Nothing Special   »   [go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/ecb/ecbwps/2002145.html
   My bibliography  Save this paper

Towards a new early warning system of financial crises

Author

Listed:
  • Fratzscher, Marcel
  • Bussière, Matthieu
Abstract
This paper develops a new Early Warning System (EWS) model for predicting financial crises, based on a multinomial logit model. It is shown that EWS approaches based on binomial discrete-dependent-variable models can be subject to what we call a post-crisis bias. This bias arises when no distinction is made between tranquil periods, when economic fundamentals are largely sound and sustainable, and crisis/post-crisis periods, when economic variables go through an adjustment process before reaching a more sustainable level or growth path. We show that applying a multinomial logit model, which allows distinguishing between more than two states, is a valid way of solving this problem and constitutes a substantial improvement in the ability to forecast financial crises. The empirical results reveal that, for a set of 32 open emerging markets from 1993 till the present, the model would have correctly predicted a large majority of crises in emerging markets. Moreover, we derive general results about the optimal design of EWS models, which allows policy-makers to make an optimal choice based on their degree of risk-aversion against unanticipated financial crises. JEL Classification: F31, F47, F30

Suggested Citation

  • Fratzscher, Marcel & Bussière, Matthieu, 2002. "Towards a new early warning system of financial crises," Working Paper Series 145, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:2002145
    Note: 335955
    as

