Testing time-homogeneity of rating transitions after origination of debt |
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Authors: | Rafael Weißbach Patrick Tschiersch Claudia Lawrenz |
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Affiliation: | 1.Institut für Wirtschafts- und Sozialstatistik,Technische Universit?t Dortmund,Dortmund,Germany;2.Credit Risk Management,Düsseldorf,Germany |
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Abstract: | When modelling rating transitions as continuous-time Markov processes, in practice, time-homogeneity is a common assumption, yet restrictive, in order to reduce the complexity of the model. This paper investigates whether rating transition probabilities change after the origination of debt. Accordingly, we develop a likelihood-ratio test for the hypothesis of time-homogeneity. The alternative is a step function of transition intensities. The test rejects time-homogeneity for rating transitions observed over 7 years in a real corporate portfolio. Especially 1-year transition probabilities increase over the first year after origination. This time effect suggests that banks should manage their credit portfolios with respect to the age of debt. |
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Keywords: | Portfolio credit risk Rating transitions Markov model Time-homogeneity Likelihood ratio |
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