Managing Supply Chain Risk and Vulnerability Teresa Wu (cid:2) Jennifer Blackhurst Editors Managing Supply Chain Risk and Vulnerability Tools and Methods for Supply Chain Decision Makers 123 Editors Assoc.Prof.TeresaWu Assoc.Prof.JenniferBlackhurst DepartmentofIndustrialEngineering DepartmentofLogistics,Operations IraA.FultonSchoolofEngineering andManagementInformationStudies ArizonaStateUniversity CollegeofBusiness P.O.Box875906 IowaStateUniversity Tempe,AZ85287-5906 Ames,IA50011 USA USA [email protected] [email protected] ISBN 978-1-84882-633-5 e-ISBN 978-1-84882-634-2 DOI 10.1007/978-1-84882-634-2 SpringerDordrechtHeidelbergLondonNewYork BritishLibraryCataloguinginPublicationData AcataloguerecordforthisbookisavailablefromtheBritishLibrary LibraryofCongressControlNumber:2009933639 ©Springer-VerlagLondonLimited2009 Apartfromanyfairdealingforthepurposesofresearchorprivatestudy,orcriticismorreview,asper- mittedundertheCopyright, DesignsandPatents Act1988,thispublication mayonlybereproduced, storedortransmitted,inanyformorbyanymeans,withthepriorpermissioninwritingofthepublish- ers,orinthecaseofreprographicreproductioninaccordancewiththetermsoflicensesissuedbythe CopyrightLicensingAgency.Enquiriesconcerningreproductionoutsidethosetermsshouldbesentto thepublishers. 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Coverdesign:eStudioCalamar,Figueres/Berlin Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Contents 1 BookIntroduction ::::::::::::::::::::::::::::::::::::::::::: 1 JenniferBlackhurst,TeresaWu References..................................................... 5 SectionI UnderstandingandAssessingRiskintheSupplyChain 2 EffectiveManagementofSupplyChains:RisksandPerformance ::: 9 BobRitchie,ClareBrindley 2.1 Introduction.............................................. 9 2.2 SupplyChainRisk ........................................ 10 2.2.1 RiskandUncertainty............................... 10 2.2.2 RiskandOutcomes................................ 12 2.3 SupplyChainRiskManagement............................. 16 2.4 Performance ............................................. 17 2.4.1 PerformanceCriteria............................... 18 2.4.2 RiskandPerformance–Timeframe .................. 19 2.5 PerformanceandRiskMetrics .............................. 20 2.6 Risk-Performance:Sources,ProfilesandDrivers ............... 22 2.7 RiskManagementResponses ............................... 24 2.8 Conclusions.............................................. 26 References..................................................... 26 3 ManagingSupplyChainDisruptions viaTime-BasedRiskManagement:::::::::::::::::::::::::::::: 29 ManMohanS.Sodhi,ChristopherS.Tang 3.1 Introduction.............................................. 29 3.2 Background.............................................. 30 3.3 Time-BasedRiskManagement.............................. 31 3.3.1 ResponseTimeandImpact ......................... 32 3.3.2 ModelingDisruptionImpactoverTime ............... 33 3.3.3 Time-BasedRiskManagementinPractice............. 35 v vi Contents 3.4 RiskandRewardConsiderations ............................ 37 3.5 Conclusion............................................... 38 References..................................................... 39 4 PrioritizationofRisksinSupplyChains ::::::::::::::::::::::::: 41 Mohd.NishatFaisal 4.1 Introduction.............................................. 41 4.2 LiteratureReview ......................................... 43 4.2.1 Risk............................................. 43 4.2.2 SupplyChainRiskManagement..................... 44 4.2.3 SupplyChainRiskMitigationStrategies .............. 45 4.3 SupplyChainRisksTaxonomy.............................. 46 4.3.1 RisksinPhysicalSub-Chain ........................ 47 4.3.2 RisksinFinancialSub-Chain........................ 49 4.3.3 RisksinRelationalSub-Chain....................... 49 4.3.4 RisksinInformationalSub-Chain.................... 51 4.4 Methodology............................................. 52 4.4.1 ANumericalApplication .......................... 56 4.5 ConcludingRemarks ...................................... 