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Heterogeneity of business models and banking sector resilience

Author

Listed:
  • Bernardo P. Marques

    (Católica Porto Business School, Research Centre in Management and Economics)

  • Carlos F. Alves

    (Faculty of Economics, CEF.UP)

Abstract

This paper studies the relationship between the heterogeneity of business models and the banking sector's resilience, in light of the interplay between diversification, market power, and resilience. Our goal is to tackle the open puzzle related to the effects of diversification-induced homogeneity of banks' business models on the banking sector's stability. Using a sample of 1268 banks from 33 countries (Europe, Asia, America), for the period between 2005 and 2021, we estimate a 3SLS model that accounts for the interplay between revenue diversification, heterogeneity, market power and resilience. We apply principal components and clustering analysis to identify the banks' business models and compute an ecology-based measure of heterogeneity per country. We find that revenue diversification reduces bank heterogeneity, suggesting that banks pursue uniform diversification strategies. We also uncover a positive relationship between bank heterogeneity and market power, suggesting low rivalry among different business models. Importantly, our results indicate that bank heterogeneity positively impacts resilience and is economically significant. Namely, we estimate a 4.5% increase in the Z-score due to a one (within) standard deviation increase in business model heterogeneity. We discuss several implications of our results for micro- and macro-prudential supervision and regulation, and identify potential avenues for future research.

