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

Predicting distress in European banks

  • Betz, Frank
  • Oprica, Silviu
  • Peltonen, Tuomas A.
  • Sarlin, Peter

The paper develops an early-warning model for predicting vulnerabilities leading to distress in European banks using both bank and country-level data. As outright bank failures have been rare in Europe, the paper introduces a novel dataset that complements bankruptcies and defaults with state interventions and mergers in distress. The signals of the early warning model are calibrated not only according to the policy-maker’s preferences between type I and II errors, but also to take into account the potential systemic relevance of each individual financial institution. The key findings of the paper are that complementing bank specific vulnerabilities with indicators for macro-financial imbalances and banking sector vulnerabilities improves model performance and yields useful out-of-sample predictions of bank distress during the current financial crisis. JEL Classification: E44, E58, F01, F37, G01

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.ecb.europa.eu/pub/pdf/scpwps/ecbwp1597.pdf
Download Restriction: no

Paper provided by European Central Bank in its series Working Paper Series with number 1597.

as
in new window

Length:
Date of creation: Oct 2013
Date of revision:
Handle: RePEc:ecb:ecbwps:20131597
Contact details of provider: Postal:
60640 Frankfurt am Main, Germany

Phone: +49 69 1344 0
Fax: +49 69 1344 6000
Web page: http://www.ecb.europa.eu/
Email:


