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Do microeconomic and macroeconomic factors influence Italian bank credit risk in different local markets? Evidence from cooperative and non-cooperative banks

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  • Barra, Cristian
  • Ruggiero, Nazzareno

Abstract

This paper investigates the role of microeconomic and macroeconomic factors on Italian bank risk taking, paying particular attention on the differences between cooperative and non-cooperative banks. The non-performing loan ratio is used as dimension of bank risk taking. The data refer to a large sample of financial institutions covering the 2001−2014 period. We then assess whether the impact of microeconomic and macroeconomic factors is shaped by the market structure and investigate the effects of the 2008 financial crisis on banks’ risk taking. Our empirical findings have several of policy implications and can be summarised as follows: i) capitalisation, volume of credits, volume of costs and intermediation costs are the key microeconomic factors explaining credit quality; b) among the main macroeconomic factors, branch density, deposit density and specialisation have a significant effect on the variable of interest; c) the financial crisis determined an increase in banks’ credit rationing. Our results suggest that regulators, in changing banks’ incentives, can be effective in improving the quality of credits, therefore enhancing the stability of the financial system. Capital requirements, often considered as a proxy that captures the effects of Basel agreements, have been found to increase credit quality.

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  • Barra, Cristian & Ruggiero, Nazzareno, 2021. "Do microeconomic and macroeconomic factors influence Italian bank credit risk in different local markets? Evidence from cooperative and non-cooperative banks," Journal of Economics and Business, Elsevier, vol. 114(C).
  • Handle: RePEc:eee:jebusi:v:114:y:2021:i:c:s0148619520304203
    DOI: 10.1016/j.jeconbus.2020.105976
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    as
    1. 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.
    2. Wheelock, David C & Wilson, Paul W, 1995. "Explaining Bank Failures: Deposit Insurance, Regulation, and Efficiency," The Review of Economics and Statistics, MIT Press, vol. 77(4), pages 689-700, November.
    3. Agoraki, Maria-Eleni K. & Delis, Manthos D. & Pasiouras, Fotios, 2011. "Regulations, competition and bank risk-taking in transition countries," Journal of Financial Stability, Elsevier, vol. 7(1), pages 38-48, January.
    4. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    5. Coccorese, Paolo & Ferri, Giovanni, 2020. "Are mergers among cooperative banks worth a dime? Evidence on efficiency effects of M&As in Italy," Economic Modelling, Elsevier, vol. 84(C), pages 147-164.
    6. 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.
    7. Santiago Fernández de Lis & Jorge Martínez Pagés & Jesús Saurina, 2001. "Credit growth, problem loans and credit risk provisioning in Spain," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 331-353, Bank for International Settlements.
    8. Bernd Schwaab & Siem Jan Koopman & André Lucas, 2017. "Global Credit Risk: World, Country and Industry Factors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(2), pages 296-317, March.
    9. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    10. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    11. Anginer, Deniz & Demirguc-Kunt, Asli & Zhu, Min, 2014. "How does competition affect bank systemic risk?," Journal of Financial Intermediation, Elsevier, vol. 23(1), pages 1-26.
    12. 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.
    13. Marcel Canoy & Machiel van Dijk & Jan Lemmen & Ruud de Mooij & Jürgen Weigand, 2001. "Competition and stability in banking," CPB Document 15, CPB Netherlands Bureau for Economic Policy Analysis.
    14. CGIAR Research Program on Policies, Institutions, and Markets (PIM), 2018. "PIM 2017 annual report," Annual reports 2018pim, International Food Policy Research Institute (IFPRI).
    15. Francesco Aiello & Graziella Bonanno, 2016. "Looking at the determinants of efficiency in banking: evidence from Italian mutual-cooperatives," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(4), pages 507-526, July.
    16. 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.
    17. Ghosh, Amit, 2017. "Sector-specific analysis of non-performing loans in the US banking system and their macroeconomic impact," Journal of Economics and Business, Elsevier, vol. 93(C), pages 29-45.
    18. Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011. "Efficiency and risk in European banking," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1315-1326, May.
    19. Dimitrios, Anastasiou & Helen, Louri & Mike, Tsionas, 2016. "Determinants of non-performing loans: Evidence from Euro-area countries," Finance Research Letters, Elsevier, vol. 18(C), pages 116-119.
    20. Festic, Mejra & Kavkler, Alenka & Repina, Sebastijan, 2011. "The macroeconomic sources of systemic risk in the banking sectors of five new EU member states," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 310-322, February.
