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Financial crisis, bank diversification, and financial stability: OECD countries

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  • Kim, Hakkon
  • Batten, Jonathan A.
  • Ryu, Doojin

Abstract

Using a sample of commercial banks based in OECD countries, we investigate the effect of bank diversification on financial stability and find a significantly nonlinear (i.e., inverted U-shaped) relationship. These findings suggest that a moderate degree of bank diversification increases bank stability, but excessive diversification has an adverse effect. Furthermore, we find that this relationship has a temporal dimension. For example, bank diversification decreased the variance of bank stability prior to the financial crisis but increased its variance during the crisis. Thus, during crisis periods, it is better for banks to concentrate on traditional intermediation functions (i.e., deposits and loans) rather than diversifying their activities and investments. Further, the results suggest that although most regulators worldwide encourage diversification to reduce bank risk, bank diversification may exacerbate bank financial instability or increase the risk of financial market collapse when idiosyncratic events, such as financial crises occur.

Suggested Citation

  • Kim, Hakkon & Batten, Jonathan A. & Ryu, Doojin, 2020. "Financial crisis, bank diversification, and financial stability: OECD countries," International Review of Economics & Finance, Elsevier, vol. 65(C), pages 94-104.
  • Handle: RePEc:eee:reveco:v:65:y:2020:i:c:p:94-104
    DOI: 10.1016/j.iref.2019.08.009
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    as
    1. Kwast, Myron L., 1989. "The impact of underwriting and dealing on bank returns and risks," Journal of Banking & Finance, Elsevier, vol. 13(1), pages 101-125, March.
    2. Sawada, Michiru, 2013. "How does the stock market value bank diversification? Empirical evidence from Japanese banks," Pacific-Basin Finance Journal, Elsevier, vol. 25(C), pages 40-61.
    3. 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.
    4. Berger, Allen N. & Hasan, Iftekhar & Zhou, Mingming, 2010. "The effects of focus versus diversification on bank performance: Evidence from Chinese banks," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1417-1435, July.
    5. Elsas, Ralf & Hackethal, Andreas & Holzhäuser, Markus, 2010. "The anatomy of bank diversification," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1274-1287, June.
    6. Laeven, Luc & Levine, Ross, 2007. "Is there a diversification discount in financial conglomerates?," Journal of Financial Economics, Elsevier, vol. 85(2), pages 331-367, August.
    7. Lamont, Owen & Polk, Christopher & Saa-Requejo, Jesus, 2001. "Financial Constraints and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 14(2), pages 529-554.
    8. Viral V. Acharya & Iftekhar Hasan & Anthony Saunders, 2006. "Should Banks Be Diversified? Evidence from Individual Bank Loan Portfolios," The Journal of Business, University of Chicago Press, vol. 79(3), pages 1355-1412, May.
    9. DeYoung, Robert & Roland, Karin P., 2001. "Product Mix and Earnings Volatility at Commercial Banks: Evidence from a Degree of Total Leverage Model," Journal of Financial Intermediation, Elsevier, vol. 10(1), pages 54-84, January.
    10. Degl'Innocenti, Marta & Grant, Kevin & Šević, Aleksandar & Tzeremes, Nickolaos G., 2018. "Financial stability, competitiveness and banks' innovation capacity: Evidence from the Global Financial Crisis," International Review of Financial Analysis, Elsevier, vol. 59(C), pages 35-46.
    11. Lin, Jane-Raung & Chung, Huimin & Hsieh, Ming-Hsiang & Wu, Soushan, 2012. "The determinants of interest margins and their effect on bank diversification: Evidence from Asian banks," Journal of Financial Stability, Elsevier, vol. 8(2), pages 96-106.
    12. Hebb, Gregory M. & Fraser, Donald R., 2002. "Conflict of interest in commercial bank security underwritings: Canadian evidence," Journal of Banking & Finance, Elsevier, vol. 26(10), pages 1935-1949, October.
