IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Log in (now much improved!) to save this paper

Forecasting Financial Crises and Contagion in Asia using Dynamic Factor Analysis

  • Andrea Cipollini

    ()

  • George Kapetanios

    ()

In this paper we use principal components analysis to obtain vulnerability indicators able to predict financial turmoil. Probit modelling through principal components and also stochastic simulation of a Dynamic Factor model are used to produce the corresponding probability forecasts regarding the currency crisis events a®ecting a number of East Asian countries during the 1997-1998 period. The principal components model improves upon a number of competing models, in terms of out-of-sample forecasting performance.

If 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.

File URL: http://www.recent.unimore.it/wp/RECent-wp14.pdf
Download Restriction: no

Paper provided by University of Modena and Reggio E., Dept. of Economics "Marco Biagi" in its series Center for Economic Research (RECent) with number 014.

as
in new window

Length: pages 21
Date of creation: Mar 2008
Date of revision:
Handle: RePEc:mod:recent:014
Contact details of provider: Web page: http://www.recent.unimore.it/

More information through EDIRC

References listed on IDEAS
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.:

as in new window
  1. T. Todd Smith & Garry J. Schinasi, 1999. "Portfolio Diversification, Leverage, and Financial Contagion," IMF Working Papers 99/136, International Monetary Fund.
  2. Reinhart, Carmen & Goldstein, Morris & Kaminsky, Graciela, 2000. "The Wake of Crises and Devaluations," MPRA Paper 24570, University Library of Munich, Germany.
  3. Bussière, Matthieu & Fratzscher, Marcel, 2002. "Towards a new early warning system of financial crises," Working Paper Series 0145, European Central Bank.
  4. Mario Forni & Domenico Giannone & Marco Lippi & Lucrezia Reichlin, 2008. "Opening the Black Box: Structural Factor Models with Large Cross-Sections," Working Papers ECARES 2008_036, ULB -- Universite Libre de Bruxelles.
  5. Barry Eichengreen & Andrew K. Rose & Charles Wyplosz, 1996. "Contagious Currency Crises," NBER Working Papers 5681, National Bureau of Economic Research, Inc.
  6. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
  7. Reuven Glick & Andrew K. Rose, 1998. "Contagion and Trade: Why Are Currency Crises Regional?," NBER Working Papers 6806, National Bureau of Economic Research, Inc.
  8. Carmen M. Reinhart & Sara Calvo, 1996. "Capital Flows to Latin America: Is There Evidence of Contagion Effects?," Peterson Institute Press: Chapters, in: Guillermo A. Calvo & Morris Goldstein & Eduard Hochreiter (ed.), Private Capital Flows to Emerging Markets After the Mexican Crisis, pages 151-171 Peterson Institute for International Economics.
  9. Jan P.A.M. Jacobs & Gerard H. Kuper & Lestano, 2004. "Currency crises in Asia: A multivariate logit approach," International Finance 0409005, EconWPA.
  10. Guillermo A. Calvo & Enrique G. Mendoza, 1999. "Regional Contagion and the Globalization of Securities Markets," NBER Working Papers 7153, National Bureau of Economic Research, Inc.
  11. Atsushi Inoue & Barbara Rossi, 2008. "Monitoring and Forecasting Currency Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(2-3), pages 523-534, 03.
  12. Massimo Sbracia & Andrea Zaghini, 2003. "The Role of the Banking System in the International Transmission of Shocks," The World Economy, Wiley Blackwell, vol. 26(5), pages 727-754, 05.
  13. Evan C Tanner, 2002. "Exchange Market Pressure, Currency Crises, and Monetary Policy; Additional Evidence From Emerging Markets," IMF Working Papers 02/14, International Monetary Fund.
  14. Graciela L. Kaminsky, 1998. "Currency and banking crises: the early warnings of distress," International Finance Discussion Papers 629, Board of Governors of the Federal Reserve System (U.S.).
  15. Roberto Chang & Andres Velasco, 1999. "Liquidity crises in emerging markets: Theory and policy," FRB Atlanta Working Paper 99-15, Federal Reserve Bank of Atlanta.
