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Calculating Value at Risk (VaR) TOC
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Calculating Value at Risk (VaR) TOC
One of the most pertinent questions in risk management has been: “How much do you stand to lose, over a certain period and with a certain probability?...
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Jawwad Farid
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CALCULATINGVALUEATRISK ByJawwadAhmedFarid
C A L C U L A T I N G V A L U E A T R IS K
CONTENTS
CALCULATINGVALUEATRISK.......................................................................................................................4 1.
INTRODUCTION..................................................................................................................................4
2.
VAR METHODS..................................................................................................................................5
a.
VarianceCovarianceApproach.........................................................................................................6
b.
HistoricalSimulationMethod............................................................................................................7
c.
MonteCarloSimulation.....................................................................................................................7
d.
QuickReview...................................................................................................................................... ............................................................................................................ ..........................8
e.
ImplementingVaR..............................................................................................................................8
3.
METHODOLOGY.................................................................................................................................8
a.
SettingtheScene................................................................................................................................ ............................................................................................................................. ...8 SamplePortfolio............................................................................................................................ ........................................................................................................................ ....8
b.
Preliminarysteps...............................................................................................................................9
c.
VaRApproachSpecificSteps..............................................................................................................12 Variance-Covariance(VCV)VaR....................................................................................................12 DeterminingHistoricalSimulationdailyVaR................................................................................14
d.
ScalingofthedailyVaR......................................................................................................................15
4.
UALIFICATIONS , LIMITATIONSANDISSUES................................................................................15 CAVEATS , Q UALIFICATIONS
5.
CASESTUDY – – RISKFORTHE OILANDPETROCHEMICAL INDUSTRY.................................................................17
a.
AFrameworkforRiskManageme nt...................................................................................................17 ...................................................................................................17
b.
RiskPolicy........................................................................................................................................... .................................................................................................................. .........................18 18
c.
GoodDataandaFirstLookatModels...............................................................................................19
d.
ModelsandTools...............................................................................................................................20
e.
MetricsandSensitivities....................................................................................................................24
f.
LimitsandControlProcess..................................................................................................................27 Operational(ExceptionorManagementAction)Limits................................................................28 Operational(ExceptionorManagementAction)Limits ................................................................28 CapitalLoss&StopLossLimits.....................................................................................................28 InventoryAgeLimits.....................................................................................................................28 ConcentrationLimits.....................................................................................................................28 TransactionLimits.........................................................................................................................28 ExposureandSensitivityLimits.....................................................................................................28 Pre-SettlementRisk(PSR)andPotentialFutureExposure(PFE)Limits........................................28 HierarchyofLimits........................................................................................................................29
g.
Conclusion..........................................................................................................................................30
BIBLIOGRAPHY ..........................................................................................................................................31 DISCLAIMER ....................... ...................... ...................... ....................... ...................... ...................... ........32
Pleasedonotphotocopyordistributewithoutpermission.AllrightsreservedAlchemySoftwarePvtLimited. http://FourQuants.com Page3of32
C A L C U L A T I N G V A L U E A T R IS K
BIBLIOGRAPHY 1. UnderstandingMarket,CreditandOperationalRisk-TheValueatRiskApproach,LindaAllen, JacobBoudoukhandAnthonySaunders,BlackwellPublishing,2004 2. BeyondValueatRisk,TheNewScienceofRiskManagement,KevinDowd,JohnWiley& Sons,1998 3. Higher-OrderSimulations:StrategicInvestmentUnderModel-InducedPricePatterns,Gilbert PefferandBàrbaraLlacay,JournalofArtificialSocietiesandSocialSimulationvol.10,no.2,6
,2007 4. TheBlackSwan,theimpactofthehighlyimprobable,NassimNicholasTaleb,Random House,2007 nd 5. RiskFrameworksandApplications-2 Edition,JawwadA.Farid,2011
Pleasedonotphotocopyordistributewithoutpermission.AllrightsreservedAlchemySoftwarePvtLimited. http://FourQuants.com Page31of32
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