Suggested Citation

  • Bernardo P. Marques & Carlos F. Alves, 2024. "Heterogeneity of business models and banking sector resilience," Journal of Banking Regulation, Palgrave Macmillan, vol. 25(3), pages 256-271, September.
  • Handle: RePEc:pal:jbkreg:v:25:y:2024:i:3:d:10.1057_s41261-023-00227-6
    DOI: 10.1057/s41261-023-00227-6
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    as
    1. Sonia Dissem, 2019. "Asset commonality of European banks," Journal of Banking Regulation, Palgrave Macmillan, vol. 20(1), pages 1-33, March.
    2. 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.
    3. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    4. Christopher F. Baum & Caterina Forti Grazzini & Dorothea Schäfer, 2020. "Institutional Diversity in Domestic Banking Sectors and Bank Stability: A Cross-Country Study," Discussion Papers of DIW Berlin 1869, DIW Berlin, German Institute for Economic Research.
    5. Allen, Franklin & Babus, Ana & Carletti, Elena, 2012. "Asset commonality, debt maturity and systemic risk," Journal of Financial Economics, Elsevier, vol. 104(3), pages 519-534.
    6. Huang, Rocco & Ratnovski, Lev, 2011. "The dark side of bank wholesale funding," Journal of Financial Intermediation, Elsevier, vol. 20(2), pages 248-263, April.
    7. Beniamino Pisicoli, 2022. "Banking diversity, financial complexity and resilience to financial shocks: evidence from Italian provinces," International Review of Applied Economics, Taylor & Francis Journals, vol. 36(3), pages 338-402, May.
    8. Arnoud W. A. Boot & Anjan V. Thakor, 2000. "Can Relationship Banking Survive Competition?," Journal of Finance, American Finance Association, vol. 55(2), pages 679-713, April.
    9. Rungporn Roengpitya & Nikola Tarashev & Kostas Tsatsaronis & Alan Villegas, 2017. "Bank business models: popularity and performance," BIS Working Papers 682, Bank for International Settlements.
    10. Stiroh, Kevin J, 2004. "Diversification in Banking: Is Noninterest Income the Answer?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(5), pages 853-882, October.
    11. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    12. John H. Boyd & Chun Chang & Bruce Smith, 1998. "Moral hazard under commercial and universal banking," Proceedings, Federal Reserve Bank of Cleveland, issue Aug, pages 426-471.
    13. Leo Haan & Jan Kakes, 2020. "European banks after the global financial crisis: peak accumulated losses, twin crises and business models," Journal of Banking Regulation, Palgrave Macmillan, vol. 21(3), pages 197-211, September.
    14. Mummolo, Jonathan & Peterson, Erik, 2018. "Improving the Interpretation of Fixed Effects Regression Results," Political Science Research and Methods, Cambridge University Press, vol. 6(4), pages 829-835, October.
    15. Bernardo P. Marques & Carlos F. Alves, 2021. "The profitability and distance to distress of European banks: do business choices matter?," The European Journal of Finance, Taylor & Francis Journals, vol. 27(15), pages 1553-1580, October.
    16. 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.
    17. 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.
    18. Silva-Buston, Consuelo, 2019. "Systemic risk and competition revisited," Journal of Banking & Finance, Elsevier, vol. 101(C), pages 188-205.
    19. Mergaerts, Frederik & Vander Vennet, Rudi, 2016. "Business models and bank performance: A long-term perspective," Journal of Financial Stability, Elsevier, vol. 22(C), pages 57-75.
    20. Kristian S. Blickle & Cecilia Parlatore & Anthony Saunders, 2021. "Specialization in Banking," Staff Reports 967, Federal Reserve Bank of New York.
    21. Andrew G. Haldane & Robert M. May, 2011. "Systemic risk in banking ecosystems," Nature, Nature, vol. 469(7330), pages 351-355, January.
    22. David Grossmann & Peter Scholz, 2019. "The golden rule of banking: funding cost risks of bank business models," Journal of Banking Regulation, Palgrave Macmillan, vol. 20(2), pages 174-196, June.
    23. David Llewellyn, 2013. "Fifty Years in the Evolution of Bank Business Models," SUERF 50th Anniversary Volume Chapters, in: Morten Balling & Ernest Gnan (ed.), 50 Years of Money and Finance: Lessons and Challenges, chapter 9, pages 319-354, SUERF - The European Money and Finance Forum.
    24. Emmanuel C. Mamatzakis & Anh N. Vu, 2018. "The interplay between quantitative easing, risk and competition: The case of Japanese banking," Financial Markets, Institutions & Instruments, John Wiley & Sons, vol. 27(1), pages 3-46, February.
    25. John H. Boyd & Gianni De Nicoló, 2005. "The Theory of Bank Risk Taking and Competition Revisited," Journal of Finance, American Finance Association, vol. 60(3), pages 1329-1343, June.
    26. Wagner, Wolf, 2008. "The homogenization of the financial system and financial crises," Journal of Financial Intermediation, Elsevier, vol. 17(3), pages 330-356, July.
    27. David Roodman, 2011. "Fitting fully observed recursive mixed-process models with cmp," Stata Journal, StataCorp LP, vol. 11(2), pages 159-206, June.
    28. Barth, James R. & Caprio, Gerard Jr. & Levine, Ross, 2004. "Bank regulation and supervision: what works best?," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 205-248, April.
    29. Martín-Oliver, Alfredo & Ruano, Sonia & Salas-Fumás, Vicente, 2017. "The fall of Spanish cajas: Lessons of ownership and governance for banks," Journal of Financial Stability, Elsevier, vol. 33(C), pages 244-260.
    30. Altunbas, Yener & Marques-Ibanez, David & van Leuvensteijn, Michiel & Zhao, Tianshu, 2022. "Market power and bank systemic risk: Role of securitization and bank capital," Journal of Banking & Finance, Elsevier, vol. 138(C).
    31. Wolf Wagner, 2009. "Efficient Asset Allocations in the Banking Sector and Financial Regulation," International Journal of Central Banking, International Journal of Central Banking, vol. 5(1), pages 75-95, March.
    32. Jacques, Kevin & Nigro, Peter, 1997. "Risk-based capital, portfolio risk, and bank capital: A simultaneous equations approach," Journal of Economics and Business, Elsevier, vol. 49(6), pages 533-547.
    33. Leonardo Gambacorta & Jing Yang & Kostas Tsatsaronis, 2014. "Financial structure and growth," BIS Quarterly Review, Bank for International Settlements, March.
    34. Porter, Michael E, 1979. "The Structure within Industries and Companies' Performance," The Review of Economics and Statistics, MIT Press, vol. 61(2), pages 214-227, May.
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    More about this item

    Keywords

    Banking; Business models; Heterogeneity; Resilience; Supervision and regulation;
    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
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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