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The Role of Leverage in Firm Solvency: Evidence From Bank Loans

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  • Emilia Bonaccorsi di Patti
  • Alessio D’Ignazio
  • Marco Gallo
  • Giacinto Micucci

Abstract

The two recessions that hit Italy since the end of 2008 have raised substantially the share of non-performing loans to businesses in banks’ portfolios. In this paper we evaluate to what extent the deterioration of credit quality resulted not only from the drop in firms’ sales during the contraction of economic activity, but also from the level of firms financial debt at the onset of the first recession. Our results show that, ceteris paribus, a 10 % points increase in leverage is associated with almost a 1 % point higher probability of default. Moreover, the adverse impact of a drop in sales on firm solvency is almost four times larger for firms in the highest quartile of the leverage distribution than for firms in the first quartile. These findings confirm that the firms’ financial structure can be a powerful amplifier of macroeconomic shocks. A higher level of borrowers’ leverage reduces their resilience during a recession, and this in turn weakens the balance-sheets of banks and their ability to provide credit. Copyright Società Italiana degli Economisti (Italian Economic Association) 2015

Suggested Citation

  • Emilia Bonaccorsi di Patti & Alessio D’Ignazio & Marco Gallo & Giacinto Micucci, 2015. "The Role of Leverage in Firm Solvency: Evidence From Bank Loans," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 1(2), pages 253-286, July.
  • Handle: RePEc:spr:italej:v:1:y:2015:i:2:p:253-286
    DOI: 10.1007/s40797-015-0014-7
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    1. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, "undated". "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 3-98, Wharton School Rodney L. White Center for Financial Research.
    2. Fidrmuc, Jarko & Hainz, Christa, 2010. "Default rates in the loan market for SMEs: Evidence from Slovakia," Economic Systems, Elsevier, vol. 34(2), pages 133-147, June.
    3. John Y. Campbell & Jens Hilscher & Jan Szilagyi, 2008. "In Search of Distress Risk," Journal of Finance, American Finance Association, vol. 63(6), pages 2899-2939, December.
    4. Gabriel Jiménez & Jesús Saurina, 2006. "Credit Cycles, Credit Risk, and Prudential Regulation," International Journal of Central Banking, International Journal of Central Banking, vol. 2(2), May.
    5. Bonfim, Diana, 2009. "Credit risk drivers: Evaluating the contribution of firm level information and of macroeconomic dynamics," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 281-299, February.
    6. 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.
    7. repec:bla:jfinan:v:53:y:1998:i:4:p:1389-1413 is not listed on IDEAS
    8. 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.
    9. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    10. Edward I. Altman & Gabriele Sabato, 2013. "MODELING CREDIT RISK FOR SMEs: EVIDENCE FROM THE US MARKET," World Scientific Book Chapters, in: Oliviero Roggi & Edward I Altman (ed.), Managing and Measuring Risk Emerging Global Standards and Regulations After the Financial Crisis, chapter 9, pages 251-279, World Scientific Publishing Co. Pte. Ltd..
    11. 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.
    12. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    13. Berger, Allen N. & Udell, Gregory F., 2004. "The institutional memory hypothesis and the procyclicality of bank lending behavior," Journal of Financial Intermediation, Elsevier, vol. 13(4), pages 458-495, October.
    14. Giovanni Dell'Ariccia & Robert Marquez, 2006. "Lending Booms and Lending Standards," Journal of Finance, American Finance Association, vol. 61(5), pages 2511-2546, October.
    15. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, "undated". "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 03-98, Wharton School Rodney L. White Center for Financial Research.
    16. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    17. Löffler, Gunter & Maurer, Alina, 2011. "Incorporating the dynamics of leverage into default prediction," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3351-3361.
    18. Carling, Kenneth & Jacobson, Tor & Linde, Jesper & Roszbach, Kasper, 2007. "Corporate credit risk modeling and the macroeconomy," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 845-868, March.
    19. John R. Graham & Sonali Hazarika & Krishnamoorthy Narasimhan, 2011. "Financial Distress in the Great Depression," Financial Management, Financial Management Association International, vol. 40(4), pages 821-844, December.
    20. McCann, Fergal & McIndoe-Calder, Tara, 2012. "Determinants of SME Loan Default: The Importance of Borrower-Level Heterogeneity," Research Technical Papers 06/RT/12, Central Bank of Ireland.
    21. Carlos A. Molina, 2005. "Are Firms Underleveraged? An Examination of the Effect of Leverage on Default Probabilities," Journal of Finance, American Finance Association, vol. 60(3), pages 1427-1459, June.
    22. Kaplan, Robert S & Urwitz, Gabriel, 1979. "Statistical Models of Bond Ratings: A Methodological Inquiry," The Journal of Business, University of Chicago Press, vol. 52(2), pages 231-261, April.
    23. Opler, Tim C & Titman, Sheridan, 1994. "Financial Distress and Corporate Performance," Journal of Finance, American Finance Association, vol. 49(3), pages 1015-1040, July.
    24. Sudheer Chava & Robert A. Jarrow, 2008. "Bankruptcy Prediction with Industry Effects," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 21, pages 517-549, World Scientific Publishing Co. Pte. Ltd..
    25. John R. Graham & Sonali Hazarika & Krishnamoorthy Narasimhan, 2011. "Financial Distress in the Great Depression," NBER Working Papers 17388, National Bureau of Economic Research, Inc.
    26. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-124, January.
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    Cited by:

    1. Modina, Michele & Pietrovito, Filomena & Gallucci, Carmen & Formisano, Vincenzo, 2023. "Predicting SMEs’ default risk: Evidence from bank-firm relationship data," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 254-268.
    2. Nicola Branzoli & Antonella Caiumi, 2020. "How effective is an incremental ACE in addressing the debt bias? Evidence from corporate tax returns," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 27(6), pages 1485-1519, December.
    3. M. Simona Andreano & Roberto Benedetti & Andrea Mazzitelli & Federica Piersimoni, 2018. "Spatial autocorrelation and clusters in modelling corporate bankruptcy of manufacturing firms," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 45(4), pages 475-491, December.
    4. Antonio De Socio & Enrico Sette, 2018. "Firms’ investments during two crises," Temi di discussione (Economic working papers) 1173, Bank of Italy, Economic Research and International Relations Area.
    5. Marianna Succurro, 2017. "Financial Bankruptcy across European Countries," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(7), pages 132-146, July.
    6. Antonio De Socio & Paolo Finaldi Russo, 2016. "The debt of Italian non-financial firms: an international comparison," Questioni di Economia e Finanza (Occasional Papers) 308, Bank of Italy, Economic Research and International Relations Area.
    7. Agostino, Mariarosaria & Errico, Lucia & Rondinella, Sandro & Trivieri, Francesco, 2023. "Enduring lending relationships and european firms default," Research in Economics, Elsevier, vol. 77(4), pages 459-477.
    8. Francesco Bripi & David Loschiavo & Davide Revelli, 2017. "Services trade and credit frictions: evidence from matched bank-firm data," Temi di discussione (Economic working papers) 1110, Bank of Italy, Economic Research and International Relations Area.
    9. Šarlija Nataša & Šimić Sanja & Đanković Biljana, 2023. "What is the Relationship Between Sales Growth and Insolvency Risk?," Naše gospodarstvo/Our economy, Sciendo, vol. 69(3), pages 1-11, September.
    10. Caselli, Stefano & Corbetta, Guido & Cucinelli, Doriana & Rossolini, Monica, 2021. "A survival analysis of public guaranteed loans: Does financial intermediary matter?," Journal of Financial Stability, Elsevier, vol. 54(C).
    11. Bank for International Settlements, 2022. "Private sector debt and financial stability," CGFS Papers, Bank for International Settlements, number 67, december.

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    More about this item

    Keywords

    Leverage; Nonperforming loans; Corporate default ; Insolvency; G01; G21; G31; G33;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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