Modelling credit risk of portfolio of consumer loans
Malik, M. and Thomas, L. (2007) Modelling credit risk of portfolio of consumer loans. Southampton, UK, University of Southampton, 25pp. (University of Southampton Discussion Paper Series - Centre for Operational Research, Management Sciences and Information Systems, (CORMSIS-07-12) ).
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One of the issues that the Basel Accord highlighted was that though techniques for estimating the probability of default and hence the credit risk of loans to individual consumers are well established, there were no models for the credit risk of portfolios of such loans. Motivated by the reduced form models for credit risk in corporate lending, we will seek to exploit the obvious parallels between behavioural scores and the ratings ascribed to corporate bonds to build consumer lending equivalents. We incorporate both consumer specific ratings and macroeconomic factors in the framework of Cox Proportional Hazard models. Our results show that default intensities of consumers are significantly influenced by macro factors. Such models then can be used as the basis for simulation approaches to estimate the credit risk of portfolios of consumer loans.
|Item Type:||Monograph (Discussion Paper)|
|Keywords:||finance, credit risk, survival analysis, credit scoring|
|Subjects:||H Social Sciences > HF Commerce
H Social Sciences > HJ Public Finance
|Divisions:||University Structure - Pre August 2011 > School of Management
|Date Deposited:||15 Aug 2008|
|Last Modified:||27 Mar 2014 18:40|
|Publisher:||University of Southampton|
|RDF:||RDF+N-Triples, RDF+N3, RDF+XML, Browse.|
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