61 References..................................................... 63 5 AGeneralizedSimulationFramework forResponsiveSupplyNetworkManagement :::::::::::::::::::: 67 JinDong,WeiWang,TeresaWu 5.1 Introduction.............................................. 67 5.2 ReviewofSupplyChainSimulation.......................... 68 5.3 GBSE:ASupplyChainSimulationEnvironment .............. 70 5.3.1 GBSEArchitecture ................................ 71 5.3.2 GBSEforSupplyChainSimulation .................. 73 5.4 Experiments.............................................. 78 5.4.1 Notation ......................................... 80 5.4.2 ScenarioI:ImpactofDemandForecastAccuracy....... 81 5.4.3 ScenarioII:ImpactofSupplierSelection.............. 83 5.4.4 ScenarioIII:ImpactofDifferentTransportationMode... 83 5.4.5 ScenarioIV:ImpactofQualityUncertainty............ 85 5.5 Conclusion............................................... 87 References..................................................... 87 SectionII DecisionMakingandRiskMitigationintheSupplyChain 6 ModelingofSupplyChainRiskUnderDisruptions withPerformanceMeasurementandRobustnessAnalysis:::::::::: 91 QiangQiang,AnnaNagurney,JuneDong 6.1 Introduction.............................................. 91 6.2 TheSupplyChainModelwithDisruptionRisks andRandomDemands..................................... 94 Contents vii 6.2.1 TheBehavioroftheManufacturers................... 97 6.2.2 TheBehavioroftheRetailers ....................... 98 6.2.3 TheMarketEquilibriumConditions ..................100 6.2.4 TheEquilibriumConditionsoftheSupplyChain .......101 6.3 AWeightedSupplyChainPerformanceMeasure...............103 6.3.1 ASupplyChainNetworkPerformanceMeasure........103 6.3.2 SupplyChainRobustnessMeasurement...............104 6.4 Examples................................................105 6.5 SummaryandConclusions .................................109 References.....................................................109 7 TheEffectsofNetworkRelationships onGlobalSupplyChainVulnerability::::::::::::::::::::::::::: 113 JoseM.Cruz 7.1 Introduction..............................................113 7.2 TheGlobalSupplyChainNetworksModel....................115 7.2.1 TheBehavioroftheManufacturers...................120 7.2.2 TheMulticriteriaDecision-MakingProblem FacedbyaManufacturer ...........................121 7.2.3 TheOptimalityConditionsofManufacturers...........122 7.2.4 TheBehavioroftheRetailers .......................122 7.2.5 ARetailer’sMulticriteriaDecision-MakingProblem ....123 7.2.6 TheOptimalityConditionsofRetailers ...............124 7.2.7 TheConsumersattheDemandMarkets...............125 7.2.8 TheEquilibriumConditionsoftheNetwork ...........126 7.2.9 Remark..........................................129 7.3 TheSupplyChainNetworkEfficiency andVulnerabilityMeasures.................................129 7.4 NumericalExamples ......................................131 7.5 ManagerialImplications ...................................137 7.6 Conclusions..............................................138 References.....................................................138 8 AStochasticModelforSupplyChainRiskManagement UsingConditionalValueatRisk:::::::::::::::::::::::::::::::: 141 MarkGoh,FanwenMeng 8.1 Introduction..............................................141 8.2 AStochasticModelwithConditionalValueatRisk.............143 8.3 SampleAverageApproximationProgram .....................146 8.4 AnIllustrationoftheStochasticModel .......................149 8.5 AWineSupplyChainProblem..............................151 8.6 Conclusion...............................................155 References.....................................................156 viii Contents 9 RiskIntermediationinSupplyChains::::::::::::::::::::::::::: 159 Ying-JuChen,SridharSeshadri 9.1 Introduction..............................................159 9.1.1 RelevantLiterature ................................164 9.2 Model,Assumptions,andAnalysis...........................165 9.2.1 ASingleRetailer..................................166 9.3 MultipleContracts ........................................172 