  16. George Kapetanios & Massimiliano Marcellino, 2003. "A Comparison of Estimation Methods for Dynamic Factor Models of Large Dimensions," Working Papers 489, Queen Mary University of London, School of Economics and Finance.
  17. Mario Forni & Marc Hallin & Lucrezia Reichlin & Marco Lippi, 2000. "The generalised dynamic factor model: identification and estimation," ULB Institutional Repository 2013/10143, ULB -- Universite Libre de Bruxelles.
  18. 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 5.
  19. Marcelle Chauvet & Fang Dong, 2004. "Leading indicators of country risk and currency crises: the Asian experience," Economic Review, Federal Reserve Bank of Atlanta, issue Q 1, pages 25 - 37.
  20. Jushan Bai & Serena Ng, 2001. "A Panic Attack on Unit Roots and Cointegration," Economics Working Paper Archive 469, The Johns Hopkins University,Department of Economics.
  21. International Monetary Fund, 2000. "Spillovers Through Banking Centers; A Panel Data Analysis," IMF Working Papers 00/88, International Monetary Fund.
  22. Graciela L. Kaminsky & Carmen M. Reinhart, 2001. "Bank Lending and Contagion: Evidence from the Asian Crisis," NBER Chapters, in: Regional and Global Capital Flows: Macroeconomic Causes and Consequences, NBER-EASE Volume 10, pages 73-99 National Bureau of Economic Research, Inc.
  23. Forni, Mario & Lippi, Marco & Reichlin, Lucrezia, 2003. "Opening the Black Box: Structural Factor Models versus Structural VARs," CEPR Discussion Papers 4133, C.E.P.R. Discussion Papers.
  24. Mody, Ashoka & Taylor, Mark P, 2003. "Common Vulnerabilities," CEPR Discussion Papers 3759, C.E.P.R. Discussion Papers.
  25. Laura E. Kodres & Matthew Pritsker, 1998. "A rational expectations model of financial contagion," Finance and Economics Discussion Series 1998-48, Board of Governors of the Federal Reserve System (U.S.).
  26. Jeffrey A. Frankel & Andrew K. Rose, 1996. "Currency crashes in emerging markets: an empirical treatment," International Finance Discussion Papers 534, Board of Governors of the Federal Reserve System (U.S.).
  27. 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.
  28. Reinhart, Carmen & Kaminsky, Graciela, 1998. "On crises, contagion, and confusion," MPRA Paper 13709, University Library of Munich, Germany.
  29. Girton, Lance & Roper, Don, 1977. "A Monetary Model of Exchange Market Pressure Applied to the Postwar Canadian Experience," American Economic Review, American Economic Association, vol. 67(4), pages 537-48, September.
  30. Jushan Bai & Serena Ng, 2008. "Extremum Estimation when the Predictors are Estimated from Large Panels," Annals of Economics and Finance, Society for AEF, vol. 9(2), pages 201-222, November.
  31. Andrea Cipollini & George Kapetanios, 2003. "A Dynamic Factor Analysis of Financial Contagion in Asia," Working Papers 498, Queen Mary University of London, School of Economics and Finance.
  32. Jushan Bai, 2003. "Inferential Theory for Factor Models of Large Dimensions," Econometrica, Econometric Society, vol. 71(1), pages 135-171, January.
  33. Van Rijckeghem, Caroline & Weder, Beatrice, 2003. "Spillovers through banking centers: a panel data analysis of bank flows," Journal of International Money and Finance, Elsevier, vol. 22(4), pages 483-509, August.
  34. Takatoshi Ito & Anne O. Krueger, 2001. "Regional and Global Capital Flows: Macroeconomic Causes and Consequences, NBER-EASE Volume 10," NBER Books, National Bureau of Economic Research, Inc, number ito_01-1, September.
  35. 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.
  36. Stock, James H & Watson, Mark W, 2002. "Macroeconomic Forecasting Using Diffusion Indexes," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(2), pages 147-62, April.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:mod:recent:014. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ()

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

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

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.