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Identifying the Predictors for Financial Crisis Using Gibbs Sampler

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Author Info
Jin-Lung Lin (Institute of Economics, Academia Sinica)
Chung-Shu Wu (Institute of Economics, Academia Sinica)
Abstract

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.

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Paper provided by EconWPA in its series Econometrics with number 0306006.

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Length: 17 pages
Date of creation: 12 Jun 2003
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Handle: RePEc:wpa:wuwpem:0306006

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Keywords: early warning;

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Find related papers by JEL classification:
L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms
C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Microeconomic Data
F49 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Other
R38 - Urban, Rural, and Regional Economics - - Production Analysis and Firm Location - - - Government Policies; Regulatory Policies

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  1. 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. [Downloadable!] (restricted)
    Other versions:
  2. 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.). [Downloadable!]
    Other versions:
  3. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank. [Downloadable!]
    Other versions:
  4. Corsetti, G. & Pesenti, P. & Roubini, N., 1998. "What Caused the Asian Currency and Financial Crisis?," Papers 343, Banca Italia - Servizio di Studi.
    Other versions:
  5. 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 148-66, February. [Downloadable!] (restricted)
  6. Krugman, Paul, 1979. "A Model of Balance-of-Payments Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 11(3), pages 311-25, August. [Downloadable!] (restricted)
  7. Robert Flood & Nancy Marion, 1998. "Perspectives on the Recent Currency Crisis Literature," NBER Working Papers 6380, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  8. Steven Radelet & Jeffrey Sachs, 1998. "The Onset of the East Asian Financial Crisis," NBER Working Papers 6680, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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