Skip to main content
Log in

Achieving a balance between the avoidance of banking problems and their resolution—can financial cycle dynamics predict bank distress?

  • Original Article
  • Published:
Journal of Banking Regulation Aims and scope Submit manuscript

Abstract

The global financial crisis has emphasised the importance of the financial cycle in contributing to bank failures. In this paper, we consider how far it is possible to anticipate problems in banks by using early warning indicators available from published information on the financial cycle in the economy. We use a traditional z-score model that incorporates bank-specific, banking structure and macroeconomic variables to which we add financial cycle indicators. We test these models on an unbalanced panel of 2239 European banks over the period 1999–2014. We find that the financial cycle adds noticeably to the ability to predict bank distress up to 2 years into the future.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Notes

  1. While the GFC may have been particularly horrific, all banking crises are associated with significant reduction in GDP and consequently welfare loss [13, 17, 33, 36].

  2. In common with the literature we also explore a three-year window but this tends to be unstable.

  3. Yucel [54] and Mayes and Stremmel [41] provide an extensive literature review on early warning models.

  4. We are grateful to Leone Leonidas for suggesting that the square of concentration should also be added as in his work he found that relationship was curvilinear and indeed the effect varied from negative to positive depending on the level of concentration.

  5. Part of the problem is simply to distinguish cyclical from structural factors [51].

  6. i.e it is the EU as it stood in 1999 at the start of our sample, so Austria, Finland and Sweden are included but Cyprus, Malta and central and eastern European countries which have joined since then are not.

  7. http://www.bis.org/bcbs/publ/d300.pdf.

References

  1. Aizenman, J., B. Pinto, and V. Sushko. 2013. Financial sector ups and downs and the real sector in the open economy: Up by the stairs, down by the parachute. Emerging Markets Review 16: 1–30.

    Article  Google Scholar 

  2. Babecký, J., T. Havránek, J. Matějů, M. Rusnák, K. Šmídková, and B. Vašíček. 2012. Banking, debt, and currency crises early warning indicators for developed countries, ECB working paper series, no. 1485/October.

  3. Barrell, R., E.P. Davis, D. Karim, and I. Liadze. 2010. Bank regulation, property prices and early warning systems for banking crises in OECD countries. Journal of Banking & Finance 34: 2255–2264.

    Article  Google Scholar 

  4. Basel Committee on Banking Supervision 2014. Regulatory Consistency Assessment Programme (RCAP), Assessment of Basel III regulations—European Union.

  5. Beck, T., O. De Jonghe, and G. Schepens. 2013. Bank competition and stability: Cross-country heterogeneity. Journal of Financial Intermediation 22(2): 218–244.

    Article  Google Scholar 

  6. Benston, G.J., and R.L. Hagerman. 1974. Determinants of bid-asked spreads in the over-the-counter market. Journal of Financial Economics 1(4): 353–364.

    Article  Google Scholar 

  7. Bertay, A.C., A. Demirgüç-Kunt, and H. Huizinga. 2013. Do we need big banks? Evidence on performance, strategy and market discipline. Journal of Financial Intermediation 22(4): 532–558.

    Article  Google Scholar 

  8. Bharath, S., and T. Shumway. 2008. Forecasting default with the Merton distance to default model. The Review of Financial Studies 21: 1339–1369.

    Article  Google Scholar 

  9. Borio, C. 2014. The financial cycle and macroeconomics: What have we learnt? Journal of Banking & Finance 45: 182–198.

    Article  Google Scholar 

  10. Borio, C. and M. Drehmann. 2009. Assessing the risk of banking crises—revisited, Bank for International Settlements Quarterly Review, March, 29–46.

  11. Boyd, J.H., S.L. Graham, and R.S. Hewitt. 1993. Bank holding company mergers with nonbank financial firms: Effects on the risk of failure. Journal of Banking & Finance 17: 43–63.

    Article  Google Scholar 

  12. Boyd, J.H., G. De Nicolo, A. M. Jalal. 2006. Bank risk-taking and competition revisited: New theory and new evidence. IMF working paper no. 06/297.

  13. Cecchetti, S., M. Kohler, and C. Upper. 2009. Financial crises and economic activity, NBER working paper 15379.

  14. Chan-Lau, J.A., and A.N.R. Sy. 2007. Distance-to-default in banking: A bridge too far? Journal of Banking Regulation 9(1): 14–24.