    21. The Office of Health Economics, 2018. "2017 OHE Annual Report to the Charity Commission," Briefing 002079, Office of Health Economics.
    22. Cristina Bernini & Paola Brighi, 2018. "Bank branches expansion, efficiency and local economic growth," Regional Studies, Taylor & Francis Journals, vol. 52(10), pages 1332-1345, October.
    23. Pietro Alessandrini & Andrea F. Presbitero & Alberto Zazzaro, 2009. "Global banking and local markets: a national perspective," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 2(2), pages 173-192.
    24. Vithessonthi, Chaiporn, 2016. "Deflation, bank credit growth, and non-performing loans: Evidence from Japan," International Review of Financial Analysis, Elsevier, vol. 45(C), pages 295-305.
    25. Clementina Bruno & Daniele Cattaneo & Alessandro Manello & Filippo Monge, 2018. "Cooperative Banks Performance and the Issue of Non-Performing Loans. New Empirical Evidence from Italian Regional Data," L'industria, Società editrice il Mulino, issue 3, pages 387-404.
    26. Franklin Allen & Douglas Gale, 2001. "Comparing Financial Systems," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262511258, December.
    27. Aiello, Francesco & Bonanno, Graziella, 2016. "Bank efficiency and local market conditions. Evidence from Italy," Journal of Economics and Business, Elsevier, vol. 83(C), pages 70-90.
    28. Mr. Raphael A Espinoza & Mr. Ananthakrishnan Prasad, 2010. "Nonperforming Loans in the GCC Banking System and their Macroeconomic Effects," IMF Working Papers 2010/224, International Monetary Fund.
    29. Tabak, Benjamin M. & Fazio, Dimas M. & Cajueiro, Daniel O., 2012. "The relationship between banking market competition and risk-taking: Do size and capitalization matter?," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3366-3381.
    30. Franklin Allen & Douglas Gale, 2004. "Financial Intermediaries and Markets," Econometrica, Econometric Society, vol. 72(4), pages 1023-1061, July.
    31. Giacomo MANETTI & Luca BAGNOLI, 2013. "Mutual And Social Efficiency Of Italian Co-Operative Banks: An Empirical Analysis," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 84(3), pages 289-308, September.
    32. Nikola Radivojevic & Jelena Jovovic, 2017. "Examining of Determinants of Non-Performing Loans," Prague Economic Papers, Prague University of Economics and Business, vol. 2017(3), pages 300-316.
    33. Williams, Jonathan, 2004. "Determining management behaviour in European banking," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2427-2460, October.
    34. S. Destefanis & C. Barra & G. Lubrano Lavadera, 2014. "Financial development and local growth: evidence from highly disaggregated Italian data," Applied Financial Economics, Taylor & Francis Journals, vol. 24(24), pages 1605-1615, December.
    35. Nash, Robert C. & Sinkey Jr., Joseph F., 1997. "On competition, risk, and hidden assets in the market for bank credit cards," Journal of Banking & Finance, Elsevier, vol. 21(1), pages 89-112, January.
    36. Vicente Salas & Jesús Saurina, 2002. "Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(3), pages 203-224, December.
    37. Marcello Bofondi & Tiziano Ropele, 2011. "Macroeconomic determinants of bad loans: evidence from Italian banks," Questioni di Economia e Finanza (Occasional Papers) 89, Bank of Italy, Economic Research and International Relations Area.
    38. Marcel Canoy & Machiel van Dijk & Jan Lemmen & Ruud de Mooij & Jürgen Weigand, 2001. "Competition and stability in banking," CPB Document 15.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    39. Bruegel, . "Bruegel Annual Report 2017," Books, Bruegel, number 25698.
    40. Chaibi, Hasna & Ftiti, Zied, 2015. "Credit risk determinants: Evidence from a cross-country study," Research in International Business and Finance, Elsevier, vol. 33(C), pages 1-16.
    41. Mirzaei, Ali & Moore, Tomoe & Liu, Guy, 2013. "Does market structure matter on banks’ profitability and stability? Emerging vs. advanced economies," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2920-2937.
    42. Franklin Allen & Douglas Gale, 2001. "Comparative Financial Systems: A Survey," Center for Financial Institutions Working Papers 01-15, Wharton School Center for Financial Institutions, University of Pennsylvania.
    43. Anastasiou, Dimitrios, 2017. "Is ex-post credit risk affected by the cycles? The case of Italian banks," Research in International Business and Finance, Elsevier, vol. 42(C), pages 242-248.
    44. Roberto A. De Santis & Srečko Zimic, 2018. "Spillovers among sovereign debt markets: Identification through absolute magnitude restrictions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 33(5), pages 727-747, August.
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    More about this item

    Keywords

    Microeconomic factors; Macroeconomic factors; Bank risk taking;
    All these keywords.

    JEL classification:

    • 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
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory

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