Identifying the Predictors for Financial Crisis Using Gibbs Sampler
The Asian financial crisis broke out in Thailand in July 1997, and rapidly spread throughout the neighboring countries. An important question then arises? Is it possible to predict next financial crisis? If yes, then what are the predictors? The answer lies in combined usage of economic theory and econometric methods. By using the economic theory, one can locate possible potential crisis predictors whereas appropriate econometric models can pinpoint effective ones. In this paper we suggest using the Stochastic Search Variable Selection (SSVS) developed by George and McCulloch (1993) to identify the crisis predictors. As is suggested by the name, SSVS stochastically searches for practically significant variables. Each variable coefficient is assumed to come from a mixture of two normal variates with respectively large and small variances. For the former case, this variable is considered as insignificant and should be excluded from the model whereas for the latter, this variable is significant and should be included in the model. SSVS is not affected by the ordering of the candidate variables and is particularly effective when the sample size is much smaller than the number of all possible models. By employing SSVS method, we conclude that annual growth rate of money supply, $M_2$, and the ratio of government debt to GDP are promising predictors for financial crisis. It is worth mentioning that the frequently mentioned factors, such as ratio of total foreign reserve to GDP and the ratio of current deficit to GDP are not selected by our analysis. Our empirical analysis implies that monetary and fiscal policy play a crucial role in exploring the Asian financial crisis.
|Date of creation:||12 Jun 2003|
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- Graciela Kaminsky & Saul Lizondo & Carmen M. Reinhart, 1998.
"Leading Indicators of Currency Crises,"
IMF Staff Papers,
Palgrave Macmillan, vol. 45(1), pages 1-48, March.
- Graciela Laura Kaminsky, 1997. "Leading Indicators of Currency Crises," IMF Working Papers 97/79, International Monetary Fund.
- Reinhart, Carmen & Kaminsky, Graciela & Lizondo, Saul, 1998. "Leading Indicators of Currency Crises," MPRA Paper 6981, University Library of Munich, Germany.
- Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
- Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
- Graciela L. Kaminsky & Carmen M. Reinhart, 1996. "The twin crises: the causes of banking and balance-of-payments problems," International Finance Discussion Papers 544, Board of Governors of the Federal Reserve System (U.S.).
- Reinhart, Carmen & Kaminsky, Graciela, 2000.
"Las crisis gemelas: las causas de los problemas bancarios y de balanza de pagos
[The twin crises: Te causes of banking and balance of payments problems]," MPRA Paper 13842, University Library of Munich, Germany.
- Reinhart, Carmen & Kaminsky, Graciela, 1999. "The twin crises: The causes of banking and balance of payments problems," MPRA Paper 14081, University Library of Munich, Germany.
- Krugman, Paul, 1979. "A Model of Balance-of-Payments Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 11(3), pages 311-325, August.
- Corsetti, Giancarlo & Pesenti, Paolo & Roubini, Nouriel, 1999. "What caused the Asian currency and financial crisis?," Japan and the World Economy, Elsevier, vol. 11(3), pages 305-373, October.
- Corsetti, G. & Pesenti, P. & Roubini, N., 1998. "What Caused the Asian Currency and Financial Crisis?," Papers 343, Banca Italia - Servizio di Studi.
- Giancarlo Corsetti & Paolo Pesenti & Nouriel Roubini, 1998. "What Caused the Asian Currency and Financial Crisis?," Temi di discussione (Economic working papers) 343, Bank of Italy, Economic Research and International Relations Area.
- Calvo, Guillermo A. & Vegh, Carlos A., 1999. "Inflation stabilization and bop crises in developing countries," Handbook of Macroeconomics,in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 24, pages 1531-1614 Elsevier.
- Guillermo A. Calvo & Carlos A. Vegh, 1999. "Inflation Stabilization and BOP Crises in Developing Countries," NBER Working Papers 6925, National Bureau of Economic Research, Inc.
- Flood, Robert & Marion, Nancy, 1999. "Perspectives on the Recent Currency Crisis Literature," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 4(1), pages 1-26, January.
- Robert Flood & Nancy Marion, 1998. "Perspectives on the Recent Currency Crisis Literature," NBER Working Papers 6380, National Bureau of Economic Research, Inc.
- Nancy P. Marion & Robert P Flood, 1998. "Perspectiveson the Recent Currency Crisis Literature," IMF Working Papers 98/130, International Monetary Fund.
- Blanco, Herminio & Garber, Peter M, 1986. "Recurrent Devaluation and Speculative Attacks on the Mexican Peso," Journal of Political Economy, University of Chicago Press, vol. 94(1), pages 148-166, February.
- Steven Radelet & Jeffrey Sachs, 1998. "The Onset of the East Asian Financial Crisis," NBER Working Papers 6680, National Bureau of Economic Research, Inc. Full references (including those not matched with items on IDEAS)
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