9.4 RiskAversionandChannelStructure.........................174 9.5 ContinuousFormulationandtheOptimalityoftheMenu ........177 9.5.1 ContinuousTypeSpace ............................178 9.5.2 OptimalContractMenuintheContinuousCase ........178 9.6 FutureResearchandConclusion.............................182 References.....................................................184 10 ForecastingandRisk Analysisin Supply ChainManagement: GARCHProofofConcept::::::::::::::::::::::::::::::::::::: 187 ShoumenDatta,DonP.Graham,NikhilSagar,PatDoody, ReubenSlone,Olli-PekkaHilmola 10.1 Introduction..............................................187 10.2 SupplyChainManagementandDemandAmplification .........188 10.3 BeerGameandRoleofAdvancedForecastingMethods.........191 10.4 AdvancedStatisticalModels................................194 10.5 TemporaryConclusion.....................................200 References.....................................................201 11 SupplyChainRiskManagement:AnnotationofKnowledge UsingaSemi-StructuredKnowledgeModel:::::::::::::::::::::: 205 Chun-CheHuang,Tzu-Liang(Bill)Tseng 11.1 Introduction..............................................205 11.2 TheGenerationandRepresentation ofSemi-StructuredKnowledge..............................208 11.2.1 TheGenerationofSemi-StructuredKnowledge ........208 11.2.2 Semi-StructuredKnowledgeRepresentation ...........211 11.3 AnnotationFrameworkforSupplyChainRisk Management Knowledge...............................................216 11.4 InteractionofAnnotatedSCRMKnowledgeDocuments withtheBenchmarkOntology...............................223 11.4.1 ExtractingandMapping............................223 11.4.2 InteractionBetweenSSKandtheBenchmarkOntology .226 11.5 Conclusions..............................................230 References.....................................................231 List of Contributors JenniferBlackhurst Departmentof Logistics,OperationsandMISCollegeof Business, Iowa State University,Ames,IA50011,USA ClareBrindley Nottingham Business School, Nottingham Trent University, UK, e-mail:[email protected] Ying-JuChen UniversityofCalifornia,BerkeleyandUniversityofTexas,Austin JoseM.Cruz Departmentof Operationsand InformationManagement,Schoolof Business, UniversityofConnecticut,Storrs,CT06269,e-mail:[email protected] ShoumenDatta Engineering Systems Division, Department of Civil and EnvironmentalEn- gineering, MIT Forum for Supply Chain Innovation,School of Engineering, MassachusettsInstituteofTechnology,77MassachusettsAvenue, CambridgeMA02139 JinDong IBM China Research Lab, ZhongguancunSoftware Park, Beijing 100193, P.R.China JuneDong DepartmentofMarketingandManagement,SchoolofBusiness,StateUniversity ofNewYorkatOswego,Oswego,NewYork,13126 ix x ListofContributors PatDoody DepartmentofMathematicsandComputing,CentreforInnovationinDistributed Systems,InstituteofTechnologyTralee,CountyKerry,Ireland Mohd.NishatFaisal InstituteofManagementTechnologyDubai,P.O.Box345006,DubaiInternational AcademicCity,Dubai,UnitedArabEmirates,e-mail:[email protected] MarkGoh NUS Business School, The Logistics Institute – Asia Pacific, National Uni- versity of Singapore, 7 Engineering Drive 1, Singapore 117543, Singapore, e-mail:[email protected] DonP.Graham INNOVEXLLC Olli-PekkaHilmola LappeenrantaUniversityofTechnology,KouvolaResearchUnit,Prikaatintie9, FIN-45100Kouvola,Finland Chun-CheHuang Departmentof InformationManagement,NationalChi Nan University,No. 1, UniversityRoad,Pu-Li,Na-Tau,545,Taiwan,R.O.C. FanwenMeng NUS Business School, The Logistics Institute – Asia Pacific, National Uni- versity of Singapore, 7 Engineering Drive 1, Singapore 117543, Singapore, e-mail:[email protected] AnnaNagurney DepartmentofFinanceandOperationsManagement,IsenbergSchoolofManage- ment,UniversityofMassachusetts,Amherst,Massachusetts01003 QiangQiang DepartmentofFinanceandOperationsManagement,IsenbergSchoolofManage- ment,UniversityofMassachusetts,Amherst,Massachusetts01003 BobRitchie Lancashire Business School, University of Central Lancashire, e-mail:[email protected]
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