    Download full text from publisher

    File URL: https://www.ecb.europa.eu//pub/pdf/scpwps/ecbwp145.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Kaminsky, Graciela L & Reinhart, Carmen M, 1998. "Financial Crises in Asia and Latin America: Then and Now," American Economic Review, American Economic Association, vol. 88(2), pages 444-448, May.
    2. Oliver D. Babson & Steven B. Kamin, 1999. "The contributions of domestic and external factors to Latin American devaluation crises: an early warning systems approach," International Finance Discussion Papers 645, Board of Governors of the Federal Reserve System (U.S.).
    3. Frankel, Jeffrey A & Rose, Andrew K, 1996. "Currency Crashes in Emerging Markets: Empirical Indicators," CEPR Discussion Papers 1349, C.E.P.R. Discussion Papers.
    4. Andrew Berg & Eduardo Borensztein & Catherine Pattillo, 2005. "Assessing Early Warning Systems: How Have They Worked in Practice?," IMF Staff Papers, Palgrave Macmillan, vol. 52(3), pages 1-5.
    5. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    6. 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.
    7. 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.
    8. Kaminsky, Graciela L. & Schmukler, Sergio L., 1999. "What triggers market jitters?: A chronicle of the Asian crisis," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 537-560, August.
    9. Kamin, Steven B., 1999. "The current international financial crisis:: how much is new?," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 501-514, August.
    10. Jeffrey D. Sachs & Aaron Tornell & Andrés Velasco, 1996. "Financial Crises in Emerging Markets: The Lessons from 1995," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 27(1), pages 147-216.
    11. Fernald, John & Edison, Hali & Loungani, Prakash, 1999. "Was China the first domino? Assessing links between China and other Asian economies," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 515-535, August.
    12. Glick, Reuven & Rose, Andrew K., 1999. "Contagion and trade: Why are currency crises regional?," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 603-617, August.
    13. Andrew Berg & Catherine Pattillo, 1999. "Are Currency Crises Predictable? A Test," IMF Staff Papers, Palgrave Macmillan, vol. 46(2), pages 1-1.
    14. Ms. Nancy P. Marion & Mr. Robert P Flood, 1998. "Perspectiveson the Recent Currency Crisis Literature," IMF Working Papers 1998/130, International Monetary Fund.
    15. 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.
    16. 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.
    17. Calvo, Guillermo A. & Mendoza, Enrique G., 2000. "Rational contagion and the globalization of securities markets," Journal of International Economics, Elsevier, vol. 51(1), pages 79-113, June.
    18. Aaron Tornell, 1999. "Common Fundamentals in the Tequila and Asian Crises," Harvard Institute of Economic Research Working Papers 1868, Harvard - Institute of Economic Research.
    19. George Soros, 1999. "The International Financial Crisis," Challenge, Taylor & Francis Journals, vol. 42(2), pages 58-76, March.
    20. Martin Feldstein, 1999. "Self-Protection for Emerging Market Economies," NBER Working Papers 6907, National Bureau of Economic Research, Inc.
    21. Morris Goldstein & Graciela Kaminsky & Carmen Reinhart, 2017. "Methodology and Empirical Results," World Scientific Book Chapters, in: TRADE CURRENCIES AND FINANCE, chapter 11, pages 397-436, World Scientific Publishing Co. Pte. Ltd..
    22. Sachs, Jeffrey & Tornell, Aaron & Velasco, Andres, 1996. "The Mexican peso crisis: Sudden death or death foretold?," Journal of International Economics, Elsevier, vol. 41(3-4), pages 265-283, November.
    23. Mr. Christian B. Mulder & Mr. Matthieu Bussière, 1999. "External Vulnerability in Emerging Market Economies: How High Liquidity Can Offset Weak Fundamentals and the Effects of Contagion," IMF Working Papers 1999/088, International Monetary Fund.
    24. Schnatz, Bernd, 1998. "Macroeconomic determinants of currency turbulences in emerging markets," Discussion Paper Series 1: Economic Studies 1998,03e, Deutsche Bundesbank.
    25. Marcel Fratzscher, 2003. "On currency crises and contagion," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(2), pages 109-129.
    26. Steven B. Kamin, 1999. "The current international financial crisis: how much is new?," International Finance Discussion Papers 636, Board of Governors of the Federal Reserve System (U.S.).
    27. Gian Maria Milesi-Ferretti & Assaf Razin, 1996. "Sustainability of Persistent Current Account Deficits," NBER Working Papers 5467, National Bureau of Economic Research, Inc.
    28. Mr. Dominique Desruelle & Mr. Alessandro Zanello, 1997. "A Primeron the IMF's Information Notice System," IMF Working Papers 1997/071, International Monetary Fund.
    29. Milesi-Ferretti, Gian Maria & Razin, Assaf, 1996. "Persistent Current Account Deficits: A Warning Signal?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 1(3), pages 161-181, July.
    30. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency crashes in emerging markets: An empirical treatment," Journal of International Economics, Elsevier, vol. 41(3-4), pages 351-366, November.
    31. Bussiere, Matthieu & Fratzscher, Marcel, 2006. "Towards a new early warning system of financial crises," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 953-973, October.
    32. Fratzscher, M., 1999. "What Causes Currency Crises: Sunspots, Contagion or Fundamentals?," Economics Working Papers eco99/39, European University Institute.
    33. International Monetary Fund, 1999. "Sources of Contagion: Finance or Trade?," IMF Working Papers 1999/146, International Monetary Fund.
