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Trademark Notice: Product or corporate names may be trademarks or registered trademarks, and are used only for identification and explanation without intent to infringe. Library of Congress Cataloging-in-Publication Data Sandström, Arne. Handbook of solvency for actuaries and risk managers : theory and practice / Arne Sandström. p. cm. -- (Chapman & Hall/CRC finance series) Includes bibliographical references and index. ISBN 978-1-4398-2130-5 (hbk. : alk. paper) 1. Risk (Insurance) 2. Risk (Insurance)--European Union countries. 3. Asset-liability management. 4. Asset-liability management--European Union countries. 5. Risk management. 6. Risk management--European Union countries. I. Title. HG8054.5.S26 2011 368.001--dc22 2010042931 Visit the Taylor & Francis Web site at http://www.taylorandfrancis.com and the CRC Press Web site at http://www.crcpress.com Contents Preface xxxvii Reader’s Guide xxxix Web Site Information xli Future Information xliii Abbreviations xlv PARTA Solvency Introduction 1 CHAPTER 1 Solvency 3 CHAPTER 2 A Historical Review 9 2.1 CLASSICALAPPROACH 10 2.1.1 FluctuationinAggregateClaimsandRuinTheory 11 2.1.2 CombinedRatiosandOtherRatios 12 2.1.3 ChangeintheCapitalPosition 13 2.1.4 MultidimensionalSystems 15 2.2 ECONOMICAPPROACH 16 2.3 EUROPEAN SOLVENCY II PROJECT 21 2.3.1 BasicArchitectureofSolvencyII 21 2.3.1.1 GeneralIdeas 22 2.3.1.2 ValuationandInvestment 22 2.3.1.3 StandardFormulaofSCRandMCR 22 v vi (cid:2) Contents CHAPTER 3 Managing Risks and the Enterprise 25 3.1 STEPPING STONESTO MANAGINGASSETSAND LIABILITIES 25 3.2 RISK MANAGEMENTANDALM 28 3.2.1 ModelOfficeTools 29 3.2.2 ToolstoManageAsset–LiabilityInteractions 30 3.2.2.1 Cash-FlowTesting 31 3.2.2.2 Immunization 31 3.2.2.3 Cash-FlowMatching 34 3.2.2.4 Asset–LiabilityManaging 34 3.2.3 SimulationToolsandTesting 36 3.2.4 DFATools 36 3.3 ENTERPRISE RISK MANAGEMENT 38 3.3.1 COSO’sDefinitionofERM 40 3.3.2 SOA’sDefinitionofERM 41 3.3.3 ERM-II–CAS–SOADefinition 42 3.3.4 IAISERMStandardsandGuidance 44 3.3.5 IAA’sNoteonIAIS’KeyFeatures 47 3.3.6 EUSolvencyIIERMApproach 48 3.3.7 TheFinancialCrisisandERM 48 CHAPTER 4 Summary of the Development of ERM and Solvency 51 CHAPTER 5 Elements of SolvencyAssessment Systems 55 5.1 IAIS CAPITAL REQUIREMENTS STANDARDSAND GUIDANCE 57 5.2 MODELING CAPITAL REQUIREMENT 61 5.2.1 GeneralStructure 61 5.2.2 DiversificationandMitigation 63 5.3VALUATION OFASSETSAND LIABILITIES 63 5.4 CONSERVATIVEVALUATION REGIMES 66 PART B Valuation, Investments, and Capital 69 CHAPTER 6 Total Balance SheetApproach 71 6.1 MARKET–CONSISTENTVALUATION 74 Contents (cid:2) vii 6.2TIMEVALUE OF MONEY 76 6.2.1 PresentValue 76 6.2.2 DiscountingRates 77 6.2.3 LongMaturitiesandLiquidityConsiderations 79 6.2.4 LiquidityPremium 83 6.3 HEDGING 84 6.4 RISK MARGINS 84 6.5 ACCOUNTING 86 CHAPTER 7 AssetValuation 