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Bank distress prediction: Empirical evidence from the Gulf Cooperation Council countries

  • Maghyereh, Aktham I.
  • Awartani, Basel
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    In this paper we apply a simple hazard model to develop an early warning system of bank distress in the Gulf Cooperation Council countries. Specifically, we identify a set of leading indicators of bank distress that are used subsequently to predict the probability of bank failure in these countries. The investigation covers a wide set of bank level variables and other variables including the influence of bank management, competition, diversification, ownership and regulation. Similar to the previous empirical evidence, we found that good management lowers the likelihood of distress. Moreover, competition and diversification were found to be bad for the health of banks. This result is consistent with some empirical evidence on diversification; however, it contradicts the bulk of literature on competition, which suggests a negative influence on the probability of distress. The ownership structure and the capital requirement index were uninformative. Similar to the previous literature, the institutional development index was statistically relevant predictor. The bank specific and other CAMEL type variables as well as the systematic shocks in the financial and macroeconomic environment were all found to be in line with the findings of related empirical studies. Finally, we find that by conditioning on the relevant covariates, a simple hazard model has performed fairly well in predicting bank distress in the GCC countries.

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    Article provided by Elsevier in its journal Research in International Business and Finance.

    Volume (Year): 30 (2014)
    Issue (Month): C ()
    Pages: 126-147

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    Handle: RePEc:eee:riibaf:v:30:y:2014:i:c:p:126-147
    DOI: 10.1016/j.ribaf.2013.07.001
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    1. Demirguc-Kunt, Asli & Detragiache, Enrica, 2002. "Does deposit insurance increase banking system stability? An empirical investigation," Journal of Monetary Economics, Elsevier, vol. 49(7), pages 1373-1406, October.
    2. 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.
    3. Douglas W. Diamond & Raghuram G. Rajan, 2002. "Liquidity Shortages and Banking Crises," NBER Working Papers 8937, National Bureau of Economic Research, Inc.
    4. Marcelo Dabós & Walter Sosa Escudero, 2004. "Explaining and predicting bank failure using duration models: the case of Argentina after the Mexican crisis," Revista de Analisis Economico – Economic Analysis Review, Ilades-Georgetown University, Universidad Alberto Hurtado/School of Economics and Bussines, vol. 19(1), pages 31-49, June.
    5. Isabelle Distinguin & Philippe Rous & Amine Tarazi, 2006. "Market Discipline and the Use of Stock Market Data to Predict Bank Financial Distress," Post-Print hal-00794214, HAL.
    6. Elsas, Ralf & Hackethal, Andreas & Holzhäuser, Markus, 2010. "The anatomy of bank diversification," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1274-1287, June.
    7. Maghyereh, Aktham I. & Awartani, Basel, 2012. "Financial integration of GCC banking markets: A non-parametric bootstrap DEA estimation approach," Research in International Business and Finance, Elsevier, vol. 26(2), pages 181-195.
    8. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    9. World Bank, 2000. "Global Economic Prospects and the Developing Countries 2000," World Bank Publications, The World Bank, number 14776.
    10. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    11. David C. Wheelock & Paul W. Wilson, 1993. "Explaining bank failures: deposit insurance, regulation, and efficiency," Working Papers 1993-002, Federal Reserve Bank of St. Louis.
    12. Charles W. Calomiris & Joseph R. Mason, 2003. "Fundamentals, Panics, and Bank Distress During the Depression," American Economic Review, American Economic Association, vol. 93(5), pages 1615-1647, December.
    13. Rebel Cole & Lawrence White, 2012. "Déjà Vu All Over Again: The Causes of U.S. Commercial Bank Failures This Time Around," Journal of Financial Services Research, Springer;Western Finance Association, vol. 42(1), pages 5-29, October.
    14. Moulton, Brent R., 1986. "Random group effects and the precision of regression estimates," Journal of Econometrics, Elsevier, vol. 32(3), pages 385-397, August.
    15. Raghuram Rajan & Henri Servaes & Luigi Zingales, 1998. "The Cost of Diversity: The Diversification Discount and Inefficient Investment," NBER Working Papers 6368, National Bureau of Economic Research, Inc.
    16. David C. Wheelock & Paul W. Wilson, 1995. "Why do banks disappear? The determinants of U.S. bank failures and acquisitions," Working Papers 1995-013, Federal Reserve Bank of St. Louis.
    17. 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.
    18. Agoraki, Maria-Eleni & Delis, Manthos D & Pasiouras, Fotios, 2009. "Regulations, competition and bank risk-taking in transition countries," MPRA Paper 16495, University Library of Munich, Germany.
    19. Steven Drucker & Manju Puri, 2009. "On Loan Sales, Loan Contracting, and Lending Relationships," Review of Financial Studies, Society for Financial Studies, vol. 22(7), pages 2635-2672, July.
    20. Beck, Thorsten & Demirguc-Kunt, Asli & Levine, Ross, 2006. "Bank concentration, competition, and crises: First results," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1581-1603, May.
