CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk

ABSTRACT This study estimates risk-neutral probability of default from quoted Credit Default Swap (CDS) spreads by employing Hull and White (2000 and 2003) reduced form model for pricing CDS. Once fixing the recovery rate at a predetermined level, we introduce default probability density, q(t) in t...

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Main Author: Kosoglu, Elif
Format: Dissertation (University of Nottingham only)
Language:English
Published: 2010
Online Access:https://eprints.nottingham.ac.uk/23993/
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author Kosoglu, Elif
author_facet Kosoglu, Elif
author_sort Kosoglu, Elif
building Nottingham Research Data Repository
collection Online Access
description ABSTRACT This study estimates risk-neutral probability of default from quoted Credit Default Swap (CDS) spreads by employing Hull and White (2000 and 2003) reduced form model for pricing CDS. Once fixing the recovery rate at a predetermined level, we introduce default probability density, q(t) in two forms; a continuous piecewise linear function and a step function. Considering CDS maturity times we extract default probability densities recursively from the model based on the CDS spreads quoted for each maturity. To apply the method to real life data, we construct term structure of default probability densities of 10 UK firms operating in various sectors and with different credit ratings over the three measurement dates: May 1, 2007, December 31, 2008 and December 31, 2009. These dates are believed to reflect changes in market conditions during the period 2007-2009 which covers subprime mortgage crisis. For this analysis, we use one year forward rates estimated from treasury rates as reference risk-free rate. The results suggest that the default probability densities record lowest values in 2007 for most of the firms and the typical positive relation between the default probability and maturity reverses in 2008 when default probability densities usually decline with longer maturities. We also test the model’s performance in terms of discriminating defaulters from non-defaulters by means of Receiver Operating Characteristics (ROC). We use U.S. firms for this analysis and compare performances of different default probability measures calculated based on the CDS implied default probabilities. We find that our model has a very strong discriminatory power in terms of firm defaults, despite a weakness arisen from period dependent analysis due to insufficient CDS data.
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spelling nottingham-239932018-02-15T15:14:14Z https://eprints.nottingham.ac.uk/23993/ CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk Kosoglu, Elif ABSTRACT This study estimates risk-neutral probability of default from quoted Credit Default Swap (CDS) spreads by employing Hull and White (2000 and 2003) reduced form model for pricing CDS. Once fixing the recovery rate at a predetermined level, we introduce default probability density, q(t) in two forms; a continuous piecewise linear function and a step function. Considering CDS maturity times we extract default probability densities recursively from the model based on the CDS spreads quoted for each maturity. To apply the method to real life data, we construct term structure of default probability densities of 10 UK firms operating in various sectors and with different credit ratings over the three measurement dates: May 1, 2007, December 31, 2008 and December 31, 2009. These dates are believed to reflect changes in market conditions during the period 2007-2009 which covers subprime mortgage crisis. For this analysis, we use one year forward rates estimated from treasury rates as reference risk-free rate. The results suggest that the default probability densities record lowest values in 2007 for most of the firms and the typical positive relation between the default probability and maturity reverses in 2008 when default probability densities usually decline with longer maturities. We also test the model’s performance in terms of discriminating defaulters from non-defaulters by means of Receiver Operating Characteristics (ROC). We use U.S. firms for this analysis and compare performances of different default probability measures calculated based on the CDS implied default probabilities. We find that our model has a very strong discriminatory power in terms of firm defaults, despite a weakness arisen from period dependent analysis due to insufficient CDS data. 2010 Dissertation (University of Nottingham only) NonPeerReviewed application/pdf en https://eprints.nottingham.ac.uk/23993/1/ELIF_KOSOGLU.pdf Kosoglu, Elif (2010) CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk. [Dissertation (University of Nottingham only)] (Unpublished)
spellingShingle Kosoglu, Elif
CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk
title CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk
title_full CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk
title_fullStr CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk
title_full_unstemmed CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk
title_short CDS Implied Default Probabilities: A Study of a Reduced Form Model for Credit Risk
title_sort cds implied default probabilities: a study of a reduced form model for credit risk
url https://eprints.nottingham.ac.uk/23993/