    13. Marcia Millon Cornett & Evren Ors & Hassan Tehranian, 2002. "Bank Performance around the Introduction of a Section 20 Subsidiary," Journal of Finance, American Finance Association, vol. 57(1), pages 501-521, February.
    14. Sunil Mohanty & Alan K. Reichert & Larry D. Wall, 1993. "Deregulation and the opportunities for commercial bank diversification," Economic Review, Federal Reserve Bank of Atlanta, issue Sep, pages 1-25.
    15. El Ghoul, Sadok & Guedhami, Omrane & Kwok, Chuck C.Y. & Mishra, Dev R., 2011. "Does corporate social responsibility affect the cost of capital?," Journal of Banking & Finance, Elsevier, vol. 35(9), pages 2388-2406, September.
    16. Puri, Manju, 1994. "The long-term default performance of bank underwritten security issues," Journal of Banking & Finance, Elsevier, vol. 18(2), pages 397-418, January.
    17. repec:zbw:bofitp:2010_004 is not listed on IDEAS
    18. Keim, Donald B. & Stambaugh, Robert F., 1986. "Predicting returns in the stock and bond markets," Journal of Financial Economics, Elsevier, vol. 17(2), pages 357-390, December.
    19. Kaiguo Zhou, 2014. "The Effect of Income Diversification on Bank Risk: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(S3), pages 201-213.
    20. Ali Osman GURBUZ & Serhat YANIK & Yusuf AYTURK, 2013. "Income Diversification and Bank Performance: Evidence From Turkish Banking Sector," Journal of BRSA Banking and Financial Markets, Banking Regulation and Supervision Agency, vol. 7(1), pages 9-29.
    21. Edirisuriya, Piyadasa & Gunasekarage, Abeyratna & Dempsey, Michael, 2015. "Bank diversification, performance and stock market response: Evidence from listed public banks in South Asian countries," Journal of Asian Economics, Elsevier, vol. 41(C), pages 69-85.
    22. Puri, Manju, 1996. "Commercial banks in investment banking Conflict of interest or certification role?," Journal of Financial Economics, Elsevier, vol. 40(3), pages 373-401, March.
    23. 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.
    24. Williams, Barry, 2016. "The impact of non-interest income on bank risk in Australia," Journal of Banking & Finance, Elsevier, vol. 73(C), pages 16-37.
    25. Leonardo Gambacorta & Michela Scatigna & Jing Yang, 2014. "Diversification and bank profitability: a nonlinear approach," Applied Economics Letters, Taylor & Francis Journals, vol. 21(6), pages 438-441, April.
    26. Boyd, John H. & Graham, Stanley L. & Hewitt, R. Shawn, 1993. "Bank holding company mergers with nonbank financial firms: Effects on the risk of failure," Journal of Banking & Finance, Elsevier, vol. 17(1), pages 43-63, February.
    27. Hakkon Kim & Kwangwoo Park & Sangjin Song, 2016. "Banking Market Size Structure and Financial Stability: Evidence from Eight Asian Countries," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 52(4), pages 975-990, April.
    28. Yung-Shun Tsai & Chien-Chih Lin & Hsiao-Yin Chen, 2015. "Optimal diversification, bank value maximization and default probability," Applied Economics, Taylor & Francis Journals, vol. 47(24), pages 2488-2499, May.
    29. Lepetit, Laetitia & Nys, Emmanuelle & Rous, Philippe & Tarazi, Amine, 2008. "Bank income structure and risk: An empirical analysis of European banks," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1452-1467, August.
    30. Wagner, Wolf, 2010. "Diversification at financial institutions and systemic crises," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 373-386, July.
    31. Simon H. Kwan, 1998. "Risk and return of banks' Section 20 securities affiliates," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue oct23.
    32. Laeven, Luc & Levine, Ross, 2009. "Bank governance, regulation and risk taking," Journal of Financial Economics, Elsevier, vol. 93(2), pages 259-275, August.
    33. Filson, Darren & Olfati, Saman, 2014. "The impacts of Gramm–Leach–Bliley bank diversification on value and risk," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 209-221.