    21. Gropp, Reint & Vesala, Jukka & Vulpes, Giuseppe, 2006. "Equity and Bond Market Signals as Leading Indicators of Bank Fragility," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(2), pages 399-428, March.
    22. Wagner, Wolf, 2010. "Diversification at financial institutions and systemic crises," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 373-386, July.
    23. Pasiouras, Fotios, 2008. "Estimating the technical and scale efficiency of Greek commercial banks: The impact of credit risk, off-balance sheet activities, and international operations," Research in International Business and Finance, Elsevier, vol. 22(3), pages 301-318, September.
    24. Uhde, André & Heimeshoff, Ulrich, 2009. "Consolidation in banking and financial stability in Europe: empirical evidence," FAU Discussion Papers in Economics 02/2009, Friedrich-Alexander University Erlangen-Nuremberg, Institute for Economics.
    25. Enrica Detragiache & Thierry Tressel & Poonam Gupta, 2008. "Foreign Banks in Poor Countries: Theory and Evidence," Journal of Finance, American Finance Association, vol. 63(5), pages 2123-2160, October.
    26. Daley, J. & Matthews, K. & Whitfield, K., 2008. "Too-big-to-fail: Bank failure and banking policy in Jamaica," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 18(3), pages 290-303, July.
    27. Fred C. Graham & James E. Horner, 1988. "Bank failure: an evaluation of the factors contributing to the failure of national banks," Proceedings 210, Federal Reserve Bank of Chicago.
    28. Asli Demirgüç-Kunt & Enrica Detragiache, 2005. "Cross-Country Empirical Studies of Systemic Bank Distress; A Survey," IMF Working Papers 05/96, International Monetary Fund.
    29. Turk Ariss, Rima, 2010. "On the implications of market power in banking: Evidence from developing countries," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 765-775, April.
    30. Darrel Duffie & Leandro Saita & Ke Wang, 2005. "Multi-Period Corporate Default Prediction With Stochastic Covariates," CARF F-Series CARF-F-047, Center for Advanced Research in Finance, Faculty of Economics, The University of Tokyo.
    31. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," Review of Economic Studies, Oxford University Press, vol. 51(3), pages 393-414.
    32. Matutes, Carmen & Vives, Xavier, 1996. "Competition for Deposits, Fragility, and Insurance," Journal of Financial Intermediation, Elsevier, vol. 5(2), pages 184-216, April.
    33. Altman, Edward I., 1977. "Predicting performance in the savings and loan association industry," Journal of Monetary Economics, Elsevier, vol. 3(4), pages 443-466, October.
    34. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-24, January.
    35. Martin, Daniel, 1977. "Early warning of bank failure : A logit regression approach," Journal of Banking & Finance, Elsevier, vol. 1(3), pages 249-276, November.
    36. Cardone-Riportella, Clara & Samaniego-Medina, Reyes & Trujillo-Ponce, Antonio, 2010. "What drives bank securitisation? The Spanish experience," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2639-2651, November.
    37. Craig P. Aubuchon & David C. Wheelock, 2010. "The geographic distribution and characteristics of U.S. bank failures, 2007-2010: do bank failures still reflect local economic conditions?," Review, Federal Reserve Bank of St. Louis, issue Sep, pages 395-415.
    38. 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.
    39. 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.
    40. Goddard, John & McKillop, Donal & Wilson, John O.S., 2008. "The diversification and financial performance of US credit unions," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1836-1849, September.
    41. Allen Berger & Leora Klapper & Rima Turk-Ariss, 2009. "Bank Competition and Financial Stability," Journal of Financial Services Research, Springer;Western Finance Association, vol. 35(2), pages 99-118, April.
    42. 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.
    43. Chae Woo Nam & Tong Suk Kim & Nam Jung Park & Hoe Kyung Lee, 2008. "Bankruptcy prediction using a discrete-time duration model incorporating temporal and macroeconomic dependencies," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(6), pages 493-506.
    44. Sahut, Jean-Michel & Mili, Mehdi, 2011. "Banking distress in MENA countries and the role of mergers as a strategic policy to resolve distress," Economic Modelling, Elsevier, vol. 28(1), pages 138-146.
    45. Bongini, Paola & Claessens, Stijn & Ferri, Giovanni, 2000. "The political economy of distress in East Asian financial institutions," Policy Research Working Paper Series 2265, The World Bank.
    46. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    47. Rafael Repullo, 2002. "Capital requirements, market power, and risk-taking in banking," Proceedings 809, Federal Reserve Bank of Chicago.
    48. 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.
    49. Luc Laeven & Ross Levine, 2005. "Is There a Diversification Discount in Financial Conglomerates?," NBER Working Papers 11499, National Bureau of Economic Research, Inc.
    50. Matutes, Carmen & Vives, Xavier, 2000. "Imperfect competition, risk taking, and regulation in banking," European Economic Review, Elsevier, vol. 44(1), pages 1-34, January.
    51. James B. Thomson, 1991. "Predicting bank failures in the 1980s," Economic Review, Federal Reserve Bank of Cleveland, issue Q I, pages 9-20.
