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The multiple dimensions of bank complexity: Effects on credit risk-taking

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  • Marinelli, Giuseppe
  • Nobili, Andrea
  • Palazzo, Francesco

Abstract

This paper examines the multi-dimensional concept of bank complexity and its relationship with credit risk for Italian banks using data at the bank-firm level. The different aspects of bank complexity are identified through the use of a factor analysis on a large set of bank-level variables. Bank complexity is well described by four factors: exposure to international commercial banking activities, geographic diffusion over the domestic territory, integration of market trading activities and fee income diversification. Our main result is that geographic diversification is associated to a decrease in the supply of lending to riskier firms; access to many local credit markets might provide banks with more chances to expand their loan supply by targeting safer borrowers. On the contrary, we document a positive relationship between banks’ fee income diversification and the amount of credit granted to riskier borrowers, but only when the latter hold multiple bank credit relationships. This evidence might point out that competition fosters banks’ risk-taking incentives on loan origination to sell additional financial services.

Suggested Citation

  • Marinelli, Giuseppe & Nobili, Andrea & Palazzo, Francesco, 2022. "The multiple dimensions of bank complexity: Effects on credit risk-taking," Journal of Banking & Finance, Elsevier, vol. 134(C).
  • Handle: RePEc:eee:jbfina:v:134:y:2022:i:c:s0378426620303009
    DOI: 10.1016/j.jbankfin.2020.106039
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    as
    1. Giacomo Rodano & Nicolas Serrano-Velarde & Emanuele Tarantino, 2018. "Lending Standards over the Credit Cycle," The Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2943-2982.
    2. Fabiano Schivardi & Enrico Sette & Guido Tabellini, 2022. "Credit Misallocation During the European Financial Crisis," The Economic Journal, Royal Economic Society, vol. 132(641), pages 391-423.
    3. Stein, Jeremy C, 1997. "Internal Capital Markets and the Competition for Corporate Resources," Journal of Finance, American Finance Association, vol. 52(1), pages 111-133, March.
    4. Bolton, Patrick & Oehmke, Martin, 2018. "Bank Resolution and the Structure of Global Banks," CEPR Discussion Papers 13032, C.E.P.R. Discussion Papers.
    5. Calomiris,Charles W., 2000. "U.S. Bank Deregulation in Historical Perspective," Cambridge Books, Cambridge University Press, number 9780521583626, September.
    6. Repullo, Rafael, 2004. "Capital requirements, market power, and risk-taking in banking," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 156-182, April.
    7. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    8. Bhattacharya Sudipto & Thakor Anjan V., 1993. "Contemporary Banking Theory," Journal of Financial Intermediation, Elsevier, vol. 3(1), pages 2-50, October.
    9. 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.
    10. Lepetit, Laetitia & Nys, Emmanuelle & Rous, Philippe & Tarazi, Amine, 2008. "The expansion of services in European banking: Implications for loan pricing and interest margins," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2325-2335, November.
    11. 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.
    12. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    13. Berger, Allen N. & DeYoung, Robert, 2006. "Technological Progress and the Geographic Expansion of the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1483-1513, September.
    14. Goetz, Martin R. & Laeven, Luc & Levine, Ross, 2016. "Does the geographic expansion of banks reduce risk?," Journal of Financial Economics, Elsevier, vol. 120(2), pages 346-362.
    15. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    16. 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.
    17. Rossi, Stefania P.S. & Schwaiger, Markus S. & Winkler, Gerhard, 2009. "How loan portfolio diversification affects risk, efficiency and capitalization: A managerial behavior model for Austrian banks," Journal of Banking & Finance, Elsevier, vol. 33(12), pages 2218-2226, December.
    18. 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.
    19. 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.
    20. Nicola Cetorelli & Linda S. Goldberg & Arun Gupta, 2014. "Measuring Global Bank Complexity," Liberty Street Economics 20140331, Federal Reserve Bank of New York.
    21. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    22. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    23. Saiying (Esther) Deng & Elyas Elyasiani, 2008. "Geographic Diversification, Bank Holding Company Value, and Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(6), pages 1217-1238, September.
    24. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    25. Enrico Beretta & Silvia Del Prete, 2013. "Banking Consolidation and Bank-Firm Credit Relationships: the Role of Geographical Features and Relationship Characteristics," Review of Economics and Institutions, Università di Perugia, vol. 4(3).
    26. Arnoud W. A. Boot & Lev Ratnovski, 2016. "Banking and Trading," Review of Finance, European Finance Association, vol. 20(6), pages 2219-2246.
    27. Valentina Michelangeli & Enrico Sette, 2016. "How does bank capital affect the supply of mortgages? Evidence from a randomized experiment," BIS Working Papers 557, Bank for International Settlements.
    28. Merton, Robert C., 1977. "An analytic derivation of the cost of deposit insurance and loan guarantees An application of modern option pricing theory," Journal of Banking & Finance, Elsevier, vol. 1(1), pages 3-11, June.
    29. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    30. Giorgio Albareto & Paolo Finaldi Russo, 2012. "Financial fragility and growth prospects: credit rationing during the crisis," Questioni di Economia e Finanza (Occasional Papers) 127, Bank of Italy, Economic Research and International Relations Area.
