Modeling the distribution of credit losses with observable and latent factors
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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- Michael B. Gordy, 1998.
"A comparative anatomy of credit risk models,"
Finance and Economics Discussion Series
1998-47, Board of Governors of the Federal Reserve System (U.S.).
- Gabriel Jiménez & José A. López & Jesús Saurina, 2008.
"Empirical analysis of corporate credit lines,"
0821, Banco de España;Working Papers Homepage.
- Edward Altman & Andrea Resti & Andrea Sironi, 2004. "Default Recovery Rates in Credit Risk Modelling: A Review of the Literature and Empirical Evidence," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 33(2), pages 183-208, 07.
- Fama, Eugene F., 1986. "Term premiums and default premiums in money markets," Journal of Financial Economics, Elsevier, vol. 17(1), pages 175-196, September.
- Pesaran, M. Hashem & Schuermann, Til & Treutler, Bjorn-Jakob & Weiner, Scott M., 2006.
"Macroeconomic Dynamics and Credit Risk: A Global Perspective,"
Journal of Money, Credit and Banking,
Blackwell Publishing, vol. 38(5), pages 1211-1261, August.
- Til Schuermann & Björn-Jakob Treutler & Scott M. Weiner & M. Hashem Pesaran, 2003. "Macroeconomic Dynamics and Credit Risk: A Global Perspective," CESifo Working Paper Series 995, CESifo Group Munich.
- Pesaran, M.H. & Schuermann, T. & Treutler, B-J. & Weiner, S.M., 2003. "Macroeconomic Dynamics and Credit Risk: A Global Perspective," Cambridge Working Papers in Economics 0330, Faculty of Economics, University of Cambridge.
- M. Hashem Pesaran & Til Schuermann & Björn-Jakob Treutler & Scott M. Weiner & April, "undated". "Macroeconomic Dynamics and Credit Risk: A Global Perspective," Center for Financial Institutions Working Papers 03-13, Wharton School Center for Financial Institutions, University of Pennsylvania.
- C. A.E. Goodhart, 2005. "Financial Regulation, Credit Risk and Financial Stability," National Institute Economic Review, National Institute of Economic and Social Research, vol. 192(1), pages 118-127, April.
- Kiyotaki, Nobuhiro & Moore, John, 1997.
Journal of Political Economy,
University of Chicago Press, vol. 105(2), pages 211-248, April.
- Nobuhiro Kiyotaki & John Moore, 1995. "Credit Cycles," NBER Working Papers 5083, National Bureau of Economic Research, Inc.
- Ryo Kato, 2003. "Matlab code for Kiyotaki-Moore credit cycles," QM&RBC Codes 113, Quantitative Macroeconomics & Real Business Cycles.
- John Moore & Nobuhiro Kiyotaki, "undated". "Credit Cycles," Discussion Papers 1995-5, Edinburgh School of Economics, University of Edinburgh.
- Alfredo Martín-Oliver & Vicente Salas-Fumás & Jesús Saurina, 2005.
"A test of the law of one price in retail banking,"
0530, Banco de España;Working Papers Homepage.
- repec:cmf:wpaper:wp2006_0612 is not listed on IDEAS
- Helmut Elsinger & Alfred Lehar & Martin Summer, 2002.
"Risk Assessment for Banking Systems,"
79, Oesterreichische Nationalbank (Austrian Central Bank).
- Gordy, Michael B. & Howells, Bradley, 2006. "Procyclicality in Basel II: Can we treat the disease without killing the patient?," Journal of Financial Intermediation, Elsevier, vol. 15(3), pages 395-417, July.
- Jimenez, Gabriel & Saurina, Jesus, 2004.
"Collateral, type of lender and relationship banking as determinants of credit risk,"
Journal of Banking & Finance,
Elsevier, vol. 28(9), pages 2191-2212, September.
- Gabriel Jiménez & Jesús Saurina, 2004. "Collateral, type of lender and relationship banking as determinants of credit risk," Working Papers 0414, Banco de España;Working Papers Homepage.
- Max Bruche & Carlos Gonzalez-Aguado, 2006.
"Recovery rates, default probabilities and the credit cycle,"
LSE Research Online Documents on Economics
24524, London School of Economics and Political Science, LSE Library.
- Bruche, Max & González-Aguado, Carlos, 2010. "Recovery rates, default probabilities, and the credit cycle," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 754-764, April.
- Carlos González-Aguado & Max Bruche, 2006. "Recovery Rates, Default Probabilities and the Credit Cycle," FMG Discussion Papers dp572, Financial Markets Group.
- Mardi Dungey & Vance L Martin & Adrian R Pagan, 2000. "A multivariate latent factor decomposition of international bond yield spreads," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(6), pages 697-715.
- Joshua V. Rosenberg & Til Schuermann, 2004.
"A general approach to integrated risk management with skewed, fat-tailed risks,"
185, Federal Reserve Bank of New York.
- Rosenberg, Joshua V. & Schuermann, Til, 2006. "A general approach to integrated risk management with skewed, fat-tailed risks," Journal of Financial Economics, Elsevier, vol. 79(3), pages 569-614, March.
- Demchuk, Andriy & Gibson, Rajna, 2006. "Stock Market Performance and the Term Structure of Credit Spreads," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(04), pages 863-887, December.
- Jimenez, Gabriel & Salas, Vicente & Saurina, Jesus, 2006.
"Determinants of collateral,"
Journal of Financial Economics,
Elsevier, vol. 81(2), pages 255-281, August.
- Russell Davidson & James G. MacKinnon, 1985. "Testing Linear and Loglinear Regressions against Box-Cox Alternatives," Canadian Journal of Economics, Canadian Economics Association, vol. 18(3), pages 499-517, August.
- Francis X. Diebold & Glenn D. Rudebusch & S. Boragan Aruoba, 2004.
"The Macroeconomy and the Yield Curve: A Dynamic Latent Factor Approach,"
NBER Working Papers
10616, National Bureau of Economic Research, Inc.
- Diebold, Francis X. & Rudebusch, Glenn D. & Borag[caron]an Aruoba, S., 2006. "The macroeconomy and the yield curve: a dynamic latent factor approach," Journal of Econometrics, Elsevier, vol. 131(1-2), pages 309-338.
- Anil K. Kashyap & Jeremy C. Stein, 2004. "Cyclical implications of the Basel II capital standards," Economic Perspectives, Federal Reserve Bank of Chicago, issue Q I, pages 18-31.
- Miroslav Misina & David Tessier & Shubhasis Dey, 2006. "Stress Testing the Corporate Loans Portfolio of the Canadian Banking Sector," Staff Working Papers 06-47, Bank of Canada.
- Giesecke, Kay & Weber, Stefan, 2004. "Cyclical correlations, credit contagion, and portfolio losses," Journal of Banking & Finance, Elsevier, vol. 28(12), pages 3009-3036, December.
- Til Schuermann & Kevin J. Stiroh, 2006. "Visible and hidden risk factors for banks," Staff Reports 252, Federal Reserve Bank of New York.
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