    52. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    53. Robert B. Avery & Gerald A. Hanweck, 1984. "A dynamic analysis of bank failures," Research Papers in Banking and Financial Economics 74, Board of Governors of the Federal Reserve System (U.S.).
    54. Wagner, Wolf, 2007. "The liquidity of bank assets and banking stability," Journal of Banking & Finance, Elsevier, vol. 31(1), pages 121-139, January.
    55. Xavier Vives, 2011. "Competition policy in banking," Oxford Review of Economic Policy, Oxford University Press, vol. 27(3), pages 479-497.
    56. Barth, James R. & Caprio Jr, Gerard & Levine, Ross, 2001. "The regulation and supervision of banks around the world - a new database," Policy Research Working Paper Series 2588, The World Bank.
    57. Barth,James R. & Caprio,Gerard & Levine,Ross, 2006. "Rethinking Bank Regulation," Cambridge Books, Cambridge University Press, number 9780521855761, April.
    58. Wong, Jim & Wong, Tak-Chuen & Leung, Phyllis, 2010. "Predicting banking distress in the EMEAP economies," Journal of Financial Stability, Elsevier, vol. 6(3), pages 169-179, September.
    59. Robert DeYoung & Tara Rice, 2004. "Noninterest Income and Financial Performance at U.S. Commercial Banks," The Financial Review, Eastern Finance Association, vol. 39(1), pages 101-127, 02.
    60. T. Beck & O. De Jonghe & G. Schepens, 2011. "Bank competition and stability: cross-country heterogeneity," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 11/732, Ghent University, Faculty of Economics and Business Administration.
    61. Anthony M Santomero & David L. Eckles, 2000. "The Determinants Of Success In the New Financial Services Environment: Now That Firms Can Do Everything, What Should They Do And Why Should Regulators Care?," Center for Financial Institutions Working Papers 00-32, Wharton School Center for Financial Institutions, University of Pennsylvania.
    62. Klaus Schaeck & Martin Cihak & Simon Wolfe, 2009. "Are Competitive Banking Systems More Stable?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(4), pages 711-734, 06.
    63. Coleen C. Pantalone & Marjorie B. Platt, 1987. "Predicting commercial bank failure since deregulation," New England Economic Review, Federal Reserve Bank of Boston, issue Jul, pages 37-47.
    64. DeYoung, Robert, 2003. "The failure of new entrants in commercial banking markets: a split-population duration analysis," Review of Financial Economics, Elsevier, vol. 12(1), pages 7-33.
    65. Shahidur Rahman & Lian Hwa Tan & Ooi Lyn Hew & Yih San Tan, 2004. "Identifying Financial Distress Indicators of Selected Banks in Asia," Asian Economic Journal, East Asian Economic Association, vol. 18(1), pages 45-57, 03.
    66. Barrell, Ray & Davis, E. Philip & Karim, Dilruba & Liadze, Iana, 2010. "Bank regulation, property prices and early warning systems for banking crises in OECD countries," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2255-2264, September.
    67. De Graeve, F. & Kick, T. & Koetter, M., 2008. "Monetary policy and financial (in)stability: An integrated micro-macro approach," Journal of Financial Stability, Elsevier, vol. 4(3), pages 205-231, September.
    68. Deng, Saiying (Esther) & Elyasiani, Elyas & Mao, Connie X., 2007. "Diversification and the cost of debt of bank holding companies," Journal of Banking & Finance, Elsevier, vol. 31(8), pages 2453-2473, August.
    69. Daniel Porath, 2006. "Estimating probabilities of default for German savings banks and credit cooperatives," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 58(3), pages 214-233, July.
    70. Stiroh, Kevin J. & Rumble, Adrienne, 2006. "The dark side of diversification: The case of US financial holding companies," Journal of Banking & Finance, Elsevier, vol. 30(8), pages 2131-2161, August.
    71. Boot, Arnoud W. A. & Schmeits, Anjolein, 2000. "Market Discipline and Incentive Problems in Conglomerate Firms with Applications to Banking," Journal of Financial Intermediation, Elsevier, vol. 9(3), pages 240-273, July.
    72. Pettway, Richard H & Sinkey, Joseph F, Jr, 1980. " Establishing On-Site Bank Examination Priorities: An Early-Warning System Using Accounting and Market Information," Journal of Finance, American Finance Association, vol. 35(1), pages 137-50, March.
    73. Luc Laeven, 2011. "Banking Crises: A Review," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 17-40, December.
    74. DeYoung, Robert, 2003. " De Novo Bank Exit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(5), pages 711-28, October.
    75. Sufian, Fadzlan, 2009. "Determinants of bank efficiency during unstable macroeconomic environment: Empirical evidence from Malaysia," Research in International Business and Finance, Elsevier, vol. 23(1), pages 54-77, January.
    76. Mary Barth & Wayne Landsman, 2010. "How did Financial Reporting Contribute to the Financial Crisis?," European Accounting Review, Taylor & Francis Journals, vol. 19(3), pages 399-423.
    77. Molina, Carlos A., 2002. "Predicting bank failures using a hazard model: the Venezuelan banking crisis," Emerging Markets Review, Elsevier, vol. 3(1), pages 31-50, March.
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