    31. Uchida, Hirofumi & Udell, Gregory F. & Yamori, Nobuyoshi, 2012. "Loan officers and relationship lending to SMEs," Journal of Financial Intermediation, Elsevier, vol. 21(1), pages 97-122.
    32. 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.
    33. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    34. Bonaccorsi di Patti, Emilia & Sette, Enrico, 2016. "Did the securitization market freeze affect bank lending during the financial crisis? Evidence from a credit register," Journal of Financial Intermediation, Elsevier, vol. 25(C), pages 54-76.
    35. Allen Berger & Robert DeYoung, 2001. "The Effects of Geographic Expansion on Bank Efficiency," Journal of Financial Services Research, Springer;Western Finance Association, vol. 19(2), pages 163-184, April.
    36. Calomiris, Charles W & Kahn, Charles M, 1991. "The Role of Demandable Debt in Structuring Optimal Banking Arrangements," American Economic Review, American Economic Association, vol. 81(3), pages 497-513, June.
    37. Mercieca, Steve & Schaeck, Klaus & Wolfe, Simon, 2007. "Small European banks: Benefits from diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1975-1998, July.
    38. Meslier, Céline & Morgan, Donald P. & Samolyk, Katherine & Tarazi, Amine, 2016. "The benefits and costs of geographic diversification in banking," Journal of International Money and Finance, Elsevier, vol. 69(C), pages 287-317.
    39. Enrico Beretta & Silvia Del Prete, 2013. "Banking consolidation and bank-firm credit relationships: the role of geographical features and relationship characteristics," Temi di discussione (Economic working papers) 901, Bank of Italy, Economic Research and International Relations Area.
    40. David S. Scharfstein & Jeremy C. Stein, 2000. "The Dark Side of Internal Capital Markets: Divisional Rent‐Seeking and Inefficient Investment," Journal of Finance, American Finance Association, vol. 55(6), pages 2537-2564, December.
    41. Douglas W. Diamond & Raghuram G. Rajan, 2001. "Liquidity Risk, Liquidity Creation, and Financial Fragility: A Theory of Banking," Journal of Political Economy, University of Chicago Press, vol. 109(2), pages 287-327, April.
    42. De Jonghe, Olivier & Diepstraten, Maaike & Schepens, Glenn, 2015. "Banks’ size, scope and systemic risk: What role for conflicts of interest?," Journal of Banking & Finance, Elsevier, vol. 61(S1), pages 3-13.
    43. 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.
    44. Nicola Cetorelli & Linda S. Goldberg, 2016. "Organizational complexity and balance sheet management in global banks," Staff Reports 772, Federal Reserve Bank of New York.
    45. Emilia Bonaccorsi di Patti, 2009. "Weak institutions and credit availability: the impact of crime on bank loans," Questioni di Economia e Finanza (Occasional Papers) 52, Bank of Italy, Economic Research and International Relations Area.
    46. 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.
    47. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    48. 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.
    49. Oguzhan Ozbas & David S. Scharfstein, 2010. "Evidence on the Dark Side of Internal Capital Markets," The Review of Financial Studies, Society for Financial Studies, vol. 23(2), pages 581-599, February.
    50. Boyd, John H. & Prescott, Edward C., 1986. "Financial intermediary-coalitions," Journal of Economic Theory, Elsevier, vol. 38(2), pages 211-232, April.
    51. Altman, Edward I. & Marco, Giancarlo & Varetto, Franco, 1994. "Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience)," Journal of Banking & Finance, Elsevier, vol. 18(3), pages 505-529, May.
    52. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    53. Abedifar, Pejman & Molyneux, Philip & Tarazi, Amine, 2018. "Non-interest income and bank lending," Journal of Banking & Finance, Elsevier, vol. 87(C), pages 411-426.
    54. Saiying (Esther) Deng & Elyas Elyasiani, 2008. "Geographic Diversification, Bank Holding Company Value, and Risk," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(6), pages 1217-1238, September.
    55. Elyasiani, Elyas & Goldberg, Lawrence G., 2004. "Relationship lending: a survey of the literature," Journal of Economics and Business, Elsevier, vol. 56(4), pages 315-330.
    56. Ugo Albertazzi & Domenico J. Marchetti, 2010. "Credit supply, flight to quality and evergreening: an analysis of bank-firm relationships after Lehman," Temi di discussione (Economic working papers) 756, Bank of Italy, Economic Research and International Relations Area.
    57. 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.
    58. Brickley, James A. & Linck, James S. & Smith, Clifford Jr., 2003. "Boundaries of the firm: evidence from the banking industry," Journal of Financial Economics, Elsevier, vol. 70(3), pages 351-383, December.
    59. Carbo Valverde, Santiago & Rodriguez Fernandez, Francisco, 2007. "The determinants of bank margins in European banking," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2043-2063, July.
    60. 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.
    61. Dell'Ariccia, Giovanni & Marquez, Robert, 2006. "Competition among regulators and credit market integration," Journal of Financial Economics, Elsevier, vol. 79(2), pages 401-430, February.
    62. Nguyen, James, 2012. "The relationship between net interest margin and noninterest income using a system estimation approach," Journal of Banking & Finance, Elsevier, vol. 36(9), pages 2429-2437.
    63. Anjan V. Thakor, 2014. "Bank Capital and Financial Stability: An Economic Trade-Off or a Faustian Bargain?," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 185-223, December.
    64. Nicola Cetorelli & Linda S. Goldberg, 2014. "Measures of global bank complexity," Economic Policy Review, Federal Reserve Bank of New York, issue Dec, pages 107-126.
    65. Patrick Bolton & Martin Oehmke, 2018. "Bank Resolution and the Structure of Global Banks," NBER Working Papers 24737, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    Bank complexity; Credit risk; Risk-taking; Diversification;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage

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