncertainty. These estimates, which generally involve actuarial projections, are based on management’s assessment of facts and circumstances then known, as well as estimates of trends in claims severity and frequency, judicial theories of liability and other factors, including the actions of third parties which are beyond the Company’s control. These variables are affected by external and internal events, such as inflation and economic volatility, judicial and litigation trends, reinsurance coverage, legislative changes and claim handling and reserving practices, which make it more difficult to accurately predict claim costs. The inherent uncertainties of estimating reserves are greater for certain types of liabilities where long periods of time elapse before a definitive determination of liability is made. Because setting reserves is inherently uncertain, the Company cannot provide assurance that its current reserves will prove adequate in light of subsequent events.

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 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. For example, the paid loss and incurred loss development methods rely on historical paid and incurred loss data. For new lines of business, where there is insufficient history of paid and incurred claims data, or in circumstances where there have been significant changes in claim practices, the paid and incurred loss development methods would be less credible than other actuarial methods. 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” and 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 the mix of business, changes in distribution sources and changes in policy terms and conditions. Examples of changes in terms and conditions that can have a significant impact on reserve levels are the use of aggregate policy limits, the expansion of coverage exclusions, whether or not defense costs are within policy limits, and changes in deductibles and attachment points.

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. Management believes the estimates and assumptions it makes in the reserving process provide the best estimate of the ultimate cost of settling claims and related expenses with respect to insured events which have occurred; however, different assumptions and variables could lead to significantly different reserve estimates.

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. If the actual level of loss frequency and severity are higher or lower than expected, the ultimate losses will be different than management’s estimate. The following table reflects the impact of changes (which could be favorable or unfavorable) in frequency and severity, relative to our assumptions, on our loss estimate for claims occurring in 2018:

(In thousands)Frequency (+/-)
Severity (+/-)1%5%10%
1%$78,922$237,553$435,840
5%237,553402,465608,606
10%435,840608,606824,563

Our net reserves for losses and loss expenses of approximately $10.2 billion as of December 31, 2018 relate to multiple accident years. Therefore, the impact of changes in frequency or severity for more than one accident year could be higher or lower than the amounts reflected above. The impact of such changes would likely be manifested gradually over the course of many years, as the magnitude of the changes became evident.

Approximately $1.6 billion, or 15%, of the Company’s net loss reserves as of December 31, 2018 relate to the Reinsurance segment. There is a higher degree of uncertainty and greater variability regarding estimates of assumed loss reserves because those estimates are based, in part, upon information received from ceding companies. If information received from ceding companies is not timely or correct, the Company’s estimate of ultimate losses may not be accurate. Furthermore, due to delayed reporting of claim information by ceding companies, the claim settlement tail for assumed reinsurance is extended. Management considers the impact of delayed reporting in its selection of assumed loss development factors.

Information received from ceding companies is used to set initial expected loss ratios, to establish case reserves and to estimate reserves for incurred but not reported losses on assumed reinsurance business. This information, which is generally provided through reinsurance intermediaries, is gathered through the underwriting process and from periodic claim reports and other correspondence with ceding companies. The Company performs underwriting and claim audits of selected ceding companies to determine the accuracy and completeness of information provided to the Company. The information received from the ceding companies is supplemented by the Company’s own loss development experience with similar lines of business as well as industry loss trends and loss development benchmarks.

Following is a summary of the Company’s reserves for losses and loss expenses by business segment as of December 31, 2018 and 2017:

(In thousands)20182017
Insurance$8,675,042$8,341,622
Reinsurance1,573,8411,715,292
Net reserves for losses and loss expenses10,248,88310,056,914
Ceded reserves for losses and loss expenses1,717,5651,613,494
Gross reserves for losses and loss expenses$11,966,448$11,670,408

Following is a summary of the Company’s net reserves for losses and loss expenses by major line of business as of December 31, 2018 and 2017:

(In thousands)Reported Case ReservesIncurred But Not ReportedTotal
December 31, 2018
Other liability$1,307,068$2,359,978$3,667,046
Workers’ compensation (1)1,570,2001,262,6272,832,827
Professional liability306,018659,595965,613
Commercial automobile365,253290,218655,471
Short-tail lines (2)294,122259,963554,085
Total Insurance3,842,6614,832,3818,675,042
Reinsurance (1)872,068701,7731,573,841
Total$4,714,729$5,534,154$10,248,883
December 31, 2017
Other liability$1,261,957$2,189,596$3,451,553
Workers’ compensation (1)1,543,3791,242,5012,785,880
Professional liability295,269618,107913,376
Commercial automobile364,900269,942634,842
Short-tail lines (2)297,777258,194555,971
Total Insurance3,763,2824,578,3408,341,622
Reinsurance (1)919,497795,7951,715,292
Total$4,682,779$5,374,135$10,056,914

(1)Reserves for excess and assumed workers’ compensation business are net of an aggregate net discount of $563 million and $591 million as of December 31, 2018 and 2017, respectively.
(2)Short-tail lines include commercial multi-peril (non-liability), inland marine, accident and health, fidelity and surety, boiler and machinery and other lines.

The Company evaluates reserves for losses and loss expenses on a quarterly basis. Changes in estimates of prior year losses are reported when such changes are made. The changes in prior year loss reserve estimates are generally the result of ongoing analysis of recent loss development trends. Original estimates are increased or decreased as additional information becomes known regarding individual claims and aggregate claim trends.

Certain of the Company's insurance and reinsurance contracts are retrospectively rated, whereby the Company collects more or less premiums based on the level of loss activity. For those contracts, changes in loss and loss expenses for prior years may be fully or partially offset by additional or return premiums.

Net prior year development (i.e, the sum of prior year reserve changes and prior year earned premiums changes) for each of the last three years ended December 31, are as follows:

(In thousands)201820172016
(Increase) decrease in prior year loss reserves$(6,831)$5,165$29,904
Increase in prior year earned premiums45,63832,16229,000
Net favorable prior year development$38,807$37,327$58,904

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

Insurance - Reserves for the Insurance segment developed favorably by $43 million in 2018. The favorable development was primarily attributable to workers' compensation business, partially offset by unfavorable development for professional liability business.

For workers' compensation, the favorable development was spread across many accident years, including prior to 2009, 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 better than 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 - Reserves for the Reinsurance segment developed unfavorably by $4 million in 2018. The unfavorable development was primarily due to U.S. casualty facultative business from accident years 2009 and prior related to construction projects, and was largely offset by favorable development on assumed excess of loss workers' compensation business.

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

Insurance - Reserves for the Insurance segment developed favorably by $68 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 related to both primary and excess business and was spread across many accident years, including those prior to 2008, but was most significant in accident years 2014 through 2016. The favorable workers' compensation development reflects a continuation during 2017 of the generally 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 better than 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 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 - Reserves for the Reinsurance segment developed unfavorably by $31 million in 2017. This adverse development was due to reserve strengthening associated with claims impacted by the change in the Ogden discount rate in the U.K., as well as adverse development on the U.S. facultative casualty excess of loss business. 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% in 2017; 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.

