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Forecasting Credit Portfolio Risk

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dc.creator Hamerle, Alfred
dc.creator Liebig, Thilo
dc.creator Scheule, Harald
dc.date 2004
dc.date.accessioned 2013-10-16T07:06:31Z
dc.date.available 2013-10-16T07:06:31Z
dc.date.issued 2013-10-16
dc.identifier http://hdl.handle.net/10419/19728
dc.identifier ppn:391295780
dc.identifier RePEc:zbw:bubdp2:2227
dc.identifier.uri http://koha.mediu.edu.my:8181/xmlui/handle/10419/19728
dc.description The main challenge of forecasting credit default risk in loan portfolios is forecasting the default probabilities and the default correlations. We derive a Merton-style threshold-value model for the default probability which treats the asset value of a firm as unknown and uses a factor model instead. In addition, we demonstrate how default correlations can be easily modeled. The empirical analysis is based on a large data set of German firms provided by Deutsche Bundesbank. We find that the inclusion of variables which are correlated with the business cycle improves the forecasts of default probabilities. Asset and default correlations depend on the factors used to model default probabilities. The better the point-in-time calibration of the estimated default probabilities, the smaller the estimated correlations. Thus, correlations and default probabilities should always be estimated simultaneously.
dc.language eng
dc.relation Discussion Paper, Series 2: Banking and Financial Supervision 2004,01
dc.rights http://www.econstor.eu/dspace/Nutzungsbedingungen
dc.subject C41
dc.subject G21
dc.subject C23
dc.subject ddc:330
dc.subject asset correlation
dc.subject bank regulation
dc.subject Basel II
dc.subject credit risk
dc.subject default correlation
dc.subject default probability
dc.subject logit model
dc.subject probit model
dc.subject Kreditrisiko
dc.subject Portfolio-Management
dc.subject Prognoseverfahren
dc.subject Makroökonomischer Einfluss
dc.subject Schätzung
dc.subject Deutschland
dc.title Forecasting Credit Portfolio Risk
dc.type doc-type:workingPaper


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