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How does government-backed finance affect SMEs’ crisis predictors?

Author

Listed:
  • Lorenzo Gai

    (University of Florence)

  • Maria Cristina Arcuri

    (University of Parma)

  • Federica Ielasi

    (University of Florence)

Abstract

This paper estimates the impact of public guarantees on crisis predictive indicators among small and mid-size enterprises (SMEs). We use a confidential database provided by the Italian Ministry of Economic Development on the universe of guarantees granted by the Central Guarantee Fund. We apply difference-in-difference regressions and propensity-score matching estimators to a sample of approximately 40,000 SMEs over the 2010–2018 period. We find that obtaining a public guarantee improves profitability both in the short- and medium-term. On the other hand, SMEs’ financial health worsens in the short run, but financial burdens are alleviated 2 years after the issuance of a guarantee. The economic and financial effects of government-backed loans are amplified for micro-sized firms, companies operating in the service sector and direct guarantees. Our results can thus support public authorities in designing credit guarantee schemes capable of preventing SMEs’ zombification and protecting them from the risk of debt overhang.

Suggested Citation

  • Lorenzo Gai & Maria Cristina Arcuri & Federica Ielasi, 2023. "How does government-backed finance affect SMEs’ crisis predictors?," Small Business Economics, Springer, vol. 61(3), pages 1205-1229, October.
  • Handle: RePEc:kap:sbusec:v:61:y:2023:i:3:d:10.1007_s11187-023-00733-x
    DOI: 10.1007/s11187-023-00733-x
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    as
    1. Casey, Eddie & O'Toole, Conor M., 2014. "Bank lending constraints, trade credit and alternative financing during the financial crisis: Evidence from European SMEs," Journal of Corporate Finance, Elsevier, vol. 27(C), pages 173-193.
    2. Beck, Thorsten & Klapper, Leora F. & Mendoza, Juan Carlos, 2010. "The typology of partial credit guarantee funds around the world," Journal of Financial Stability, Elsevier, vol. 6(1), pages 10-25, April.
    3. Cowling, Marc, 2010. "The role of loan guarantee schemes in alleviating credit rationing in the UK," Journal of Financial Stability, Elsevier, vol. 6(1), pages 36-44, April.
    4. Clara Cardone-Riportella & Antonio Trujillo-Ponce & Anahí Briozzo, 2013. "Analyzing the role of mutual guarantee societies on bank capital requirements for small and medium-sized enterprises," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 16(2), pages 142-159, June.
    5. N. Berger, Allen & F. Udell, Gregory, 1998. "The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 613-673, August.
    6. Giorgio Calcagnini & Fabio Farabullini & Germana Giombini, 2014. "The impact of guarantees on bank loan interest rates," Applied Financial Economics, Taylor & Francis Journals, vol. 24(6), pages 397-412, March.
    7. Columba, Francesco & Gambacorta, Leonardo & Mistrulli, Paolo Emilio, 2009. "The effects of mutual guarantee consortia on the quality of bank lending," MPRA Paper 17052, University Library of Munich, Germany, revised Mar 2009.
    8. Andrew V. Shipilov & Henrich R. Greve & Timothy J. Rowley, 2019. "Is all publicity good publicity? The impact of direct and indirect media pressure on the adoption of governance practices," Strategic Management Journal, Wiley Blackwell, vol. 40(9), pages 1368-1393, September.
    9. Beck, Thorsten & Demirguc-Kunt, Asli & Laeven, Luc & Maksimovic, Vojislav, 2006. "The determinants of financing obstacles," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 932-952, October.
    10. Inha Oh & Jeong-Dong Lee & Almas Heshmati & Gyoung-Gyu Choi, 2009. "Evaluation of credit guarantee policy using propensity score matching," Small Business Economics, Springer, vol. 33(3), pages 335-351, October.
    11. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    12. Lagazio, Corrado & Persico, Luca & Querci, Francesca, 2021. "Public guarantees to SME lending: Do broader eligibility criteria pay off?," Journal of Banking & Finance, Elsevier, vol. 133(C).
    13. Rodrigo Martín-García & Jorge Morán Santor, 2021. "Public guarantees: a countercyclical instrument for SME growth. Evidence from the Spanish Region of Madrid," Small Business Economics, Springer, vol. 56(1), pages 427-449, January.
    14. de Jong, Abe & Kabir, Rezaul & Nguyen, Thuy Thu, 2008. "Capital structure around the world: The roles of firm- and country-specific determinants," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1954-1969, September.
    15. Jae Kang & Almas Heshmati, 2008. "Effect of credit guarantee policy on survival and performance of SMEs in Republic of Korea," Small Business Economics, Springer, vol. 31(4), pages 445-462, December.
    16. Anoosheh Rostamkalaei & Mark Freel, 2016. "The cost of growth: small firms and the pricing of bank loans," Small Business Economics, Springer, vol. 46(2), pages 255-272, February.
    17. Bartoli, Francesca & Ferri, Giovanni & Murro, Pierluigi & Rotondi, Zeno, 2013. "Bank–firm relations and the role of Mutual Guarantee Institutions at the peak of the crisis," Journal of Financial Stability, Elsevier, vol. 9(1), pages 90-104.
    18. Marino, Marianna & Lhuillery, Stephane & Parrotta, Pierpaolo & Sala, Davide, 2016. "Additionality or crowding-out? An overall evaluation of public R&D subsidy on private R&D expenditure," Research Policy, Elsevier, vol. 45(9), pages 1715-1730.