Favorable prior year development (net of additional and return premiums) was $59 million in 2016**.**

Insurance - Reserves for the Insurance segment developed favorably by $53 million in 2016. The favorable development was primarily related to workers' compensation business, and was partially offset by unfavorable development for medical professional liability business.

For workers' compensation, the favorable development was related to both primary and excess business and to many accident years, including those prior to 2007. During 2016, reported workers' compensation losses continued to be better than our expectations at most of our operating units. Loss frequency and severity trends continued to be better than the assumptions underlying our previous reserve estimates. Loss severity trends also benefited from our continued investment in medical case management services and from our preferred provider networks. The long term trend of declining workers' compensation frequency can be attributed to improved workplace safety.

For medical professional liability business, unfavorable development was primarily related to a class of business that has been discontinued. The adverse development for that business stemmed mainly from accident years 2010 through 2015.

Reinsurance - Reserves for the Reinsurance segment developed favorably by $6 million in 2016. The favorable development was primarily related to direct facultative reinsurance business and to accident years 2008 through 2014.

Reserve Discount. The Company discounts its liabilities for certain workers’ compensation reserves. The amount of workers’ compensation reserves that were discounted was $1,793 million and $1,855 million at December 31, 2018 and December 31, 2017, respectively. The aggregate net discount for those reserves, after reflecting the effects of ceded reinsurance, was $563 million and $591 million at December 31, 2018 and 2017, respectively. At December 31, 2018, discount rates by year ranged from 2.0% to 6.5%, with a weighted average discount rate of 3.8%.

Substantially all discounted workers’ compensation reserves (97% of total discounted reserves at December 31, 2018) 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, 2018), 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.

Assumed Reinsurance Premiums. The Company estimates the amount of assumed reinsurance premiums that it will receive under treaty reinsurance agreements at the inception of the contracts. These premium estimates are revised as the actual amount of assumed premiums is reported to the Company by the ceding companies. As estimates of assumed premiums are made or revised, the related amount of earned premiums, commissions and incurred losses associated with those premiums are recorded. Estimated assumed premiums receivable were approximately $41 million and $56 million at December 31, 2018 and 2017, respectively. The assumed premium estimates are based upon terms set forth in reinsurance agreements, information received from ceding companies during the underwriting and negotiation of agreements, reports received from ceding companies and discussions and correspondence with reinsurance intermediaries. The Company also considers its own view of market conditions, economic trends and experience with similar lines of business. These premium estimates represent management’s best estimate of the ultimate amount of premiums to be received under its assumed reinsurance agreements.

Other-Than-Temporary Impairments (OTTI) of Investments. The cost of securities is adjusted where appropriate to include a provision for 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 the fair value to recover prior to the time of sale or maturity.

The Company classifies its fixed maturity securities by credit rating, primarily based on ratings assigned by credit rating agencies. For purposes of classifying securities with different ratings, the Company uses the average of the credit ratings assigned, unless in limited situations the Company's own analysis indicates an internal rating is more appropriate. Securities that are not rated by a rating agency are evaluated and classified by the Company on a case-by-case basis.

Fixed Maturity Securities – For securities that we intend to sell or, more likely than not, would be required to sell, a decline in value below amortized cost is considered to be OTTI. The amount of OTTI is equal to the difference between amortized cost and fair value at the balance sheet date. For securities that we do not intend to sell or expect to be required to sell, a decline in value below amortized cost is considered to be an OTTI if we do 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.

The following table provides a summary of fixed maturity securities in an unrealized loss position as of December 31, 2018:

($ in thousands)Number of SecuritiesAggregate Fair ValueUnrealized Loss
Unrealized loss less than 20% of amortized cost1,068$7,823,120$201,258
Unrealized loss of 20% or greater of amortized cost:
Less than twelve months614,5536,435
Twelve months and longer423,8377,870
Total1,078$7,861,510$215,563

A summary of the Company’s non-investment grade fixed maturity securities that were in an unrealized loss position at December 31, 2018 is presented in the table below.

($ in thousands)Number of SecuritiesAggregate Fair ValueUnrealized Loss
Foreign government13$140,854$21,411
Corporate13120,07813,111
Asset-backed securities514,6622,593
Mortgage-backed securities58,74169
Total36$284,335$37,184

The Company has evaluated its fixed maturity securities in an unrealized loss position and believes the unrealized loss is due primarily to temporary market and sector-related factors rather than to issuer-specific factors. None of these securities are delinquent or in default under 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. For the year ended December 31, 2018, OTTI for fixed maturity securities recognized in earnings were $5.7 million. For the year ended December 31, 2017, there were no OTTI for fixed maturity securities.

Loans Receivable – The Company monitors the performance of its loans receivable, including current market conditions for each loan and the ability to collect principal and interest. For loans where the Company determines it is probable that the contractual terms will not be met, an analysis is performed and a valuation reserve is established, if necessary, with a charge to earnings. Loans receivable are reported net of a valuation reserve of $3 million for both December 31, 2018 and 2017.

The Company monitors the performance of its loans receivable and assesses the ability of each 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.

Fair Value Measurements. The Company’s fixed maturity available for sale securities, equity securities, 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. Level 1 inputs are quoted prices (unadjusted) in active markets for identical assets or liabilities that the reporting entity has the ability to access at the measurement date. Level 2 inputs are inputs other than quoted prices included within Level 1 that are observable for similar assets in active markets. Level 3 inputs are unobservable inputs for the asset or liability. Unobservable inputs may only be used to measure fair value to the extent that observable inputs are not available. The fair value of the vast majority of the Company’s portfolio is based on observable data (other than quoted prices) and, accordingly, is classified as Level 2.

In classifying particular financial securities in the fair value hierarchy, the Company uses its judgment to determine whether the market for a security is active and whether significant pricing inputs are observable. The Company determines the

existence of an active market by assessing whether transactions occur with sufficient frequency and volume to provide reliable pricing information. The Company determines whether inputs are observable based on the use of such information by pricing services and external investment managers, the uninterrupted availability of such inputs, the need to make significant adjustments to such inputs and the volatility of such inputs over time. If the market for a security is determined to be inactive or if significant inputs used to price a security are determined to be unobservable, the security is categorized in Level 3 of the fair value hierarchy.

Because many fixed maturity securities do not trade on a daily basis, the Company utilizes pricing models and processes which may include benchmark curves, benchmarking of like securities, sector groupings and matrix pricing. Market inputs used to evaluate securities include benchmark yields, reported trades, broker/dealer quotes, issuer spreads, two-sided markets, benchmark securities, bids, offers and reference data. Quoted prices are often unavailable for recently issued securities that are infrequently traded or securities that are only traded in private transactions. For publicly traded securities for which quoted prices are unavailable, the Company determines fair value based on independent broker quotations and other observable market data. 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 data, projections and business developments of the issuer and other relevant information.

