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Macro stress testing with a macroeconomic credit risk model: Application to the French manufacturing sector

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  • Avouyi-Dovi, S.
  • Bardos, M.
  • Jardet, C.
  • Kendaoui, L.
  • Moquet , J.

Abstract

The aim of this paper is to build and estimate a macroeconomic model of credit risk for the French manufacturing sector. This model is based on Wilson's CreditPortfolioView model (1997a, 1997b); it enables us to simulate loss distributions for a credit portfolio for several macroeconomic scenarios. We implement two simulation procedures based on two assumptions relative to probabilities of default (PDs): in the first procedure, firms are assumed to have identical default probabilities; in the second, individual risk is taken into account. The empirical results indicate that these simulation procedures lead to quite different loss distributions. For instance, a negative one standard deviation shock on output leads to a maximum loss of 3.07% of the financial debt of the French manufacturing sector, with a probability of 99%, under the identical default probability hypothesis versus 2.61% with individual default probabilities.

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Bibliographic Info

Paper provided by Banque de France in its series Working papers with number 238.

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Length: 33 pages
Date of creation: 2009
Date of revision:
Handle: RePEc:bfr:banfra:238

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Keywords: macro stress test ; credit risk model ; loss distribution.;

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  1. Merton, Robert C., 1973. "On the pricing of corporate debt: the risk structure of interest rates," Working papers 684-73., Massachusetts Institute of Technology (MIT), Sloan School of Management.
  2. Glenn Hoggarth & Steffen Sorensen & Lea Zicchino, 2005. "Stress tests of UK banks using a VAR approach," Bank of England working papers 282, Bank of England.
  3. 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.
  4. Linda Allen & Anthony Saunders, 2004. "Incorporating Systemic Influences Into Risk Measurements: A Survey of the Literature," Journal of Financial Services Research, Springer, vol. 26(2), pages 161-191, October.
  5. Anil Bangia & Francis X. Diebold & Til Schuermann, 2000. "Ratings Migration and the Business Cycle, With Application to Credit Portfolio Stress Testing," Center for Financial Institutions Working Papers 00-26, Wharton School Center for Financial Institutions, University of Pennsylvania.
  6. De Bandt, O. & Oung, V., 2004. "Assessment of “stress tests” conducted on the French banking system," Financial Stability Review, Banque de France, issue 5, pages 55-72, November.
  7. Harvir Kalirai & Martin Scheicher, 2002. "Macroeconomic Stress Testing: Preliminary Evidence for Austria," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 3, pages 58-74.
  8. Amato, Jeffery D. & Furfine, Craig H., 2004. "Are credit ratings procyclical?," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2641-2677, November.
  9. repec:onb:oenbwp:y:2002:i:3:b:3 is not listed on IDEAS
  10. Virolainen , Kimmo, 2004. "Macro stress testing with a macroeconomic credit risk model for Finland," Research Discussion Papers 18/2004, Bank of Finland.
  11. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-80, November.
  12. Sorge, Marco & Virolainen, Kimmo, 2006. "A comparative analysis of macro stress-testing methodologies with application to Finland," Journal of Financial Stability, Elsevier, vol. 2(2), pages 113-151, June.
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Cited by:
  1. Morone, Marco & Cornaglia, Anna, 2010. "An econometric model to quantify benchmark downturn LGD on residential mortgages," MPRA Paper 25588, University Library of Munich, Germany.
  2. Fève, P. & Matheron, J. & Sahuc, J-G., 2009. "Minimum Distance Estimation and Testing of DSGE Models from Structural VARs," Working papers 245, Banque de France.
  3. Monfort, A., 2009. "Optimal Portfolio Allocation under Asset and Surplus VaR Constraints," Working papers 251, Banque de France.

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