Cyclical default and recovery in stress testing loan losses
We present a macro variable-based empirical model for corporate bank loans’ credit risk. The model captures the well-known positive relationship between probability of default (PD) and loss given default (LGD; i.e., the inverse of recovery) and their counter-cyclical movement with the business cycle. In the absence of proper micro data on LGD, we use a random-sampling method to estimate the annual average LGD. We specify a two equation model for PD and LGD which is estimated with Finnish time-series data from 1989 to 2008. We also use a system of time-series models for the exogenous macro variables to derive the main macroeconomic shocks which are then used in stress testing aggregate loan losses. We show that the endogenous LGD makes a considerable difference in stress tests compared to a constant LGD assumption.
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- Shleifer, Andrei & Vishny, Robert W, 1992.
" Liquidation Values and Debt Capacity: A Market Equilibrium Approach,"
Journal of Finance,
American Finance Association, vol. 47(4), pages 1343-1366, September.
- Shleifer, Andrei & Vishny, Robert W., 1992. "Liquidation Values and Debt Capacity: A Market Equilibrium Approach," Scholarly Articles 27692663, Harvard University Department of Economics.
- Gordy, Michael B., 2000. "A comparative anatomy of credit risk models," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 119-149, January.
- 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.).
- Abdelaziz Rouabah & John Theal, 2010. "Stress testing: The impact of shocks on the capital needs of the Luxembourg banking sector," BCL working papers 47, Central Bank of Luxembourg.
- Edward I. Altman & Brooks Brady & Andrea Resti & Andrea Sironi, 2005. "The Link between Default and Recovery Rates: Theory, Empirical Evidence, and Implications," The Journal of Business, University of Chicago Press, vol. 78(6), pages 2203-2228, November.
- Juan Carlos Conesa & Timothy J. Kehoe & Kim J. Ruhl, 2007. "Modeling great depressions: the depression in Finland in the 1990s," Quarterly Review, Federal Reserve Bank of Minneapolis, issue Nov, pages 16-44.
- Juan Carlos Conesa & Timothy J. Kehoe & Kim J. Ruhl, 2007. "Modeling Great Depressions: The Depression in Finland in the 1990s," NBER Working Papers 13591, National Bureau of Economic Research, Inc.
- Juan Carlos Conesa & Timothy J. Kehoe & Kim J. Ruhl, 2007. "Modeling great depressions: the depression in Finland in the 1990s," Staff Report 401, Federal Reserve Bank of Minneapolis.
- Stefano Caselli & Stefano Gatti & Francesca Querci, 2008. "The Sensitivity of the Loss Given Default Rate to Systematic Risk: New Empirical Evidence on Bank Loans," Journal of Financial Services Research, Springer;Western Finance Association, vol. 34(1), pages 1-34, August.
- 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. Full references (including those not matched with items on IDEAS)