    34. Berg, Andrew & Pattillo, Catherine, 1999. "Predicting currency crises:: The indicators approach and an alternative," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 561-586, August.
    35. Marcel Fratzscher, 1998. "Why are currency crises contagious? A comparison of the Latin American Crisis of 1994–1995 and the Asian Crisis of 1997–1998," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 134(4), pages 664-691, December.
    36. Steven B. Kamin & Shawna L. Samuel & John W. Schindler, 2001. "The contribution of domestic and external factors to emerging market devaluation crises: an early warning systems approach," International Finance Discussion Papers 711, Board of Governors of the Federal Reserve System (U.S.).
    37. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bussiere, Matthieu & Fratzscher, Marcel, 2006. "Towards a new early warning system of financial crises," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 953-973, October.
    2. Matthieu Bussière, 2013. "Balance of payment crises in emerging markets: how early were the ‘early’ warning signals?," Applied Economics, Taylor & Francis Journals, vol. 45(12), pages 1601-1623, April.
    3. Pavel Trunin & M. Kamenskih, 2007. "Monitoring Financial Stability In Developing Economies (Case of Russia)," Research Paper Series, Gaidar Institute for Economic Policy, issue 111.
    4. Marcel Fratzscher, 2003. "On currency crises and contagion," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(2), pages 109-129.
    5. Frankel, Jeffrey, 2010. "Monetary Policy in Emerging Markets," Handbook of Monetary Economics, in: Benjamin M. Friedman & Michael Woodford (ed.), Handbook of Monetary Economics, edition 1, volume 3, chapter 25, pages 1439-1520, Elsevier.
    6. Hali J. Edison, 2003. "Do indicators of financial crises work? An evaluation of an early warning system," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(1), pages 11-53.
    7. Christofides, Charis & Eicher, Theo S. & Papageorgiou, Chris, 2016. "Did established Early Warning Signals predict the 2008 crises?," European Economic Review, Elsevier, vol. 81(C), pages 103-114.
    8. Ari, Ali, 2012. "Early warning systems for currency crises: The Turkish case," Economic Systems, Elsevier, vol. 36(3), pages 391-410.
    9. Brunetti, Celso & Scotti, Chiara & Mariano, Roberto S. & Tan, Augustine H.H., 2008. "Markov switching GARCH models of currency turmoil in Southeast Asia," Emerging Markets Review, Elsevier, vol. 9(2), pages 104-128, June.
    10. Marek Dabrowski, 2002. "Currency Crises in Emerging - Market Economis: Causes, Consequences and Policy Lessons," CASE Network Reports 0051, CASE-Center for Social and Economic Research.
    11. Komulainen, Tuomas, 2001. "Currency crises in emerging markets : Capital flows and herding behaviour," BOFIT Discussion Papers 10/2001, Bank of Finland, Institute for Economies in Transition.
    12. Lin, Chin-Shien & Khan, Haider A. & Chang, Ruei-Yuan & Wang, Ying-Chieh, 2008. "A new approach to modeling early warning systems for currency crises: Can a machine-learning fuzzy expert system predict the currency crises effectively?," Journal of International Money and Finance, Elsevier, vol. 27(7), pages 1098-1121, November.
    13. Marcel Fratzscher, 2003. "On currency crises and contagion," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(2), pages 109-129.
    14. Frankel, Jeffrey & Saravelos, George, 2012. "Can leading indicators assess country vulnerability? Evidence from the 2008–09 global financial crisis," Journal of International Economics, Elsevier, vol. 87(2), pages 216-231.
    15. Rakesh Padhan & K. P. Prabheesh, 2019. "Effectiveness Of Early Warning Models: A Critical Review And New Agenda For Future Direction," Bulletin of Monetary Economics and Banking, Bank Indonesia, vol. 22(4), pages 457-484, December.
    16. Jeffrey A. Frankel & George Saravelos, 2010. "Are Leading Indicators of Financial Crises Useful for Assessing Country Vulnerability? Evidence from the 2008-09 Global Crisis," NBER Working Papers 16047, National Bureau of Economic Research, Inc.
    17. Tuomas Komulainen & ) & Johanna Lukkarila, 2003. "What drives financial crises in emerging markets?," Macroeconomics 0304010, University Library of Munich, Germany.
    18. repec:zbw:bofitp:2001_010 is not listed on IDEAS
    19. Hamdaoui, Mekki, 2016. "Are systemic banking crises in developed and developing countries predictable?," Journal of Multinational Financial Management, Elsevier, vol. 37, pages 114-138.
    20. Beckmann, Daniela & Menkhoff, Lukas & Sawischlewski, Katja, 2006. "Robust lessons about practical early warning systems," Journal of Policy Modeling, Elsevier, vol. 28(2), pages 163-193, February.
    21. Andre Cartapanis, 2004. "Le declenchement des crises de change : qu'avons-nous appris depuis dix ans ?," Economie Internationale, CEPII research center, issue 97, pages 5-48.

    More about this item

    Keywords

    crisis prediction; currency crises; Early Warning System;
    All these keywords.

    JEL classification:

    • F31 - International Economics - - International Finance - - - Foreign Exchange
    • F47 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Forecasting and Simulation: Models and Applications
    • F30 - International Economics - - International Finance - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ecb:ecbwps:2002145. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Official Publications (email available below). General contact details of provider: https://edirc.repec.org/data/emieude.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.