The following is a summary of pricing sources for the Company's fixed maturity securities available for sale as of December 31, 2018:

(In thousands)Carrying ValuePercent of Total
Pricing source:
Independent pricing services$13,351,63798.7%
Syndicate manager34,3040.3
Directly by the Company based on:
Observable data142,1371.0
Cash flow model99—
Total$13,528,177100.0%

Independent pricing services - Substantially all of the Company’s fixed maturity securities available for sale were priced by independent pricing services (generally one U.S. pricing service plus additional pricing services with respect to a limited number of foreign securities held by the Company). The prices provided by the independent pricing services are generally based on observable market data in active markets (e.g., broker quotes and prices observed for comparable securities). 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 based upon current trading levels for similar securities. If the prices appear unusual to the Company, they are re-examined and the value is either confirmed or revised. In addition, the Company periodically performs independent price tests of a sample of securities to ensure proper valuation and to verify our understanding of how securities are priced. As of December 31, 2018, the Company did not make any adjustments to the prices provided by the pricing services. Based upon the Company’s review of the methodologies used by the independent pricing services, these securities were classified as Level 2.

Syndicate manager – The Company has a 15% participation in a Lloyd’s syndicate, and the Company’s share of the securities owned by the syndicate is priced by the syndicate’s manager. The majority of the securities are liquid, short duration fixed maturity securities. The Company reviews the syndicate manager’s pricing methodology and audited financial statements and holds discussions with the syndicate manager as necessary to confirm its understanding and agreement with security prices. Based upon the Company’s review of the methodologies used by the syndicate manager, these securities were classified as Level 2.

Observable data – If independent pricing is not available, the Company prices the securities directly. Prices are based on observable market data where available, including current trading levels for similar securities and non-binding quotations from brokers. The Company generally requests two or more quotes. If more than one quote is received, the Company 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 obtained from brokers. Since these securities were priced based on observable data, they were classified as Level 2.

Cash flow model – If the above methodologies are not available, the Company prices securities using a discounted cash flow model based upon assumptions as to prevailing credit spreads, interest rates and interest rate volatility, time to maturity and subordination levels. Discount rates are adjusted to reflect illiquidity where appropriate. These securities were classified as Level 3.

Results of Operations for the Years Ended December 31, 2018 and 2017

Business Segment Results

Following is a summary of gross and net premiums written, net premiums earned, loss ratios (losses and loss expenses incurred expressed as a percentage of net premiums earned), expense ratios (underwriting expenses expressed as a percentage of net premiums earned) and GAAP combined ratios (sum of loss ratio and expense ratio) for each of our business segments for the years ended December 31, 2018 and 2017. The GAAP combined ratio represents a measure of underwriting profitability, excluding investment income. A GAAP combined ratio in excess of 100 indicates an underwriting loss; a number below 100 indicates an underwriting profit.

(In thousands)20182017
Insurance
Gross premiums written$7,157,370$6,869,831
Net premiums written5,952,8615,715,871
Net premiums earned5,864,9815,706,443
Loss ratio61.8%61.6%
Expense ratio32.532.9
GAAP combined ratio94.394.5
Reinsurance
Gross premiums written$545,124$607,132
Net premiums written480,366544,637
Net premiums earned506,524604,976
Loss ratio68.7%80.2%
Expense ratio37.737.4
GAAP combined ratio106.4117.6
Consolidated
Gross premiums written$7,702,494$7,476,963
Net premiums written6,433,2276,260,508
Net premiums earned6,371,5056,311,419
Loss ratio62.4%63.4%
Expense ratio32.933.3
GAAP combined ratio95.396.7

Net Income to Common Stockholders. The following table presents the Company’s net income to common stockholders and net income per diluted share for the years ended December 31, 2018 and 2017.

(In thousands, except per share data)20182017
Net income to common stockholders$640,749$549,094
Weighted average diluted shares128,264129,018
Net income per diluted share$5.00$4.26

The Company reported net income of $641 million in 2018 compared to $549 million in 2017. The 17% increase in net income was primarily due to an after-tax increase in net investment income of $79 million, mainly driven by growth in the fixed maturity security portfolio, higher interest rates and an increase in investment funds, an after-tax increase in underwriting income of $72 million, a $34 million increase in after-tax foreign currency gains, an after-tax increase in non-insurance businesses of $6 million, and a $60 million decrease in tax expense primarily due to the reduction of the federal corporate tax rate from 35% to 21%, partially offset by a decrease in after-tax net investment gains of $145 million, an after-tax increase in interest expense of $8 million, an after-tax reduction in insurance service fee income of $4 million, and an after-tax increase in corporate expenses of $2 million. The number of weighted average diluted shares decreased slightly primarily due to share repurchases.

Premiums. Gross premiums written were $7,702 million in 2018, an increase of 3% from $7,477 million in 2017. The increase was due to an increase in the Insurance segment of $287 million, partially offset by a decrease in the Reinsurance segment of $62 million. Approximately 78% of policies expiring in 2018 were renewed and 79% of policies expiring in 2017 were renewed.

Average renewal premium rates (adjusted for change in exposures) increased 2.5% in 2018, 0.9% in 2017 and 0.3% in 2016.

A summary of gross premiums written in 2018 compared with 2017 by line of business within each business segment follows:

•Insurance gross premiums increased 4% to $7,157 million in 2018 from $6,870 million in 2017. Gross premiums increased $156 million (7%) for other liability, $87 million (12%) for professional liability, $64 million (4%) for short-tail lines and $54 million (7%) for commercial auto, and decreased $74 million (4%) for workers' compensation.
•Reinsurance gross premiums decreased 10% to $545 million in 2018 from $607 million in 2017. Gross premiums written decreased $38 million (19%) for property lines and decreased $24 million (6%) for casualty lines.

Net premiums written were $6,433 million in 2018, an increase of 3% from $6,261 million in 2017. Ceded reinsurance premiums as a percentage of gross written premiums were 17% and 16% in 2018 and 2017, respectively.

Premiums earned increased 1% to $6,372 million in 2018 from $6,311 million in 2017. Insurance premiums (including the impact of rate changes) are generally earned evenly over the policy term, and accordingly recent rate increases will be earned over the upcoming quarters. Premiums earned in 2018 are related to business written during both 2018 and 2017. Audit premiums were $192 million in 2018 compared with $172 million in 2017.