    Article  Google Scholar 

  15. Cole, R.A., and J. Gunther. 1998. Predicting bank failures: A comparison of on- and offsite monitoring systems. Journal of Financial Services Research 13: 103–117.

    Article  Google Scholar 

  16. Curry, T., P. Elmer, and G. Fissel. 2007. Equity market data, bank failures and market efficiency. Journal of Economics and Business 59: 536–559.

    Article  Google Scholar 

  17. Dell’Ariccia, G., E. Detragiache, and R. Rajan. 2008. The real effects of banking crises. Journal of Financial Intermediation 17: 89–112.

    Article  Google Scholar 

  18. Demirgüc-Kunt, A. and E. Detragiache. 1998. Financial liberalization and financial fragility, IMF working paper WP/98/83.

  19. Demirgüc-Kunt, A. and E. Detragiache. 1999. Monitoring banking sector fragility: A multivariate logit approach to the 1996/7 banking crises, World bank policy research working paper 2085.

  20. Demirgüc-Kunt, A. and E. Detragiache. 2005. Cross-country empirical studies of systemic bank distress: A survey. IMF working paper no. WP/05/96.

  21. Demirguc-Kunt, A., and H. Huizinga. 2010. Bank activity and funding strategies: the impact on risk and returns. Journal of Financial Economics 98(3): 626–650.

    Article  Google Scholar 

  22. Detken, C. et al. 2014. Operationalising the countercyclical capital buffer: Indicator selection, threshold identification and calibration options, European systemic risk board occasional paper no. 5, https://www.esrb.europa.eu/pub/pdf/occasional/20140630_occasional_paper_5.pdf?12806293e038df2398ec91fccaf5c6ac. Last Accessed 29 Oct. 2015.

  23. Drehmann, M., and M. Juselius. 2014. evaluating early warning indicators of banking crises: Satisfying policy requirements. International Journal of Forecasting 30(3): 759–780.

    Article  Google Scholar 

  24. Engle, R., E. Jondeau, and M. Rockinger. 2015. Systemic risk in Europe. Review of Finance 19(1): 145–190.

    Article  Google Scholar 

  25. European Central Bank 2014. Report on the macro-prudential research network (MARS). http://www.ecb.europa.eu/events/pdf/conferences/140623/MaRs_report.pdf. Last Accessed 29 Oct. 2015.

  26. European Commission 2012. Commission staff working document on impact assessment accompanying the document proposal for a directive of the European Parliament and of the Council establishing a framework for the recovery and resolution of credit institutions and investment firms and amending Council Directives 77/91/EEC and 82/891/EC, Directives 2001/24/EC, 2002/47/EC, 2004/25/EC, 2005/56/EC, 2007/36/EC and 2011/35/EC and Regulation (EU) no 1093/2010. http://ec.europa.eu/internal_market/bank/docs/crisis-management/2012_eu_framework/impact_ass_en.pdf. Last Accessed 31 Oct. 2014.

  27. European Systemic Risk Board 2014. The ESRB handbook on operationalising macro-prudential policy in the banking sector. https://www.esrb.europa.eu/pub/pdf/other/140303_esrb_handbook.pdf. Last Accessed 13 March 2015.

  28. Federal Deposit Insurance Corporation (FDIC) 2015. Risk management manual of examination policies. https://www.fdic.gov/regulations/safety/manual/. Last Accessed 25 Aug. 2015.

  29. Flannery, M. 1998. Using market information in prudential bank supervision: A review of the US empirical evidence. Journal of Money, Credit and Banking 30: 273–305.

    Article  Google Scholar 

  30. Garcia, G.G.H. 2012. Missing the red flags, ch. 10. In Improving the Governance of the Financial Sector, ed. D.G. Mayes and G.E. Wood. Abingdon, UK: Routledge.

  31. Gramlich, D. and M.V. Oet 2011. The structural fragility of financial systems: Analysis and modeling implications for early warning systems. Journal of Risk Finance 12(4): 270–290.

    Article  Google Scholar 

  32. Hardy, D.C. and C. Pzarbasioglu. 1998. Leading indicators of ex-ante banking system distress: a macro-micro empirical exploration of some recent episodes, IMF working paper 99/33.

