credit scoring model validation

credit scoring model validation

ID:40057901

大小:1.27 MB

页数:58页

时间:2019-07-18

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1、FacultyofScienceKorteweg-deVriesInstituteforMathematicsCreditScoringModelValidationMasterThesisJune29,2008XuezhenWuReferent:Prof.PeterSpreijKorteweg-deVriesInstituteforMathematicsAbstractUndertheframeworkofBaselII,banksareallowedtousetheirowninternalrating-based(IRB)approachesforkeydriversofcr

2、editriskasprimaryinputstothecapitalcalculation.Inaddition,regulatoryvalidationsoftheinternalrating/scoringsystemisrequired.Assessingthediscriminatorypowerandexam-iningthecalibrationofacreditscoringsystemsaretwodi®erentimportanttasksofvalidation.Thispaperdiscussesseveralcommonlyusedstatisticala

3、pproachesformeasuringthediscriminatorypowerandcalibrationandshowsthatsuchap-proachesshouldbeinterpretedwithcaution.Whentheobjectiveofthevalidationofacreditscoringmodelistocon¯rmthatthedevelopedscoringmodelisstillvalidforthecurrentapplicantpopulation,oneshould¯rstcheckwhethertheportfoliostructu

4、rechangedovertimeornot.Becauseinsomecases,signi¯cantshiftsoftheportfoliostructuremighthappen.AcknowledgementThisthesisistheresultofmyfourmonthsinternshipatCreditRiskManagement,RiskAnalyticsandInstruments,DeutscheBank,FrankfurtamMain,andisalsothe¯nalpartofmymasterstudyStochasticsandFinancialMat

5、hematicsattheUniversiteitvanAmsterdam.Itisapleasuretothankthemanypeoplewhomadethisthesispossible.Firstofall,IwouldliketothankThomasWernerforhiringmeasaninternatDeutscheBank,givingtheopportunitytodothispracticalresearch,super-visoringmeandprovidingresources.IalsowanttoexpressmygratitudetoMichae

6、lLuxenburger,MartinHillebrandfortheiradviceandsupervisiondur-ingmyinternship.ThankstoothercolleaguesatDBwhohadgivenmehelp,usefulinformationandsuggestions.Thisexperienceprovidedmewithdeeperin-sightsintocreditriskmanagementandbroadenedmyperspectiveonthebankingindustry.Meanwhile,Iwouldliketothank

7、mysupervisorDr.PeterSpreij,Korteweg-deVriesInstituteforMathematics,UniversiteitvanAmsterdamforhisguidanceandsupportduringmythesisandstudyatUvA.Thanksalsotothecoordinatorofthemasterprogramme,StochasticsandFinancialMathematicsatUvA,Dr.Ber

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