Net Investment Income. Following is a summary of net investment income for the years ended December 31, 2018 and 2017:

AmountAverage Annualized Yield
(In thousands)2018201720182017
Fixed maturity securities, including cash and cash equivalents and loans receivable$519,269$473,1013.6%3.3%
Investment funds109,34968,1698.85.7
Arbitrage trading account28,15719,1454.73.6
Real estate18,59119,9751.01.5
Equity securities3,2302,3501.41.1
Gross investment income678,596582,7403.73.3
Investment expenses(4,361)(6,952)——
Total$674,235$575,7883.7%3.3%

Net investment income increased 17% to $674 million in 2018 from $576 million in 2017 primarily due to an increase in income from fixed maturity securities of $46 million, a $41 million increase in investment funds, a $9 million increase in arbitrage trading account and a decrease in investment expenses of $2 million, partially offset by a decrease in real estate of $1 million. Investment funds are reported on a one quarter lag. The average annualized yield for fixed maturity securities was 3.6% in 2018 and 3.3% in 2017; accordingly, the increase in fixed maturity securities income was mainly the result of a larger investment portfolio and higher interest rates. The effective duration of the fixed maturity portfolio was 2.8 years at December 31, 2018, down from 3.0 years at December 31, 2017. The Company has maintained a shortened duration of its fixed maturity security portfolio. This has reduced the potential impact of mark-to-market adjustments on the portfolio and positioned the Company to take advantage of rising interest rates. Average invested assets, at cost (including cash and cash equivalents), were $18.4 billion in 2018 and $17.5 billion in 2017.

Insurance Service Fees. The Company earns fees from an insurance distribution business, a third-party administrator, and as a servicing carrier of workers' compensation assigned risk plans for certain states. Insurance service fees were $118 million in 2018 and $135 million in 2017. The decrease is primarily due to the sale of a third party administration business in third quarter of 2018.

Net Realized and Unrealized Gains on Investments. The Company buys and sells securities and other investment assets on a regular basis in order to maximize its total return on investments. Decisions to sell securities and other investment assets are based on management’s view of the underlying fundamentals of specific investments as well as management’s expectations regarding interest rates, credit spreads, currency values and general economic conditions. Effective January 1, 2018, the Company adopted new accounting guidance that requires all equity investments with readily determinable fair values to be measured at fair value with changes in the fair value recognized through net income (other than those equity securities accounted for under the equity method of accounting or those that result in consolidation of the investee). Net realized and unrealized gains on investments were $154 million in 2018 compared with $336 million in 2017. In 2018, the gains reflected net realized gains on investment sales of $480 million reduced by a change in unrealized gains on equity securities of $320

million as well as $6 million in OTTI. In 2017, realized gains were primarily related to the sale of an investment in an office building located in Washington, D.C. and the sale of shares of a publicly traded common stock.

Other-Than-Temporary Impairments. The cost of securities is adjusted when appropriate to include a provision for a decline in value that is considered to be other-than-temporary. In 2018, there was $6 million other-than-temporary impairments. There was no other-than-temporary impairments in 2017.

Revenues from Non-Insurance Businesses. Revenues from non-insurance businesses were derived from businesses engaged in the distribution of promotional merchandise, world-wide textile solutions, and aviation-related businesses that provide services to aviation markets, including (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. Revenues from non-insurance businesses increased to $373 million in 2018 from $326 million in 2017, primarily due to the purchase of a business in the second half of 2018 and revenues from a textile business purchased in March 2017.

Losses and Loss Expenses. Losses and loss expenses decreased to $3,975 million in 2018 from $4,002 million in 2017. The consolidated loss ratio was 62.4% in 2018 and 63.4% in 2017. Catastrophe losses, net of reinsurance recoveries and reinstatement premiums, were $105 million in 2018 compared with $184 million in 2017. The more significant 2017 catastrophe losses largely related to hurricanes Harvey, Irma, and Maria, along with two earthquakes in Mexico. Favorable prior year reserve development (net of premium offsets) was $39 million in 2018 compared with $37 million in 2017. The loss ratio excluding catastrophe losses and prior year reserve development increased 0.2 points to 61.3% in 2018 from 61.1% in 2017.

A summary of loss ratios in 2018 compared with 2017 by business segment follows:

•Insurance - The loss ratio of 61.8% in 2018 was 0.2 points higher than the loss ratio of 61.6% in 2017. Catastrophe losses were $76 million in 2018 compared with $107 million in 2017. Favorable prior year reserve development was $43 million in 2018 compared with $68 million in 2017. The loss ratio excluding catastrophe losses and prior year reserve development increased 0.3 points to 61.2% in 2018 from 60.9% in 2017.
•Reinsurance - The loss ratio of 68.7% in 2018 was 11.5 points lower than the loss ratio of 80.2% in 2017. Catastrophe losses were $29 million in 2018 compared with $77 million in 2017. Adverse prior year reserve development was $4 million in 2018 compared with adverse prior year reserve development $31 million in 2017. Adverse prior year development in 2017 was largely due to the impact of the change in Ogden discount rate in the U.K. and adverse development related to the U.S. facultative excess of loss business. The loss ratio excluding catastrophe losses and prior year reserve development decreased 0.2 points to 62.1% in 2018 from 62.3% in 2017.

Other Operating Costs and Expenses. Following is a summary of other operating costs and expenses:

(In thousands)20182017
Policy acquisition and insurance operating expenses$2,098,881$2,101,024
Insurance service expenses118,357129,776
Net foreign currency (gains) losses(27,067)15,267
Other costs and expenses193,050190,865
Total$2,383,221$2,436,932

Policy acquisition and insurance operating expenses are comprised of commissions paid to agents and brokers, premium taxes and other assessments and internal underwriting costs. Policy acquisition and insurance operating expenses remained flat and net premiums earned increased 1% from 2017. The expense ratio (policy acquisition and insurance operating expenses expressed as a percentage of premiums earned) was 32.9% in 2018 and 33.3% in 2017.

Service expenses, which represent the costs associated with the fee-based businesses, decreased 9% to $118 million in 2018 from $130 million in 2017. The decrease is primarily due to the sale of a third party administration business in third quarter of 2018.

Net foreign currency (gains) losses result from transactions denominated in a currency other than an operating unit’s functional currency. Net foreign currency gains were $27 million in 2018 compared to losses of $15 million in 2017, resulting from the strengthening U.S. dollar and the change of functional currency for the Company's Argentine operations to the U.S. dollar as of July 1, 2018. The Argentine economy was determined to be highly inflationary under GAAP requiring the change in functional currency beginning with the third quarter of 2018.

Other costs and expenses represent general and administrative expenses of the parent company and other expenses not allocated to business segments, including the cost of certain long-term incentive plans and new business ventures. Other costs and expenses increased to $193 million in 2018 from $191 million in 2017.

Expenses from Non-Insurance Businesses. Expenses from non-insurance businesses represent costs associated with businesses engaged in the distribution of promotional merchandise, world-wide textile solutions, and aviation-related businesses that include (i) cost of goods sold related to aircraft and products sold and services provided, and (ii) general and administrative expenses. Expenses from non-insurance businesses were $364 million in 2018 compared to $325 million in 2017. The increase mainly relates to a new business purchased in the second half of 2018 as well as the textile business purchased in March 2017.