    19. Salvatore Zecchini & Marco Ventura, 2009. "The impact of public guarantees on credit to SMEs," Small Business Economics, Springer, vol. 32(2), pages 191-206, February.
    20. 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.
    21. Giovanni Cerulli, 2022. "Econometric Evaluation of Socio-Economic Programs," Advanced Studies in Theoretical and Applied Econometrics, Springer, edition 2, number 978-3-662-65945-8, July-Dece.
    22. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    23. Cowan, Kevin & Drexler, Alejandro & Yañez, Álvaro, 2015. "The effect of credit guarantees on credit availability and delinquency rates," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 98-110.
    24. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    25. Clara Cardone-Riportella & Antonio Trujillo-Ponce & Anahí Briozzo, 2013. "Analyzing the role of mutual guarantee societies on bank capital requirements for small and medium-sized enterprises," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 16(2), pages 142-159.
    26. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    27. 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).
    28. Columba, Francesco & Gambacorta, Leonardo & Mistrulli, Paolo Emilio, 2010. "Mutual guarantee institutions and small business finance," Journal of Financial Stability, Elsevier, vol. 6(1), pages 45-54, April.
    29. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    30. Beck, Thorsten & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2008. "Financing patterns around the world: Are small firms different?," Journal of Financial Economics, Elsevier, vol. 89(3), pages 467-487, September.
    31. Philippe Jorion & Gaiyan Zhang, 2009. "Credit Contagion from Counterparty Risk," Journal of Finance, American Finance Association, vol. 64(5), pages 2053-2087, October.
    32. Bertoni, Fabio & Colombo, Massimo G. & Quas, Anita, 2018. "The effects of EU-funded guarantee instruments of the performance of small and medium enterprises: Evidence from France," EIF Working Paper Series 2018/52, European Investment Fund (EIF).
    33. Michael Lechner, 2002. "Program Heterogeneity And Propensity Score Matching: An Application To The Evaluation Of Active Labor Market Policies," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 205-220, May.
    34. José Miguel Benavente & Alexander Galetovic & Ricardo Sanhueza, 2006. "Fogape: an economic analysis," Working Papers wp222, University of Chile, Department of Economics.
    35. Uesugi, Iichiro & Sakai, Koji & Yamashiro, Guy M., 2010. "The Effectiveness of Public Credit Guarantees in the Japanese Loan Market," Journal of the Japanese and International Economies, Elsevier, vol. 24(4), pages 457-480, December.
    36. Cowling, Marc & Mitchell, Peter, 2003. "Is the Small Firms Loan Guarantee Scheme Hazardous for Banks or Helpful to Small Business?," Small Business Economics, Springer, vol. 21(1), pages 63-71, August.
    37. 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.
    38. Rajan, Raghuram G & Zingales, Luigi, 1995. "What Do We Know about Capital Structure? Some Evidence from International Data," Journal of Finance, American Finance Association, vol. 50(5), pages 1421-1460, December.
    39. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    40. Wenlong He & Rui Shen, 2019. "ISO 14001 Certification and Corporate Technological Innovation: Evidence from Chinese Firms," Journal of Business Ethics, Springer, vol. 158(1), pages 97-117, August.
    41. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    42. Stefano Caselli & Guido Corbetta & Monica Rossolini & Veronica Vecchi, 2019. "Public Credit Guarantee Schemes and SMEs’ Profitability: Evidence from Italy," Journal of Small Business Management, Taylor & Francis Journals, vol. 57(S2), pages 555-578, November.
    43. Anah� Briozzo & Clara Cardone-Riportella, 2016. "Spanish SMEs' Subsidized and Guaranteed Credit during Economic Crisis: A Regional Perspective," Regional Studies, Taylor & Francis Journals, vol. 50(3), pages 496-512, March.
    44. Denis, David J. & Mihov, Vassil T., 2003. "The choice among bank debt, non-bank private debt, and public debt: evidence from new corporate borrowings," Journal of Financial Economics, Elsevier, vol. 70(1), pages 3-28, October.
    45. van der Wijst, Nico & Thurik, Roy, 1993. "Determinants of Small Firm Debt Ratios: An Analysis of Retail Panel Data," Small Business Economics, Springer, vol. 5(1), pages 55-65, March.
    46. Elisa Ughetto & Giuseppe Scellato & Marc Cowling, 2017. "Cost of capital and public loan guarantees to small firms," Small Business Economics, Springer, vol. 49(2), pages 319-337, August.
    47. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    48. Dwight M. Jaffee & Thomas Russell, 1976. "Imperfect Information, Uncertainty, and Credit Rationing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(4), pages 651-666.
    49. Stefaan Decramer & Stijn Vanormelingen, 2016. "The effectiveness of investment subsidies: evidence from a regression discontinuity design," Small Business Economics, Springer, vol. 47(4), pages 1007-1032, December.
    50. Allan Riding & Judith Madill & George Haines, 2007. "Incrementality of SME Loan Guarantees," Small Business Economics, Springer, vol. 29(1), pages 47-61, June.
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    More about this item

    Keywords

    Business continuity; Central Guarantee Fund; Credit risk; Public guarantees; SMEs;
    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
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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