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Heterogeneity and state dependence in firms’ access to bank credit

Author

Listed:
  • David Aristei

    (University of Perugia)

  • Gabriele Angori

    (University of Ferrara)

Abstract

This paper investigates firms’ access to bank credit in eleven euro area countries over the periods 2014–2019. Exploiting firm-level longitudinal data, we analyse loan demand and credit rationing probabilities, accounting for sample selection, unobserved heterogeneity and state dependence. Empirical results show that small and informationally opaque businesses, with deteriorated public support and credit history, face greater difficulties in obtaining bank loans. Furthermore, we provide evidence of a significant degree of state dependence in access to credit. In particular, firms that have already experienced credit restrictions are more likely to face further constraints, while enterprises that applied for bank financing in the past seem to have easier access to credit. Focusing on the subset of firms actually needing additional bank financing, we also find that past credit restrictions significantly reduce their current demand, providing evidence of a significant discouragement effect.

Suggested Citation

  • David Aristei & Gabriele Angori, 2022. "Heterogeneity and state dependence in firms’ access to bank credit," Small Business Economics, Springer, vol. 59(1), pages 47-78, June.
  • Handle: RePEc:kap:sbusec:v:59:y:2022:i:1:d:10.1007_s11187-021-00545-x
    DOI: 10.1007/s11187-021-00545-x
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    1. Rabe-Hesketh, Sophia & Skrondal, Anders, 2013. "Avoiding biased versions of Wooldridge’s simple solution to the initial conditions problem," Economics Letters, Elsevier, vol. 120(2), pages 346-349.
    2. Wladimir Raymond & Pierre Mohnen & Franz Palm & Sybrand Schim van der Loeff, 2010. "Persistence of Innovation in Dutch Manufacturing: Is It Spurious?," The Review of Economics and Statistics, MIT Press, vol. 92(3), pages 495-504, August.
    3. Thomas Cooley & Ramon Marimon & Vincenzo Quadrini, 2004. "Aggregate Consequences of Limited Contract Enforceability," Journal of Political Economy, University of Chicago Press, vol. 112(4), pages 817-847, August.
    4. 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.
    5. 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.
    6. Ferrando, Annalisa & Popov, Alexander & Udell, Gregory F., 2017. "Sovereign stress and SMEs’ access to finance: Evidence from the ECB's SAFE survey," Journal of Banking & Finance, Elsevier, vol. 81(C), pages 65-80.
    7. Han, Liang & Fraser, Stuart & Storey, David J., 2009. "Are good or bad borrowers discouraged from applying for loans? Evidence from US small business credit markets," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 415-424, February.
    8. Berger, Allen N. & Espinosa-Vega, Marco A. & Frame, W. Scott & Miller, Nathan H., 2011. "Why do borrowers pledge collateral? New empirical evidence on the role of asymmetric information," Journal of Financial Intermediation, Elsevier, vol. 20(1), pages 55-70, January.
    9. Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54, January.
    10. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, Oxford University Press, vol. 109(2), pages 309-340.
    11. Martin Brown & Steven Ongena & Alexander Popov & Pinar Yeşin, 2011. "Who needs credit and who gets credit in Eastern Europe? [Interaction terms in logit and probit models]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 26(65), pages 93-130.
    12. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016064.
    13. Annalisa Ferrando & Alexander Popov & Gregory F. Udell, 2019. "Do SMEs Benefit from Unconventional Monetary Policy and How? Microevidence from the Eurozone," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(4), pages 895-928, June.
    14. 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.
    15. 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.
    16. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107638105.
    17. Anoosheh Rostamkalaei & Miwako Nitani & Allan Riding, 2020. "Borrower discouragement: the role of informal turndowns," Small Business Economics, Springer, vol. 54(1), pages 173-188, January.
    18. Giulia Bettin & Riccardo Lucchetti, 2016. "Steady streams and sudden bursts: persistence patterns in remittance decisions," Journal of Population Economics, Springer;European Society for Population Economics, vol. 29(1), pages 263-292, January.
    19. Cowling, Marc & Ughetto, Elisa & Lee, Neil, 2018. "The innovation debt penalty: Cost of debt, loan default, and the effects of a public loan guarantee on high-tech firms," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 166-176.
    20. 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.
    21. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 102(5), pages 2301-2326.
    22. Kon, Y & Storey, D J, 2003. "A Theory of Discouraged Borrowers," Small Business Economics, Springer, vol. 21(1), pages 37-49, August.
    23. Lee, Neil & Sameen, Hiba & Cowling, Marc, 2015. "Access to finance for innovative SMEs since the financial crisis," Research Policy, Elsevier, vol. 44(2), pages 370-380.