Interest Expense. Interest expense was $157 million in 2018 compared with $147 million in 2017. In March 2018, the Company issued $175 million aggregate principal amount of 5.70% subordinated debentures due 2058, and in April 2018, the Company issued another $10 million principal amount of such debentures. Additionally in 2018, the Company issued subsidiary debt of $116 million, which was primarily attributable to a non-recourse mortgage loan on a real estate property in Florida.

Income Taxes. The effective income tax rate was 20% in 2018 compared to 28% in 2017. The decrease in the effective tax rate in 2018 from 2017 was primarily due to the Tax Cuts and Jobs Act of 2017, which reduced the federal corporate tax rate from 35% to 21%.

The Company has not provided U.S. deferred income taxes on the undistributed earnings of approximately $70 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.

Results of Operations for the Years Ended December 31, 2017 and 2016

Business Segment Results

Following is a summary of gross and net premiums written, net premiums earned, loss ratios (losses and loss expenses incurred expressed as a percentage of net premiums earned), expense ratios (underwriting expenses expressed as a percentage of net premiums earned) and GAAP combined ratios (sum of loss ratio and expense ratio) for each of our business segments for the years ended December 31, 2017 and 2016. The GAAP combined ratio represents a measure of underwriting profitability, excluding investment income. A GAAP combined ratio in excess of 100 indicates an underwriting loss; a number below 100 indicates an underwriting profit.

(In thousands)20172016
Insurance
Gross premiums written$6,869,831$6,795,506
Net premiums written5,715,8715,743,620
Net premiums earned5,706,4435,618,842
Loss ratio61.6%61.0%
Expense ratio32.932.5
GAAP combined ratio94.593.5
Reinsurance
Gross premiums written$607,132$748,195
Net premiums written544,637680,293
Net premiums earned604,976674,506
Loss ratio80.2%61.6%
Expense ratio37.439.0
GAAP combined ratio117.6100.6
Consolidated
Gross premiums written$7,476,963$7,543,701
Net premiums written6,260,5086,423,913
Net premiums earned6,311,4196,293,348
Loss ratio63.4%61.1%
Expense ratio33.333.2
GAAP combined ratio96.794.3

Net Income to Common Stockholders. The following table presents the Company’s net income to common stockholders and net income per diluted share for the years ended December 31, 2017 and 2016.

(In thousands, except per share data)20172016
Net income to common stockholders$549,094$601,916
Weighted average diluted shares129,018128,553
Net income per diluted share$4.26$4.68

The Company reported net income of $549 million in 2017 compared to $602 million in 2016. The 9% decrease in net income was primarily due to a decrease in after-tax underwriting income of $98 million (mainly driven by increased catastrophe losses from hurricanes Harvey, Irma, and Maria, two earthquakes in Mexico, and wildfires in California), an after-tax increase of $18 million in net foreign currency losses, an after-tax decrease in income from non-insurance businesses of $9 million, an increase in after-tax interest expense of $4 million, and an increase in after-tax other expenses of $7 million, partially offset by an increase in after-tax net investment gains of $45 million, a net benefit from tax reform of $21 million, an increase in after-tax net investment income of $8 million, an after-tax increase of $3 million in service fee income and an increase in income from other various sources of $6 million. The number of weighted average diluted shares remained relatively unchanged for 2017 and 2016.

Premiums. Gross premiums written were $7,477 million in 2017, a decrease of 1% from $7,544 million in 2016. The decrease was due to a decrease in the Reinsurance segment of $141 million, partially offset by an increase in the Insurance segment of $74 million. Approximately 79% of policies expiring in 2017 were renewed and 77% of policies expiring in 2016 were renewed.

Average renewal premium rates (adjusted for change in exposures) increased 0.9% in 2017, 0.3% in 2016 and 1.2% in 2015. However, overall loss costs are also increasing, and current market price levels for certain lines of business remain below the prices required for the Company to achieve its long-term return objectives.

A summary of gross premiums written in 2017 compared with 2016 by line of business within each business segment follows:

•Insurance gross premiums increased 1% to $6,870 million in 2017 from $6,796 million in 2016. Gross premiums increased $40 million (6%) for commercial auto, $37 million (5%) for professional liability, $6 million (less than 1%) for other liability, and $4 million (less than 1%) for short-tail lines, partially offset by a decrease of $13 million (1%) for workers' compensation.
•Reinsurance gross premiums decreased 19% to $607 million in 2017 from $748 million in 2016. Gross premiums written decreased $108 million (35%) for property lines and decreased $33 million (7%) for casualty lines.

Net premiums written were $6,261 million in 2017, a decrease of 3% from $6,424 million in 2016. Ceded reinsurance premiums as a percentage of gross written premiums were 16% in 2017 and 15% in 2016.

Premiums earned increased less than 1% to $6,311 million in 2017 from $6,293 million in 2016. Insurance premiums (including the impact of rate changes) are generally earned evenly over the policy term, and accordingly recent rate increases will be earned over the upcoming quarters. Premiums earned in 2017 are related to business written during both 2017 and 2016. Audit premiums were $172 million in 2017 compared with $156 million in 2016.

Net Investment Income. Following is a summary of net investment income for the years ended December 31, 2017 and 2016:

AmountAverage Annualized Yield
(In thousands)2017201620172016
Fixed maturity securities, including cash and cash equivalents and loans receivable$473,101$444,2473.3%3.2%
Investment funds68,16999,3015.78.1
Real estate19,9757,0541.50.7
Arbitrage trading account19,14518,6933.64.8
Equity securities available for sale2,3504,0281.12.1
Gross investment income582,740573,3233.33.4
Investment expenses(6,952)(9,160)——
Total$575,788$564,1633.3%3.4%

Net investment income increased 2% to $576 million in 2017 from $564 million in 2016 primarily due to an increase in income from fixed maturity securities of $29 million, as well as real estate of $13 million and a decrease in investment expenses of $2 million, partially offset by a decrease in investment funds of $31 million. Investment funds are reported on a one quarter lag. The average annualized yield for fixed maturity securities was 3.3% in 2017 and 3.2% in 2016; accordingly the increase in fixed maturity securities income was mainly the result of a larger investment portfolio. The effective duration of the fixed maturity portfolio was 3.0 years at December 31, 2017, down from 3.1 years at December 31, 2016. Average invested assets, at cost (including cash and cash equivalents), were $17.5 billion in 2017 and $16.7 billion in 2016.

Insurance Service Fees. The Company earns fees from an insurance distribution business, a third-party administrator, and as a servicing carrier of workers' compensation assigned risk plans for certain states. Insurance service fees were $135 million in 2017 and $139 million in 2016.

Net Realized Gains on Investment Sales. The Company buys and sells securities and other investment assets on a regular basis in order to maximize its total return on investments. Decisions to sell securities and other investment assets are based on management’s view of the underlying fundamentals of specific investments as well as management’s expectations regarding interest rates, credit spreads, currency values and general economic conditions. Net realized gains on investment sales were $336 million in 2017 compared with $285 million in 2016. In 2017, realized gains were primarily related to the sale of an investment in an office building located in Washington, D.C. and the sale of some shares of a publicly traded common stock. In 2016, realized gains were primarily related to the sale of Aero Precision Industries and the sale of some shares of a publicly traded common stock.