  33. Hoelscher, D. and M. Quintyn. 2003. Managing systemic banking crises, occasional paper no. 224 (Washington, International Monetary Fund).

  34. Houston, J.F., C. Lin, P. Lin, and Y. Ma. 2010. Creditor rights, information sharing, and bank risk taking. Journal of Financial Economics 96(3): 485–512.

    Article  Google Scholar 

  35. Hutchison, M and K. McDill. 1999. Are all banking crises alike? The Japanese experience in international comparison, NBER working paper 7253.

  36. Jordà, O., M. Schularick , and A. M. Taylor. 2010. Financial crises, credit booms, and external imbalances: 140 Years of lessons, NBER working paper 16567.

  37. Köhler, M. 2012. Which banks are more risky? The impact of loan growth and business model on bank risk-taking, Discussion Paper Deutsche Bundesbank no 33/2012.

  38. Laeven, L., and R. Levine. 2009. Bank governance, regulation and risk taking. Journal of Financial Economics 93(2): 259–275.

    Article  Google Scholar 

  39. Laeven, L., and F. Valencia. 2013. Systemic banking crises database. IMF Economic Review 61: 225–270.

    Article  Google Scholar 

  40. Männasoo, K., and D. Mayes. 2009. Explaining bank distress in Eastern European transition economies. Journal of Banking & Finance 33(2): 244–253.

    Article  Google Scholar 

  41. Mayes, D.G. and H. Stremmel 2014. The effectiveness of capital adequacy measures in predicting bank distress, SUERF Study 2014/1, Vienna: SUERF.

  42. Mayes, D.G., and M. Virén. 2011. Asymmetry and aggregation in the EU. Basingstoke: Palgrave-Macmillan.

    Book  Google Scholar 

  43. Minsky, H. 1986. Stabilizing an unstable economy. New Haven, CN: Yale University Press.

    Google Scholar 

  44. Poghosyan, T. and M. Cihak. 2009. Distress in European banks: An analysis based on new data, IMF working paper WP/09/9.

  45. Reinhart, C.M., and K.S. Rogoff. 2008. Is the 2007 US sub-prime financial crisis so different? An international historical comparison. American Economic Review 98(2): 339–344.

    Article  Google Scholar 

  46. Reinhart, C.M., and K.S. Rogoff. 2009. This time is different: Eight centuries of financial folly. Princeton: Princeton University Press.

    Google Scholar 

  47. Reserve Bank of New Zealand 2012. Regulatory impact assessment of pre-positioning for Open Bank Resolution, available at http://www.rbnz.govt.nz/regulation_and_supervision/banks/policy/5014272.pdf (last accessed 20 October 2014).

  48. Saunders, A., M. Schmid. and I. Walter. 2014. Non-interest income and bank performance: is banks’ increased reliance on non-interest income bad?, University of St. Gallen, School of Finance research paper no. 2014/17.

  49. Schaeck, K. and M. Cihák. 2010. Competition, efficiency, and soundness in banking: An industrial organization perspective, European Banking Center, discussion paper no. 2010-20S.

  50. Stremmel, H. 2015. Capturing the financial cycle in Europe, ECB working paper series no. 1811/June.

  51. Stremmel, H. and B. Zsámboki. 2015. The relationship between structural and cyclical features of the EU financial sector, ECB working paper no 1812.

  52. Thomson, J. 1992. Modeling the regulator’s closure option: A two-step logit regression approach. Journal of Financial Services Research 6: 5–23.

    Article  Google Scholar 

  53. Uhde, A., and U. Heimeshoff. 2009. Consolidation in banking and financial stability in Europe: Empirical evidence. Journal of Banking & Finance 33: 1299–1311.

    Article  Google Scholar 

  54. Yucel, E. 2011. A review and bibliography of early warning models, MPRA paper no. 32893.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to David G. Mayes.

Appendix

Appendix

See Table 7.

Table 7 Allocation of banks by country

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Karamichailidou, G., Mayes, D.G. & Stremmel, H. Achieving a balance between the avoidance of banking problems and their resolution—can financial cycle dynamics predict bank distress?. J Bank Regul 19, 18–32 (2018). https://doi.org/10.1057/s41261-017-0054-z

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1057/s41261-017-0054-z

Keywords

Navigation