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. Jin, Justin Yiqiang & Kanagaretnam, Kiridaran & Lobo, Gerald J. & Mathieu, Robert, 2013. "Impact of FDICIA internal controls on bank risk taking," Journal of Banking & Finance, Elsevier, vol. 37(2), pages 614-624.
  2. Joon-Ho Hahm & Hyun Song Shin & Kwanho Shin, 2012. "Non-Core Bank Liabilities and Financial Vulnerability," NBER Working Papers 18428, National Bureau of Economic Research, Inc.
  3. Fratzscher, Marcel & Matthieu Bussiere, 2003. "Towards A New Early Warning System of Financial Crises," Royal Economic Society Annual Conference 2003 81, Royal Economic Society.
  4. Arena, Marco, 2008. "Bank failures and bank fundamentals: A comparative analysis of Latin America and East Asia during the nineties using bank-level data," Journal of Banking & Finance, Elsevier, vol. 32(2), pages 299-310, February.
  5. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
  6. Demirguc, Asli & Detragiache, Enrica, 2000. "Monitoring Banking Sector Fragility: A Multivariate Logit Approach," World Bank Economic Review, World Bank Group, vol. 14(2), pages 287-307, May.
  7. Andrew K. Rose & Mark M. Spiegel, 2011. "Cross-country causes and consequences of the crisis: an update," Working Paper Series 2011-02, Federal Reserve Bank of San Francisco.
  8. Damiano Sandri & Ashoka Mody, 2011. "The Eurozone Crisis; How Banks and Sovereigns Came to Be Joined At the Hip," IMF Working Papers 11/269, International Monetary Fund.
  9. Fabian Valencia & Luc Laeven, 2011. "The Real Effects of Financial Sector Interventions During Crises," IMF Working Papers 11/45, International Monetary Fund.
  10. Jiri Podpiera & Inci Ötker, 2010. "The Fundamental Determinants of Credit Default Risk for European Large Complex Financial Institutions," IMF Working Papers 10/153, International Monetary Fund.
  11. Kick, Thomas & Koetter, Michael, 2007. "Slippery slopes of stress: Ordered failure events in German banking," Journal of Financial Stability, Elsevier, vol. 3(2), pages 132-148, July.
  12. Rebel A. Cole & Jeffery W. Gunther, 1993. "Separating the likelihood and timing of bank failure," Financial Industry Studies Working Paper 93-2, Federal Reserve Bank of Dallas.
  13. Milne, Alistair, 2014. "Distance to default and the financial crisis," Journal of Financial Stability, Elsevier, vol. 12(C), pages 26-36.
  14. Jin, Justin Yiqiang & Kanagaretnam, Kiridaran & Lobo, Gerald J., 2011. "Ability of accounting and audit quality variables to predict bank failure during the financial crisis," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2811-2819, November.
  15. 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.).
  16. Sarlin, Peter & Peltonen, Tuomas A., 2013. "Mapping the state of financial stability," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 46-76.
  17. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
  18. E. Philip Davis & Dilruba Karim, 2008. "Could Early Warning Systems Have Helped To Predict the Sub-Prime Crisis?," National Institute Economic Review, National Institute of Economic and Social Research, vol. 206(1), pages 35-47, October.
  19. Cole, Rebel A. & White, Lawrence J., 2010. "Déjà vu all over again: The causes of U.S. commercial bank failures this time around," MPRA Paper 24690, University Library of Munich, Germany, revised 28 Jul 2010.
  20. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "The Aftermath of Financial Crises," American Economic Review, American Economic Association, vol. 99(2), pages 466-72, May.
  21. Òscar Jordà & Moritz Schularick & Alan M. Taylor, 2010. "Financial Crises, Credit Booms, and External Imbalances: 140 Years of Lessons," NBER Working Papers 16567, National Bureau of Economic Research, Inc.
  22. Tao Sun, 2011. "Identifying Vulnerabilities in Systemically-Important Financial Institutions in a Macro-Financial Linkages Framework," IMF Working Papers 11/111, International Monetary Fund.
  23. Curry, Timothy J. & Elmer, Peter J. & Fissel, Gary S., 2007. "Equity market data, bank failures and market efficiency," Journal of Economics and Business, Elsevier, vol. 59(6), pages 536-559.
  24. Luc Laeven & Fabian Valencia, 2010. "Resolution of Banking Crises; The Good, the Bad, and the Ugly," IMF Working Papers 10/146, International Monetary Fund.
  25. Carmen M. Reinhart & Kenneth S. Rogoff, 2008. "Is the 2007 U.S. Sub-Prime Financial Crisis So Different? An International Historical Comparison," NBER Working Papers 13761, National Bureau of Economic Research, Inc.
  26. Beltratti, Andrea & Stulz, Rene M., 2010. "The Credit Crisis around the Globe: Why Did Some Banks Perform Better?," Working Paper Series 2010-5, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
  27. John Y. Campbell & Jens Hilscher & Jan Szilagyi, 2006. "In Search of Distress Risk," NBER Working Papers 12362, National Bureau of Economic Research, Inc.
  28. Kumar, Mohan & Moorthy, Uma & Perraudin, William, 2003. "Predicting emerging market currency crashes," Journal of Empirical Finance, Elsevier, vol. 10(4), pages 427-454, September.
  29. Giovanni Dell'Ariccia & Raghuram Rajan & Enrica Detragiache, 2005. "The Real Effect of Banking Crises," IMF Working Papers 05/63, International Monetary Fund.
  30. Demyanyk, Yuliya & Hasan, Iftekhar, 2009. "Financial crises and bank failures : a review of prediction methods," Research Discussion Papers 35/2009, Bank of Finland.
  31. Bongini, Paola & Laeven, Luc & Majnoni, Giovanni, 2002. "How good is the market at assessing bank fragility? A horse race between different indicators," Journal of Banking & Finance, Elsevier, vol. 26(5), pages 1011-1028, May.
  32. Sarlin, Peter, 2013. "On policymakers’ loss functions and the evaluation of early warning systems," Economics Letters, Elsevier, vol. 119(1), pages 1-7.
  33. Fabian Valencia & Luc Laeven, 2008. "Systemic Banking Crises; A New Database," IMF Working Papers 08/224, International Monetary Fund.
  34. Jagtiani, Julapa & Lemieux, Catharine, 2001. "Market discipline prior to bank failure," Journal of Economics and Business, Elsevier, vol. 53(2-3), pages 313-324.
  35. 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.
  36. van den Berg, Jeroen & Candelon, Bertrand & Urbain, Jean-Pierre, 2008. "A cautious note on the use of panel models to predict financial crises," Economics Letters, Elsevier, vol. 101(1), pages 80-83, October.
  37. Hali J. Edison, 2000. "Do indicators of financial crises work? an evaluation of an early warning system," International Finance Discussion Papers 675, Board of Governors of the Federal Reserve System (U.S.).
  38. Flannery, Mark J, 1998. "Using Market Information in Prudential Bank Supervision: A Review of the U.S. Empirical Evidence," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(3), pages 273-305, August.
  39. 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.
  40. DeYoung, Robert & Torna, Gökhan, 2013. "Nontraditional banking activities and bank failures during the financial crisis," Journal of Financial Intermediation, Elsevier, vol. 22(3), pages 397-421.
  41. Männasoo, Kadri & Mayes, David G., 2009. "Explaining bank distress in Eastern European transition economies," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 244-253, February.
  42. Gary Whalen, 1991. "A proportional hazards model of bank failure: an examination of its usefulness as an early warning tool," Economic Review, Federal Reserve Bank of Cleveland, issue Q I, pages 21-31.
  43. Stolz, Stéphanie Marie & Wedow, Michael, 2010. "Extraordinary measures in extraordinary times: Public measures in support of the financial sector in the EU and the United States," Discussion Paper Series 1: Economic Studies 2010,13, Deutsche Bundesbank, Research Centre.
  44. Alessi, Lucia & Detken, Carsten, 2011. "Quasi real time early warning indicators for costly asset price boom/bust cycles: A role for global liquidity," European Journal of Political Economy, Elsevier, vol. 27(3), pages 520-533, September.
  45. 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.).
  46. Agarwal, Vineet & Taffler, Richard, 2008. "Comparing the performance of market-based and accounting-based bankruptcy prediction models," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1541-1551, August.
  47. Rebel Cole & Jeffery Gunther, 1998. "Predicting Bank Failures: A Comparison of On- and Off-Site Monitoring Systems," Journal of Financial Services Research, Springer;Western Finance Association, vol. 13(2), pages 103-117, April.
  48. Haq, Mamiza & Heaney, Richard, 2012. "Factors determining European bank risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(4), pages 696-718.
  49. A. Berg & C. Pattillo, 1999. "What Caused the Asian Crises: An Early Warning System Approach," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 28(3), pages 285-334, November.
  50. 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.
  51. Dimitrios Bisias & Mark Flood & Andrew W. Lo & Stavros Valavanis, 2012. "A Survey of Systemic Risk Analytics," Working Papers 12-01, Office of Financial Research, US Department of the Treasury.
  52. Eichler, Stefan & Karmann, Alexander & Maltritz, Dominik, 2011. "The term structure of banking crisis risk in the United States: A market data based compound option approach," Journal of Banking & Finance, Elsevier, vol. 35(4), pages 876-885, April.
  53. 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.
  54. Hernandez Tinoco, Mario & Wilson, Nick, 2013. "Financial distress and bankruptcy prediction among listed companies using accounting, market and macroeconomic variables," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 394-419.
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:ecb:ecbwps:20131597. 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: (Official Publications)

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.