Other-Than-Temporary Impairments. The cost of securities is adjusted where appropriate to include a provision for a decline in value that is considered to be other-than-temporary. There were no other-than-temporary impairments in 2017 as compared to $18 million in 2016 primarily related to common stocks.

Revenues from Non-Insurance Businesses. Revenues from non-insurance businesses were derived from businesses engaged in the distribution of promotional merchandise, world-wide textile solutions, and aviation-related businesses that provide services to aviation markets, including (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. Revenues from non-insurance businesses decreased to $326 million in 2017 from $390 million in 2016, primarily due to the sale of Aero Precision Industries in August 2016, partially offset by revenues from the textile business purchased in March 2017.

Losses and Loss Expenses. Losses and loss expenses increased to $4,002 million in 2017 from $3,846 million in 2016. The consolidated loss ratio was 63.4% in 2017 and 61.1% in 2016. Catastrophe losses, net of reinsurance recoveries and reinstatement premiums, were $184 million in 2017 compared with $105 million in 2016, an increase of 1.2 loss ratio points. Favorable prior year reserve development (net of premium offsets) was $37 million in 2017 compared with $59 million in 2016, a difference of 0.3 loss ratio points (see "- Critical Accounting Estimates - Reserves for Losses and Loss Expenses"). The loss ratio excluding catastrophe losses and prior year reserve development increased 0.8 points to 61.1% in 2017 from 60.3% in 2016.

A summary of loss ratios in 2017 compared with 2016 by business segment follows:

•Insurance - The loss ratio of 61.6% in 2017 was 0.6 points higher than the loss ratio of 61.0% in 2016. Catastrophe losses were $107 million in 2017 compared with $89 million in 2016, an increase of 0.4 loss ratio points. Favorable prior year reserve development was $68 million in 2017 compared with $53 million in 2016, a decrease of 0.3 loss ratio points. The loss ratio excluding catastrophe losses and prior year reserve development increased 0.5 points to 60.9% in 2017 from 60.4% in 2016.
•Reinsurance - The loss ratio of 80.2% in 2017 was 18.6 points higher than the loss ratio of 61.6% in 2016. Catastrophe losses were $77 million in 2017 compared with $16 million in 2016, an increase of 10.3 loss ratio points. Adverse prior year reserve development was $31 million in 2017 compared with favorable prior year reserve development of $6 million in 2016, a difference of 6.0 loss ratio points. Adverse prior year development in 2017 was largely due to the impact of the change in Ogden discount rate in the U.K. and adverse development related to the U.S. facultative excess of loss business. The loss ratio excluding catastrophe losses and prior year reserve development increased 2.3 points to 62.3% in 2017 from 60.0% in 2016.

Other Operating Costs and Expenses. Following is a summary of other operating costs and expenses:

(In thousands)20172016
Policy acquisition and insurance operating expenses$2,101,024$2,089,203
Insurance service expenses129,776138,908
Net foreign currency losses (gains)15,267(11,904)
Other costs and expenses190,865179,412
Total$2,436,932$2,395,619

Policy acquisition and insurance operating expenses are comprised of commissions paid to agents and brokers, premium taxes and other assessments and internal underwriting costs. Policy acquisition and insurance operating expenses increased less than 1% compared with the increase in net premiums earned of less than 1%. The expense ratio (policy acquisition and insurance operating expenses expressed as a percentage of premiums earned) was 33.3% in 2017 and 33.2% in 2016.

Insurance service expenses, which represent the costs associated with the fee-based businesses, decreased 7% to $130 million from $139 million in 2016.

Net foreign currency (gains) losses result from transactions denominated in a currency other than an operating unit’s functional currency. Net foreign currency losses were $15 million in 2017 compared to gains of $12 million in 2016.

Other costs and expenses represent general and administrative expenses of the parent company and other expenses not allocated to business segments, including the cost of certain long-term incentive plans and new business ventures. Other costs and expenses increased to $191 million in 2017 from $179 million in 2016 primarily because of startup costs for new business ventures.

Expenses from Non-Insurance Businesses. Expenses from non-insurance businesses represent costs associated with businesses engaged in the distribution of promotional merchandise, world-wide textile solutions, and aviation-related businesses that include (i) cost of goods sold related to aircraft and products sold and services provided, and (ii) general and administrative expenses. Expenses from non-insurance businesses were $325 million in 2017 compared to $375 million in 2016. The decline mainly relates to the sale of Aero Precision Industries in August 2016, partially offset by expenses from the textile business purchased in March 2017.

Interest Expense. Interest expense was $147 million in 2017 compared with $141 million in 2016. During 2016, the Company repaid $83 million of debt mainly in connection with the sale of Aero Precision Industries. In February 2016, the company issued $110 million of 5.9% subordinated debentures maturing in 2056, and in May 2016, the Company issued $290 million of 5.75% subordinated debentures maturing in 2056. During 2017, one of the Company's non-insurance subsidiaries issued $7 million of debt.

Income Taxes. The effective income tax rate was 28% in 2017 compared to 33% in 2016. The lower tax rate in 2017 was due, in part, to tax reform (the Tax Cuts and Jobs Act of 2017) as well as the new requirement under U.S. GAAP in 2017 to recognize tax benefits for stock compensation in income tax expense. The effective income tax rate differs from the federal income tax rate of 35% primarily because of tax-exempt investment income and previously mentioned additional 2017 tax impacts.

Investments

As part of its investment strategy, the Company establishes a level of cash and highly liquid short-term and intermediate-term securities that, combined with expected cash flow, it believes is adequate to meet its payment obligations. Due to the low fixed maturity investment returns, the Company invests in equity securities, merger arbitrage securities, investment funds, private equity, loans and real estate related assets. The Company's investments in investment funds and its other alternative investments have experienced, and the Company expects to continue to experience, greater fluctuations in investment income.

The Company also attempts to maintain an appropriate relationship between the effective duration of the investment portfolio and the approximate duration of its liabilities (i.e., policy claims and debt obligations). The effective duration of the investment portfolio was 2.8 years and 3.0 years at December 31, 2018 and 2017, respectively. The Company’s investment portfolio and investment-related assets as of December 31, 2018 were as follows:

($ in thousands)Carrying ValuePercent of Total
Fixed maturity securities:
U.S. government and government agencies$702,2403.8%
State and municipal:
Special revenue2,425,86813.1
Pre-refunded (1)430,1692.3
Local general obligation425,3372.3
State general obligation384,7062.1
Corporate backed274,4091.5
Total state and municipal3,940,48921.3
Mortgage-backed securities:
Agency920,4965.0
Commercial342,6661.8
Residential-Prime303,2291.6
Residential-Alt A38,8990.2
Total mortgage-backed securities1,605,2908.6
Asset-backed securities2,438,74713.2
Corporate:
Industrial2,257,82112.2
Financial1,463,9227.9
Utilities329,1751.8
Other60,3930.3
Total corporate4,111,31122.2
Foreign government808,7354.4
Total fixed maturity securities13,606,81273.5
Equity securities available for sale:
Preferred stocks180,8141.0
Common stocks98,1920.5
Total equity securities available for sale279,0061.5
Real estate1,957,09210.5
Investment funds1,332,8187.2
Cash and cash equivalents817,6024.4
Arbitrage trading account452,5482.4
Loans receivable94,8130.5
Total investments$18,540,691100.0%

(1)Pre-refunded securities are securities for which an escrow account has been established to fund the remaining payments of principal and interest through maturity. Such escrow accounts are funded almost exclusively with U.S. Treasury and U.S. government agency securities.

