Comparing simulation models for market risk stress testing
The subprime crisis has reminded us that effective stress tests should not only combine subjective scenarios with historical data, but also be probabilistic. In this paper, we combine three hypothetical shocks, of varying degrees, with more than six years of daily data on USD-INR and Euro-INR. Our objective is to compare six simulation-based stress models for foreign exchange positions. We find that while volatility-weighted historical simulation is the best model for volatility persistence, jump diffusion based Monte Carlo simulation is better at capturing correlation breakdown. Loss estimates from very fat-tailed distributions are not sensitive to the severity of stress scenarios.
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- Coffinet, J. & Lin, S. & Martin, C., 2009. "Stress testing French banks' income subcomponents," Working papers 242, Banque de France.
- Dimson, Elroy & Marsh, Paul, 1997.
"Stress tests of capital requirements,"
Journal of Banking & Finance,
Elsevier, vol. 21(11-12), pages 1515-1546, December.
- Elroy Dimson & Paul Marsh, 1996. "Stress Tests of Capital Requirements," Center for Financial Institutions Working Papers 96-50, Wharton School Center for Financial Institutions, University of Pennsylvania.
- Michael S. Gibson, 2001. "Incorporating event risk into value-at-risk," Finance and Economics Discussion Series 2001-17, Board of Governors of the Federal Reserve System (U.S.).
- Hsieh, Chung-Chi & Lu, Yu-Ting, 2010. "Manufacturer's return policy in a two-stage supply chain with two risk-averse retailers and random demand," European Journal of Operational Research, Elsevier, vol. 207(1), pages 514-523, November.
- Turan G. Bali, 2003. "An Extreme Value Approach to Estimating Volatility and Value at Risk," The Journal of Business, University of Chicago Press, vol. 76(1), pages 83-108, January.
- Bhattacharyya, Malay & Chaudhary, Abhishek & Yadav, Gaurav, 2008. "Conditional VaR estimation using Pearson's type IV distribution," European Journal of Operational Research, Elsevier, vol. 191(2), pages 386-397, December.
- Grundke, Peter, 2009. "Importance sampling for integrated market and credit portfolio models," European Journal of Operational Research, Elsevier, vol. 194(1), pages 206-226, April.
- Koenig, Matthias & Meissner, Joern, 2010. "List pricing versus dynamic pricing: Impact on the revenue risk," European Journal of Operational Research, Elsevier, vol. 204(3), pages 505-512, August.
- Matthias Koenig & Joern Meissner, 2008. "List Pricing versus Dynamic Pricing: Impact on the Revenue Risk," Working Papers MRG/0011, Department of Management Science, Lancaster University, revised Apr 2009.
- Patnaik, Ila & Shah, Ajay, 2010. "Why India Choked when Lehman Broke," India Policy Forum, National Council of Applied Economic Research, vol. 6(1), pages 39-72.
- Ajay Shah & Ila Patnaik, 2010. "Why India Choked when Lehman Broke," Working Papers id:2362, eSocialSciences.
- Ila Patnaik & Ajay Shah, 2010. "Why India choked when Lehman broke," Finance Working Papers 22974, East Asian Bureau of Economic Research.
- Patnaik, Ila & Shah, Ajay, 2010. "Why India choked when Lehman broke," Working Papers 10/63, National Institute of Public Finance and Policy.
- Jeremy Berkowitz, 1999. "A coherent framework for stress-testing," Finance and Economics Discussion Series 1999-29, Board of Governors of the Federal Reserve System (U.S.).
- Bali, Turan G. & Weinbaum, David, 2007. "A conditional extreme value volatility estimator based on high-frequency returns," Journal of Economic Dynamics and Control, Elsevier, vol. 31(2), pages 361-397, February.
- Homburg, Carsten & Scherpereel, Peter, 2008. "How should the cost of joint risk capital be allocated for performance measurement?," European Journal of Operational Research, Elsevier, vol. 187(1), pages 208-227, May.
- Bali, Turan G. & Neftci, Salih N., 2003. "Disturbing extremal behavior of spot rate dynamics," Journal of Empirical Finance, Elsevier, vol. 10(4), pages 455-477, September.
- Turan G. Bali & Salih N. Neftci, 2002. "Disturbing Extremal Behavior of Spot Rate Dynamics," ICMA Centre Discussion Papers in Finance icma-dp2002-03, Henley Business School, Reading University.
- Mark Swinburne & Stéphanie Marie Stolz & Marina Moretti, 2008. "Stress Testing at the IMF," IMF Working Papers 08/206, International Monetary Fund.
- Ma, Chenghu & Wong, Wing-Keung, 2010. "Stochastic dominance and risk measure: A decision-theoretic foundation for VaR and C-VaR," European Journal of Operational Research, Elsevier, vol. 207(2), pages 927-935, December.
- Chenghu Ma & Wing-Keung Wong, 2013. "Stochastic Dominance and Risk Measure: A Decision-Theoretic Foundation for VaR and C-VaR," WISE Working Papers 2013-10-14, Wang Yanan Institute for Studies in Economics (WISE), Xiamen University.
- Turan G. Bali, 2007. "A Generalized Extreme Value Approach to Financial Risk Measurement," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(7), pages 1613-1649, October.
- Huang, Dashan & Zhu, Shushang & Fabozzi, Frank J. & Fukushima, Masao, 2010. "Portfolio selection under distributional uncertainty: A relative robust CVaR approach," European Journal of Operational Research, Elsevier, vol. 203(1), pages 185-194, May.
- Pérignon, Christophe & Smith, Daniel R., 2010. "Diversification and Value-at-Risk," Journal of Banking & Finance, Elsevier, vol. 34(1), pages 55-66, January.
- Alexander, Carol & Sheedy, Elizabeth, 2008. "Developing a stress testing framework based on market risk models," Journal of Banking & Finance, Elsevier, vol. 32(10), pages 2220-2236, October.
- Pritsker, Matthew, 2006. "The hidden dangers of historical simulation," Journal of Banking & Finance, Elsevier, vol. 30(2), pages 561-582, February.
- Pérignon, Christophe & Smith, Daniel R., 2010. "The level and quality of Value-at-Risk disclosure by commercial banks," Journal of Banking & Finance, Elsevier, vol. 34(2), pages 362-377, February.
- S. Narayan, 2009. "India," Chapters,in: The Political Economy of Trade Reform in Emerging Markets, chapter 7 Edward Elgar Publishing.
- Bams, Dennis & Lehnert, Thorsten & Wolff, Christian C.P., 2005. "An evaluation framework for alternative VaR-models," Journal of International Money and Finance, Elsevier, vol. 24(6), pages 944-958, October.
- Bams, Dennis & Lehnert, Thorsten & Wolff, Christian C, 2002. "An Evaluation Framework for Alternative VaR Models," CEPR Discussion Papers 3403, C.E.P.R. Discussion Papers.
- Broussard, John Paul & Booth, G. Geoffrey, 1998. "The behavior of extreme values in Germany's stock index futures: An application to intradaily margin setting," European Journal of Operational Research, Elsevier, vol. 104(3), pages 393-402, February. Full references (including those not matched with items on IDEAS)
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