    34. Demirgüç-Kunt, Asli & Huizinga, Harry, 2010. "Bank activity and funding strategies: The impact on risk and returns," Journal of Financial Economics, Elsevier, vol. 98(3), pages 626-650, December.
    35. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    36. 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, February.
    37. Fang, Yiwei & van Lelyveld, Iman, 2014. "Geographic diversification in banking," Journal of Financial Stability, Elsevier, vol. 15(C), pages 172-181.
    38. Demsetz, Rebecca S & Strahan, Philip E, 1997. "Diversification, Size, and Risk at Bank Holding Companies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 300-313, August.
    39. John H. Boyd & Stanley L. Graham, 1986. "Risk, regulation, and bank holding company expansion into nonbanking," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 10(Spr), pages 2-17.
    40. Arinaminpathy, Nimalan & Kapadia, Sujit & May, Robert, 2012. "Size and complexity in model financial systems," Bank of England working papers 465, Bank of England.
    41. Karl V. Lins & Paolo Volpin & Hannes F. Wagner, 2013. "Does Family Control Matter? International Evidence from the 2008--2009 Financial Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 26(10), pages 2583-2619.
    42. Kroszner, Randall S & Rajan, Raghuram G, 1994. "Is the Glass-Steagall Act Justified? A Study of the U.S. Experience with Universal Banking before 1933," American Economic Review, American Economic Association, vol. 84(4), pages 810-832, September.
    43. Baele, Lieven & De Jonghe, Olivier & Vander Vennet, Rudi, 2007. "Does the stock market value bank diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1999-2023, July.
    44. Stiroh, Kevin J., 2006. "A Portfolio View of Banking with Interest and Noninterest Activities," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(5), pages 1351-1361, August.
    45. Gande, Amar, et al, 1997. "Bank Underwriting of Debt Securities: Modern Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 10(4), pages 1175-1202.
    46. Kalok Chan & Vicentiu Covrig & Lilian Ng, 2005. "What Determines the Domestic Bias and Foreign Bias? Evidence from Mutual Fund Equity Allocations Worldwide," Journal of Finance, American Finance Association, vol. 60(3), pages 1495-1534, June.
    47. Kaiguo Zhou, 2014. "The Effect of Income Diversification on Bank Risk: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(03), pages 201-213, May.
    48. Bhimjee, Diptes C. & Ramos, Sofia B. & Dias, José G., 2016. "Banking industry performance in the wake of the global financial crisis," International Review of Financial Analysis, Elsevier, vol. 48(C), pages 376-387.
    49. Dimitris Chronopoulos & Claudia Girardone & John Nankervis, 2011. "Are there any cost and profit efficiency gains in financial conglomeration? Evidence from the accession countries," The European Journal of Finance, Taylor & Francis Journals, vol. 17(8), pages 603-621.
    50. Michael Doumpos & Chrysovalantis Gaganis & Fotios Pasiouras, 2016. "Bank Diversification and Overall Financial Strength: International Evidence," Working Papers 1602, University of Crete, Department of Economics.
    51. Bhargava, Rahul & Fraser, Donald R., 1998. "On the wealth and risk effects of commercial bank expansion into securities underwriting: An analysis of Section 20 subsidiaries1," Journal of Banking & Finance, Elsevier, vol. 22(4), pages 447-465, May.
    52. Lee, Chien-Chiang & Hsieh, Meng-Fen & Yang, Shih-Jui, 2014. "The relationship between revenue diversification and bank performance: Do financial structures and financial reforms matter?," Japan and the World Economy, Elsevier, vol. 29(C), pages 18-35.
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    More about this item

    Keywords

    Bank diversification; Financial crisis; Financial stability; Nonlinear relationship; OECD countries;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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