Fixed Maturity Securities. The Company’s investment policy with respect to fixed maturity securities is generally to purchase instruments with the expectation of holding them to their maturity. However, management of the available for sale portfolio is considered necessary to maintain an approximate matching of assets and liabilities as well as to adjust the portfolio as a result of changes in financial market conditions and tax considerations.

The Company’s philosophy related to holding or selling fixed maturity securities is based on its objective of maximizing total return. The key factors that management considers in its investment decisions as to whether to hold or sell fixed maturity securities are its view of the underlying fundamentals of specific securities as well as its expectations regarding interest rates, credit spreads and currency values. In a period in which management expects interest rates to rise, the Company may sell longer duration securities in order to mitigate the impact of an interest rate rise on the fair value of the portfolio. Similarly, in a period in which management expects credit spreads to widen, the Company may sell lower quality securities, and in a period in which management expects certain foreign currencies to decline in value, the Company may sell securities denominated in those foreign currencies. The sale of fixed maturity securities in order to achieve the objective of maximizing total return may result in realized gains; however, there is no reason to expect these gains to continue in future periods.

Equity Securities. Equity securities primarily represent investments in common and preferred stocks in companies with potential growth opportunities in different sectors, mainly in the financial institutions sector.

Investment Funds. At December 31, 2018, the carrying value of investment funds was $1,333 million, including investments in real estate funds of $642 million, energy funds of $75 million, and other funds of $616 million. Investment funds are primarily reported on a one-quarter lag.

Real Estate. Real estate is directly owned property held for investment. At December 31, 2018, real estate 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. In addition, there is a mixed-use project in Washington D.C. under development. The Company expects to fund further development costs for the project with a combination of its own funds and external financing.

Arbitrage Trading Account. The arbitrage trading account is comprised of direct investments in arbitrage securities. Merger arbitrage is the business of investing in the securities of publicly held companies that are the targets in announced tender offers and mergers.

Loans Receivable. Loans receivable, which are carried at amortized cost, had an amortized cost of $95 million and an aggregate fair value of $97 million at December 31, 2018. The amortized cost of loans receivable is net of a valuation allowance of $3 million as of December 31, 2018. Loans receivable include real estate loans of $62 million that are secured by commercial real estate located primarily in New York. Real estate loans receivable generally earn interest at floating LIBOR-based interest rates and have maturities (inclusive of extension options) through August 2025. Loans receivable include commercial loans of $33 million that are secured by business assets and have fixed interest rates and varying maturities not exceeding 10 years.

Liquidity and Capital Resources

Cash Flow. Cash flow provided from operating activities decreased to $620 million in 2018 from $711 million in 2017, primarily due to the timing of loss and loss expense payments, certain long-term incentive plan payments and payments to tax authorities.

The Company's insurance subsidiaries' principal sources of cash are premiums, investment income, service fees and proceeds from sales and maturities of portfolio investments. The principal uses of cash are payments for claims, taxes, operating expenses and dividends. The Company expects its insurance subsidiaries to fund the payment of losses with cash received from premiums, investment income and fees. The Company generally targets an average duration for its investment portfolio that is within one year of the average duration of its liabilities so that portions of its investment portfolio mature throughout the claim cycle and are available for the payment of claims if necessary. In the event operating cash flow and proceeds from maturities and prepayments of fixed income securities are not sufficient to fund claim payments and other cash requirements, the remainder of the Company's cash and investments is available to pay claims and other obligations as they become due. The Company's investment portfolio is highly liquid, with approximately 78% invested in cash, cash equivalents and marketable fixed maturity securities as of December 31, 2018. If the sale of fixed maturity securities were to become necessary, a realized gain or loss equal to the difference between the cost and sales price of securities sold would be recognized.

Debt. At December 31, 2018, the Company had senior notes, subordinated debentures and other debt outstanding with a carrying value of $2,790 million and a face amount of $2,826 million. The maturities of the outstanding debt are $447 million in 2019, $315 million in 2020, $427 million in 2022, $102 million in 2028, $250 million in 2037, $350 million in 2044, $350 million in 2053, $400 million in 2056 and $185 million in 2058.

In March 2018, the Company issued $175 million aggregate principal amount of 5.70% subordinated debentures due 2058, and in April 2018, the Company issued another $10 million principal amount of such debentures. Additionally in 2018, the Company issued subsidiary debt of $116 million, which was primarily attributable to a non-recourse mortgage loan on a real estate property in Florida.

Equity. The Company repurchased 357,600, 731,003 and 2,395,892 shares of its common stock in 2018, 2017 and 2016, respectively. The aggregate cost of the repurchases was $25 million in 2018, $48 million in 2017 and $132 million in 2016. In 2018, the Board declared regular quarterly cash dividends of $0.14 per share in first quarter, and $0.15 per share in each of the remaining three quarters, plus three additional special dividends of $0.50 per share each. At December 31, 2018, total common stockholders’ equity was $5.4 billion, common shares outstanding were 121,995,760 and stockholders’ equity per outstanding share was $44.57.

Total Capital. Total capitalization (equity, debt and subordinated debentures) was $8.2 billion at December 31, 2018. The percentage of the Company’s capital attributable to senior notes, subordinated debentures and other debt was 34% at December 31, 2018 and 32% at December 31, 2017.

Federal and Foreign Income Taxes

The Company files a consolidated income tax return in the U.S. and foreign tax returns in each of the countries in which it has overseas operations. At December 31, 2018, the Company had a gross deferred tax asset (net of valuation allowance) of $370 million (which primarily relates to loss and loss expense reserves and unearned premium reserves) and a gross deferred tax liability of $334 million (which primarily relates to deferred policy acquisition costs and investment funds). 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 operations, management anticipates that it is more likely than not that future taxable income will be sufficient for the realization of this asset.