87 7.1 ASSET RISK MARGIN:A DEDUCTION OF NONHEDGEABLEASSETS 89 CHAPTER 8 LiabilityValuation 91 8.1 CE OF LIABILITIES 93 8.2 DISCRETIONARY PARTICIPATING FEATURES (dpf) 95 8.3VALUATIONTECHNIQUES 96 8.3.1 ReplicatingPortfolios 97 8.3.2 ValuationPortfolio 99 8.3.2.1 VaPoforLifeInsurance 100 8.3.2.2 VaPoforNonlifeInsurance 106 8.3.2.3 SomeGeneralAspectsontheVaPoTechnique 109 8.3.3 ValuatingtheLiabilities 110 8.4 LRM:ANADDITIONTO NONHEDGEABLE LIABILITIES 110 8.5 CoCAPPROACHTO ESTIMATETHE RM 114 8.5.1 ExamplefromCEA(2006a) 117 8.6 OTHER LIABILITIES 118 CHAPTER 9 OtherValuation Issues 119 9.1 RISK MITIGATION 119 9.1.1 In-HouseRiskMitigation 119 9.1.1.1 Pooling 119 9.1.1.2 Diversification 120 9.1.1.3 Hedging/OffsettingRisks 121 9.1.2 ExternalRiskMitigation 121 viii (cid:2) Contents 9.1.2.1 Reinsurance 121 9.1.2.2 AlternativeRiskTransfer 123 9.1.2.3 Hedging 126 9.2 RISK ENHANCING 126 9.3 SEGMENTATION 127 CHAPTER 10 Investments and Own Funds 131 10.1 INVESTMENTS 131 10.1.1 PrudentPersonRule 131 10.2 AVAILABLE CAPITAL: ELIGIBLE OWN FUNDS 132 CHAPTER 11 AccountingValuation 137 11.1 BACKGROUND 137 11.2 INTERNATIONAL DEVELOPMENTS 137 11.3 INSURANCE CONTRACTS, REVENUE RECOGNITION,AND FINANCIAL INSTRUMENTS 139 11.3.1 ServiceContracts 140 11.3.2 FinancialInstruments 140 11.3.3 InsuranceContracts 141 11.4 AN ESTIMATE OFTHE FUTURE CASH FLOWS 142 11.4.1 EffectoftheTimeValueofMoney 147 11.5 A MARGIN: IASB’S DISCUSSION 147 11.6 A MARGIN: DISCUSSIONS BY IAISAND IAA 149 PART C Modeling and Measuring 157 CHAPTER 12 Developing a Model 159 12.1 ANALYTICAPPROXIMATION OFAN EXACT MODEL 159 12.1.1 FirstApproximationoftheExactModel 160 12.1.2 SecondApproximationoftheExactModel 160 12.2 LINEARIZATION 160 12.3 HOMOGENEOUS FUNCTIONS 161 12.3.1 Euler’sTheorem 161 12.3.2 CorollarytoEuler’sTheorem 162 Contents (cid:2) ix 12.4 NONLINEARAPPROXIMATIONS 162 12.4.1 Second-OrderApproximation 162 12.4.2 Higher-OrderFunctions 163 12.4.2.1 QuadraticApproximation 163 12.4.2.2 Higher-OrderApproximation 164 12.5 RISK MODELS 164 12.5.1 HomogeneousModelsofDegreeOne 164 12.5.2 Second-OrderRiskModels 165 CHAPTER 13 Dependence 167 13.1 DEPENDENCE STRUCTURE 168 13.1.1 MoreonCopulasandDependence 170 13.2 DEPENDENCE STRENGTH: RANK CORRELATION 172 13.2.1 Spearman’sRho 173 13.2.2 Kendall’sTau 174 13.3 TAIL DEPENDENCE 174 13.4 COPULA CLASSESAND FAMILIES 175 13.4.1 CopulaClass:Archimedean 176 13.4.2 CopulaClass:Elliptical 181 13.4.3 OtherClassesofCopulas 185 13.4.3.1 Extreme-ValueCopulas 185 13.4.3.2 TheMarshall–OlkinCopulas 186 13.4.3.3 FréchetCopulas 187 13.4.3.4 Farlie–Gumbel–Morgenstern 187 13.4.4 ASummary 187 13.5 ESTIMATIONANDTESTING 188 13.5.1 EmpiricalCopula 188 13.5.2 EstimatingDependence 188 13.5.3 EstimatingCopulaFamilies 190 13.5.4 Goodness-of-FitTests 192 13.5.5 EstimatingRegressionFunctions 193 CHAPTER 14 Risk Measures 195 14.1 PROPERTIES OF RISK MEASURES 196