Rules of Thumb for Banking Crises in Emerging Markets
AbstractThis paper employs a recent statistical algorithm (CRAGGING) in order to build an early warning model for banking crises in emerging markets. We perturb our data set many times and create “artificial” samples from which we estimated our model, so that, by construction, it is flexible enough to be applied to new data for out-of-sample prediction. We find that, out of a large number (540) of candidate explanatory variables, from macroeconomic to balance sheet indicators of the countries’ financial sector, we can accurately predict banking crises by just a handful of variables. Using data over the period from 1980 to 2010, the model identifies two basic types of banking crises in emerging markets: a “Latin American type”, resulting from the combination of a (past) credit boom, a flight from domestic assets, and high levels of interest rates on deposits; and an “Asian type”, which is characterized by an investment boom financed by banks’ foreign debt. We compare our model to other models obtained using more traditional techniques, a Stepwise Logit, a Classification Tree, and an “Average” model, and we find that our model strongly dominates the others in terms of out-of-sample predictive power.
Download InfoIf you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
Bibliographic InfoPaper provided by Dipartimento Scienze Economiche, Universita' di Bologna in its series Working Papers with number wp872.
Date of creation: Mar 2013
Date of revision:
Contact details of provider:
Postal: Piazza Scaravilli, 2, and Strada Maggiore, 45, 40125 Bologna
Phone: +39 051 209 8019 and 2600
Fax: +39 051 209 8040 and 2664
Web page: http://www.dse.unibo.it
More information through EDIRC
Other versions of this item:
- Paolo Manasse & Roberto Savona & Marika Vezzoli, 2013. "Rules of Thumb for Banking Crises in Emerging Markets," Working Papers 481, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
- E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
- G01 - Financial Economics - - General - - - Financial Crises
- G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
This paper has been announced in the following NEP Reports:
- NEP-ALL-2013-03-30 (All new papers)
- NEP-BAN-2013-03-30 (Banking)
- NEP-CBA-2013-03-30 (Central Banking)
- NEP-FOR-2013-03-30 (Forecasting)
- NEP-MAC-2013-03-30 (Macroeconomics)
- NEP-RMG-2013-03-30 (Risk Management)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Reuven Glick & Ramon Moreno & Mark Spiegel, 2001. "Financial crises in emerging markets," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue mar.23.
- 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.).
- 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.
- 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.
- Daniel C. Hardy & Ceyla Pazarbasioglu, 1999. "Determinants and Leading Indicators of Banking Crises: Further Evidence," IMF Staff Papers, Palgrave Macmillan, vol. 46(3), pages 1.
- Carmen M. Reinhart & Kenneth S. Rogoff, 2010.
"From Financial Crash to Debt Crisis,"
NBER Working Papers
15795, National Bureau of Economic Research, Inc.
- Roberto Savona & Marika Vezzoli, 2012. "Fitting and Forecasting Sovereign Defaults Using Multiple Risk Signals," Working Papers 2012_26, Department of Economics, University of Venice "Ca' Foscari".
- Eichengreen, Barry & Rose, Andrew K, 1998.
"Staying Afloat When the Wind Shifts: External Factors and Emerging-Market Banking Crises,"
CEPR Discussion Papers
1828, C.E.P.R. Discussion Papers.
- Barry Eichengreen & Andrew K. Rose, 1998. "Staying Afloat When the Wind Shifts: External Factors and Emerging-Market Banking Crises," NBER Working Papers 6370, National Bureau of Economic Research, Inc.
- Davis, E. Philip & Karim, Dilruba, 2008. "Comparing early warning systems for banking crises," Journal of Financial Stability, Elsevier, vol. 4(2), pages 89-120, June.
- Duttagupta, Rupa & Cashin, Paul, 2011. "Anatomy of banking crises in developing and emerging market countries," Journal of International Money and Finance, Elsevier, vol. 30(2), pages 354-376, March.
- Kraft, Evan & Galac, Tomislav, 2007. "Deposit interest rates, asset risk and bank failure in Croatia," Journal of Financial Stability, Elsevier, vol. 2(4), pages 312-336, March.
- Kevin C. Murdock & Thomas F. Hellmann & Joseph E. Stiglitz, 2000. "Liberalization, Moral Hazard in Banking, and Prudential Regulation: Are Capital Requirements Enough?," American Economic Review, American Economic Association, vol. 90(1), pages 147-165, March.
- Marcos Chamon & Paolo Manasse & Alessandro Prati, 2007. "Can We Predict the Next Capital Account Crisis?," IMF Staff Papers, Palgrave Macmillan, vol. 54(2), pages 270-305, June.
- Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
- Manasse, Paolo & Roubini, Nouriel, 2009.
""Rules of thumb" for sovereign debt crises,"
Journal of International Economics,
Elsevier, vol. 78(2), pages 192-205, July.
- Reinhart, Carmen & Goldstein, Morris & Kaminsky, Graciela, 2000. "Assessing financial vulnerability, an early warning system for emerging markets: Introduction," MPRA Paper 13629, University Library of Munich, Germany.
- Fuertes, Ana-Maria & Kalotychou, Elena, 2007. "Optimal design of early warning systems for sovereign debt crises," International Journal of Forecasting, Elsevier, vol. 23(1), pages 85-100.
- Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "This Time Is Different: Eight Centuries of Financial Folly," Economics Books, Princeton University Press, edition 1, volume 1, number 8973.
- Graciela Laura Kaminsky, 1999. "Currency and Banking Crises," IMF Working Papers 99/178, International Monetary Fund.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Luca Miselli).
If references are entirely missing, you can add them using this form.