Reinsurance

The Company follows customary industry practice of reinsuring a portion of its exposures in exchange for paying reinsurers a part of the premiums received on the policies it writes. Reinsurance is purchased by the Company principally to reduce its net liability on individual risks and to protect it against catastrophic losses. Although reinsurance does not legally discharge an insurer from its primary liability for the full amount of the policies, it does make the assuming reinsurer liable to the insurer to the extent of the reinsurance coverage. The Company monitors the financial condition of its reinsurers and attempts to place its coverages only with financially sound carriers. 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 - The Company purchases property reinsurance to reduce its exposure to large individual property losses and catastrophe events. Following is a summary of significant property reinsurance treaties in effect as of January 1, 2019: The Company’s property per risk reinsurance generally covers losses between $2.5 million and $60 million. The Company’s catastrophe excess of loss reinsurance program provides protection for net losses between $15 million and $395 million for the majority of business written by its U.S. Insurance segment operating units and Lloyd's Syndicate, excluding offshore energy. The Company’s catastrophe reinsurance agreements are subject to certain limits, exclusions and reinstatement premiums.
•Casualty reinsurance treaties - The Company purchases casualty reinsurance to reduce its exposure to large individual casualty losses, workers’ compensation catastrophe losses and casualty losses involving multiple claimants or insureds for the majority of business written by its U.S. companies. A significant casualty treaty (casualty catastrophe) in effect as of January 1, 2019 provides protection for losses between $5 million and $75 million from single events with claims involving two or more insurable interests or for systemic events involving multiple insureds and/or policy years. The treaty also covers casualty contingency losses in excess of $1.5 million and up to $101.5 million. For losses involving two or more claimants for primary workers’ compensation business, coverage is generally in place for losses between $5 million and $270 million. For excess workers’ compensation business, such coverage is generally in place for losses between $25 million and $545 million.
•Facultative reinsurance - The Company also purchases facultative reinsurance on certain individual policies or risks that are in excess of treaty reinsurance capacity.
•Other reinsurance - Depending on the operating unit, the Company purchases specific additional reinsurance to supplement the above programs.

The Company places a number of its casualty treaties on a “risk attaching” basis. Under risk attaching treaties, all claims from policies incepting during the period of the reinsurance contract are covered even if they occur after the expiration date of the reinsurance contract. If the Company is unable to renew or replace its existing reinsurance coverage, protection for unexpired policies would remain in place until their expiration. In such case, the Company could revise its underwriting strategy for new business to reflect the absence of reinsurance protection. The casualty catastrophe treaty highlighted above was purchased on a claims made basis. Property catastrophe and workers’ compensation catastrophe reinsurance is generally placed on a “losses occurring basis,” whereby only claims occurring during the period are covered. If the Company is unable to renew or replace these reinsurance coverages, unexpired policies would not be protected, though we frequently have the option to purchase run-off coverage in our treaties.

Following is a summary of earned premiums and loss and loss expenses ceded to reinsurers for each of the three years ended December 31, 2018:

Year Ended December 31,
(In thousands)201820172016
Earned premiums$1,236,049$1,161,936$1,099,462
Losses and loss expenses829,742601,769707,336

Ceded earned premiums increased 6.4% in 2018 to $1,236 million. The ceded losses and loss expenses ratio increased 15 points to 67% in 2018 from 52% in 2017.

The following table presents the credit quality of amounts due from reinsurers as of December 31, 2018. Amounts due from reinsurers are net of reserves for uncollectible reinsurance of $1 million in the aggregate.

(In thousands)
ReinsurerRating(1)Amount
Amounts due in excess of $20 million:
Lloyd’s of LondonA+$215,370
Munich ReAA-164,131
Alleghany GroupA+150,438
Swiss ReAA-150,280
Partner ReA+103,837
Berkshire HathawayAA+87,314
Axis CapitalA+85,377
Hannover Re GroupAA-77,351
Everest ReA+62,113
Korean ReA52,746
Renaissance ReA+39,944
Liberty MutualA32,118
Qatar ReA27,731
Chubb LimitedAA24,628
Arch Capital GroupA+21,260
Other reinsurers:
Rated A- or better161,251
Secured (2)109,143
All Others18,911
Subtotal1,583,943
Residual markets pools (3)348,348
Total$1,932,291

(1)S&P rating, or if not rated by S&P, A.M. Best rating.
(2)Secured by letters of credit or other forms of collateral.
(3)Many states require licensed insurers that provide workers' compensation insurance to participate in programs that provide workers' compensation to employers that cannot procure coverage from an insurer on a voluntary basis. Insurers can fulfill this residual market obligation by participating in pools where results are shared by the participating companies. The Company acts as a servicing carrier for workers' compensation pools in certain states. As a servicing carrier, the Company writes residual market business directly and then cedes 100% of this business to the respective pool. As a servicing carrier, the Company receives fee income for its services. The Company does not retain underwriting risk, and credit risk is limited as ceded balances are jointly shared by all the pool members.

Contractual Obligations

Following is a summary of the Company's contractual obligations as of December 31, 2018:

(In thousands)
Estimated Payments By Periods20192020202120222023Thereafter
Gross reserves for losses$3,137,565$2,154,391$1,609,899$1,161,065$848,536$3,637,803
Operating lease obligations46,59243,50439,06134,44430,88175,740
Purchase obligations87,97646,67639,19139,20037,869—
Subordinated debentures—————935,000
Debt maturities447,433315,461—426,503—701,750
Interest payments155,391124,616108,491105,16385,6472,253,250
Other long-term liabilities3,6173,3172,9722,6272,36226,608
Total$3,878,574$2,687,965$1,799,614$1,769,002$1,005,295$7,630,151

The estimated payments for reserves for losses and loss expenses in the above table represent the projected (undiscounted) payments for gross loss and loss expense reserves related to losses incurred as of December 31, 2018. The estimated payments in the above table do not consider payments for losses to be incurred in future periods. These amounts include reserves for reported losses and reserves for incurred but not reported losses. Estimated amounts recoverable from reinsurers are not reflected. The estimated payments by year are based on historical loss payment patterns.The actual payments may differ from the estimated amounts due to changes in ultimate loss reserves and in the timing of the settlement of those reserves. In addition, at December 31, 2018, the Company had commitments to invest up to $270.2 million and $253.4 million in certain investment funds and real estate construction projects, respectively. These amounts are not included in the above table.

The Company utilizes letters of credit to back certain reinsurance payments and obligations. Outstanding letters of credit were $3 million as of December 31, 2018. The Company has made certain guarantees to state regulators that the statutory capital of certain subsidiaries will be maintained above certain minimum levels.

Off-Balance Sheet Arrangements

An off-balance sheet arrangement is any transaction, agreement or other contractual arrangement involving an unconsolidated entity under which a company has (1) made guarantees, (2) a retained or contingent interest in transferred assets, (3) an obligation under derivative instruments classified as equity or (4) any obligation arising out of a material variable interest in an unconsolidated entity that provides financing, liquidity, market risk or credit risk support to the Company, or that engages in leasing, hedging or research and development arrangements with the Company. The Company has no arrangements of these types that management believes may have a material current or future effect on our financial condition, liquidity or results of operations.

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