IDEAS home Printed from https://ideas.repec.org/a/spr/italej/v1y2015i2p253-286.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s40797-015-0014-7
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s40797-015-0014-7?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Simone Narizzano & Marco Orlandi & Antonio Scalia, 2024. "The Bank of Italy’s statistical model for the credit assessment of non-financial firms," Temi di discussione (Economic working papers) 53, Bank of Italy, Economic Research and International Relations Area.
    2. 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.
    3. 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.
    4. Mariarosaria Agostino & Lucia Errico & Sandro Rondinella & Francesco Trivieri, 2024. "Leverage and SMEs financial stability: the role of banking competition," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 48(2), pages 345-376, June.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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).
    13. Bank for International Settlements, 2022. "Private sector debt and financial stability," CGFS Papers, Bank for International Settlements, number 67, december.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Nidhi Aggarwal & Manish K. Singh & Susan Thomas, 2022. "Informational efficiency of credit ratings," Working Papers 14, xKDR.
    3. Marta Gómez-Puig & Simón Sosvilla-Rivero & Manish K. Singh, 2018. "“Incorporating creditors' seniority into contingent claim models:Application to peripheral euro area countries”," IREA Working Papers 201803, University of Barcelona, Research Institute of Applied Economics, revised Feb 2018.
    4. Singh, Manish K. & Gómez-Puig, Marta & Sosvilla-Rivero, Simón, 2015. "Bank risk behavior and connectedness in EMU countries," Journal of International Money and Finance, Elsevier, vol. 57(C), pages 161-184.
    5. Jens Hilscher & Mungo Wilson, 2011. "Credit ratings and credit risk," Working Papers 31, Brandeis University, Department of Economics and International Business School.
    6. Jens Hilscher & Mungo Wilson, 2017. "Credit Ratings and Credit Risk: Is One Measure Enough?," Management Science, INFORMS, vol. 63(10), pages 3414-3437, October.
    7. Filipe, Sara Ferreira & Grammatikos, Theoharry & Michala, Dimitra, 2016. "Forecasting distress in European SME portfolios," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 112-135.
    8. Aggarwal, Nidhi & Singh, Manish K. & Thomas, Susan, 2023. "Do decreases in Distance-to-Default predict rating downgrades?," Economic Modelling, Elsevier, vol. 129(C).
    9. Paulo V. Carvalho & José D. Curto & Rodrigo Primor, 2022. "Macroeconomic determinants of credit risk: Evidence from the Eurozone," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 2054-2072, April.
    10. Das, Sanjiv R. & Hanouna, Paul & Sarin, Atulya, 2009. "Accounting-based versus market-based cross-sectional models of CDS spreads," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 719-730, April.
    11. Manish K. Singh & Marta Gómez-Puig & Simón Sosvilla-Rivero, 2014. "“Forward Looking Banking Stress in EMU Countries”," IREA Working Papers 201421, University of Barcelona, Research Institute of Applied Economics, revised Oct 2014.
    12. Löffler, Gunter & Maurer, Alina, 2011. "Incorporating the dynamics of leverage into default prediction," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3351-3361.
    13. Zhou, Fanyin & Fu, Lijun & Li, Zhiyong & Xu, Jiawei, 2022. "The recurrence of financial distress: A survival analysis," International Journal of Forecasting, Elsevier, vol. 38(3), pages 1100-1115.
    14. Koresh Galil & Neta Gilat, 2019. "Predicting Default More Accurately: To Proxy or Not to Proxy for Default?," International Review of Finance, International Review of Finance Ltd., vol. 19(4), pages 731-758, December.
    15. Zhang, Xuan & Ouyang, Ruolan & Liu, Ding & Xu, Liao, 2020. "Determinants of corporate default risk in China: The role of financial constraints," Economic Modelling, Elsevier, vol. 92(C), pages 87-98.
    16. Ugur, Mehmet & Solomon, Edna & Zeynalov, Ayaz, 2022. "Leverage, competition and financial distress hazard: Implications for capital structure in the presence of agency costs," Economic Modelling, Elsevier, vol. 108(C).
    17. John Nkwoma Inekwe, 2016. "Financial Distress, Employees’ Welfare and Entrepreneurship Among SMEs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 129(3), pages 1135-1153, December.
    18. Viral Acharya & Sergei A. Davydenko & Ilya A. Strebulaev, 2012. "Cash Holdings and Credit Risk," The Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3572-3609.
    19. Ruey‐Ching Hwang & K. F. Cheng & Cheng‐Few Lee, 2009. "On multiple‐class prediction of issuer credit ratings," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 25(5), pages 535-550, September.
    20. Antonio Trujillo-Ponce & Reyes Samaniego-Medina & Clara Cardone-Riportella, 2014. "Examining what best explains corporate credit risk: accounting-based versus market-based models," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 15(2), pages 253-276, April.

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:italej:v:1:y:2015:i:2:p:253-286. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.