Modelling the distribution of credit losses with observable and latent factors

Modelling the distribution of credit losses with observable and latent factors

Series: Working Papers. 0709.

Author: Gabriel Jiménez y Javier Mencía.

Topics: Economic growth and convergence | Financial risks | Quantitative methods | Credit | Corporate finance.

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Modelling the distribution of credit losses with observable and latent factors (860 KB)

Abstract

This paper develops a flexible and computationally efficient model to estimate the credit loss distribution of the loans in a banking system. We consider a sectorial structure, where default frequencies and the total number of loans are allowed to depend on macroeconomic conditions as well as on unobservable credit risk factors, which can capture contagion effects between sectors. In addition, we also model the distributions of the Exposure at Default and the Loss Given Default. We apply our model to the Spanish credit market, where we find that sectorial default frequencies are affected by a persistent latent factor. Finally, we also identify the potentially riskier sectors and perform stress tests.

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