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Cluster analysis of bank business models: The connection with performance, efficiency and risk

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  • Lagasio, Valentina
  • Quaranta, Anna Grazia

Abstract

We ran a worldwide investigation of the business models of 1,237 banks during 2011–2017 by applying a cluster analysis including ratios from both sides of the balance sheet of the bank and income statement. Then, via a connection analysis, we analysed whether there is a link between the adoption of a specific business model and size, profitability, efficiency and risk profile. We found that a bank business model is based on different endogenous factors (bank financial statements items and operating strategy) and can be linked to exogenous factors (financial crises, policies of central banks).

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  • Lagasio, Valentina & Quaranta, Anna Grazia, 2022. "Cluster analysis of bank business models: The connection with performance, efficiency and risk," Finance Research Letters, Elsevier, vol. 47(PA).
    • Handle: RePEc:eee:finlet:v:47:y:2022:i:pa:s1544612321005754
    DOI: 10.1016/j.frl.2021.102640
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    References listed on IDEAS

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    1. Curi, Claudia & Lozano-Vivas, Ana & Zelenyuk, Valentin, 2015. "Foreign bank diversification and efficiency prior to and during the financial crisis: Does one business model fit all?," Journal of Banking & Finance, Elsevier, vol. 61(S1), pages 22-35.
    2. Acharya, Viral V. & Cooley, Thomas & Richardson, Matthew & Walter, Ingo, 2010. "Manufacturing Tail Risk: A Perspective on the Financial Crisis of 2007–2009," Foundations and Trends(R) in Finance, now publishers, vol. 4(4), pages 247-325, April.
    3. Ayadi, Rym & De Groen, Willem Pieter, 2014. "Banking Business Models Monitor 2014: Europe," CEPS Papers 9713, Centre for European Policy Studies.
    4. Manganelli, Simone & Altunbas, Yener & Marqués-Ibáñez, David, 2011. "Bank risk during the financial crisis: do business models matter?," Working Paper Series 1394, European Central Bank.
    5. Marina Brogi, 2011. "Capital adequacy, corporate governance and organization in the support of the bank-firm relationship," BANCARIA, Bancaria Editrice, vol. 11, pages 38-54, November.
    6. Rungporn Roengpitya & Nikola Tarashev & Kostas Tsatsaronis, 2014. "Bank business models," BIS Quarterly Review, Bank for International Settlements, December.
    7. 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.
    8. Beltratti, Andrea & Stulz, René M., 2012. "The credit crisis around the globe: Why did some banks perform better?," Journal of Financial Economics, Elsevier, vol. 105(1), pages 1-17.
    9. Leisch, Friedrich, 2006. "A toolbox for K-centroids cluster analysis," Computational Statistics & Data Analysis, Elsevier, vol. 51(2), pages 526-544, November.
    10. Nucera, Federico & Lucas, André & Schaumburg, Julia & Schwaab, Bernd, 2017. "Do negative interest rates make banks less safe?," Economics Letters, Elsevier, vol. 159(C), pages 112-115.
    11. Rym Ayadi, 2019. "Bank Business Models and Financial Stability Assessment," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Banking Business Models, chapter 0, pages 57-66, Palgrave Macmillan.
    12. Robert Ferstl & David Seres, 2012. "Clustering Austrian Banks’ Business Models and Peer Groups in the European Banking Sector," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 24, pages 79-95.
    13. Farnè, Matteo & Vouldis, Angelos, 2017. "Business models of the banks in the euro area," Working Paper Series 2070, European Central Bank.
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    Cited by:

    1. Bolívar, Fernando & Duran, Miguel A. & Lozano-Vivas, Ana, 2023. "Bank business models, size, and profitability," Finance Research Letters, Elsevier, vol. 53(C).
    2. Bolívar, Fernando & Duran, Miguel A. & Lozano-Vivas, Ana, 2023. "Business model contributions to bank profit performance: A machine learning approach," Research in International Business and Finance, Elsevier, vol. 64(C).
    3. Palmieri, Egidio & Ferilli, Greta Benedetta & Altunbas, Yener & Stefanelli, Valeria & Geretto, Enrico Fioravante, 2024. "Business model and ESG pillars: The impacts on banking default risk," International Review of Financial Analysis, Elsevier, vol. 91(C).

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    More about this item

    Keywords

    Banks; Business model; Cluster analysis; Profitability; Risk;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

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