    24. De Jonghe, Olivier & Dewachter, Hans & Ongena, Steven, 2020. "Bank capital (requirements) and credit supply: Evidence from pillar 2 decisions," Journal of Corporate Finance, Elsevier, vol. 60(C).
    25. Tensie Steijvers & Wim Voordeckers, 2009. "Collateral And Credit Rationing: A Review Of Recent Empirical Studies As A Guide For Future Research," Journal of Economic Surveys, Wiley Blackwell, vol. 23(5), pages 924-946, December.
    26. Adriaan Kalwij, 2015. "Two tests for strict exogeneity in a correlated random effects panel data Tobit model," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 69(2), pages 115-125, May.
    27. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    28. Angelini, P. & Di Salvo, R. & Ferri, G., 1998. "Availability and cost of credit for small businesses: Customer relationships and credit cooperatives," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 925-954, August.
    29. Levenson, Alec R & Willard, Kristen L, 2000. "Do Firms Get the Financing They Want? Measuring Credit Rationing Experienced by Small Business in the U.S," Small Business Economics, Springer, vol. 14(2), pages 83-94, March.
    30. Aristei, David & Gallo, Manuela, 2016. "Does gender matter for firms' access to credit? Evidence from international data," Finance Research Letters, Elsevier, vol. 18(C), pages 67-75.
    31. Kirschenmann, Karolin, 2016. "Credit rationing in small firm-bank relationships," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 68-99.
    32. Joan Farre-Mensa & Alexander Ljungqvist, 2016. "Do Measures of Financial Constraints Measure Financial Constraints?," Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 271-308.
    33. Ferri, Giovanni & Murro, Pierluigi & Peruzzi, Valentina & Rotondi, Zeno, 2019. "Bank lending technologies and credit availability in Europe: What can we learn from the crisis?," Journal of International Money and Finance, Elsevier, vol. 95(C), pages 128-148.
    34. Kjenstad, Einar C. & Su, Xunhua & Zhang, Li, 2015. "Credit rationing by loan size: A synthesized model," The Quarterly Review of Economics and Finance, Elsevier, vol. 55(C), pages 20-27.
    35. Raymond, Wladimir & Mairesse, Jacques & Mohnen, Pierre & Palm, Franz, 2015. "Dynamic models of R & D, innovation and productivity: Panel data evidence for Dutch and French manufacturing," European Economic Review, Elsevier, vol. 78(C), pages 285-306.
    36. Berger, Allen N. & Scott Frame, W. & Ioannidou, Vasso, 2011. "Tests of ex ante versus ex post theories of collateral using private and public information," Journal of Financial Economics, Elsevier, vol. 100(1), pages 85-97, April.
    37. Grundy, Bruce D. & Verwijmeren, Patrick, 2020. "The external financing of investment," Journal of Corporate Finance, Elsevier, vol. 65(C).
    38. Juan S. Mora-Sanguinetti & Marta Martínez-Matute & Miguel García-Posada, 2017. "Credit, crisis and contract enforcement: evidence from the Spanish loan market," European Journal of Law and Economics, Springer, vol. 44(2), pages 361-383, October.
    39. Santiago Carbó-Valverde & Francisco Rodríguez-Fernández & Gregory F. Udell, 2009. "Bank Market Power and SME Financing Constraints," Review of Finance, European Finance Association, vol. 13(2), pages 309-340.
    40. Andrea Moro & Daniela Maresch & Annalisa Ferrando, 2018. "Creditor protection, judicial enforcement and credit access," The European Journal of Finance, Taylor & Francis Journals, vol. 24(3), pages 250-281, February.
    41. Ari Hyytinen & Lotta Väänänen, 2006. "Where Do Financial Constraints Originate from? An Empirical Analysis of Adverse Selection and Moral Hazard in Capital Markets," Small Business Economics, Springer, vol. 27(4), pages 323-348, December.
    42. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016057.
    43. Hyytinen, Ari & Pajarinen, Mika, 2008. "Opacity of young businesses: Evidence from rating disagreements," Journal of Banking & Finance, Elsevier, vol. 32(7), pages 1234-1241, July.
    44. Pigini, Claudia & Presbitero, Andrea F. & Zazzaro, Alberto, 2016. "State dependence in access to credit," Journal of Financial Stability, Elsevier, vol. 27(C), pages 17-34.
    45. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107674165.
    46. Meghana Ayyagari & Thorsten Beck & Mr. Maria Soledad Martinez Peria, 2018. "The Micro Impact of Macroprudential Policies: Firm-Level Evidence," IMF Working Papers 2018/267, International Monetary Fund.
    47. Marc Cowling & Susan Marlow & Weixi Liu, 2020. "Gender and bank lending after the global financial crisis: are women entrepreneurs safer bets?," Small Business Economics, Springer, vol. 55(4), pages 853-880, December.
    48. Mark Freel & Sara Carter & Stephen Tagg & Colin Mason, 2012. "The latent demand for bank debt: characterizing “discouraged borrowers”," Small Business Economics, Springer, vol. 38(4), pages 399-418, May.
    49. Cole, Rebel & Sokolyk, Tatyana, 2016. "Who needs credit and who gets credit? Evidence from the surveys of small business finances," Journal of Financial Stability, Elsevier, vol. 24(C), pages 40-60.
    50. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107627314.
    51. Simona Mateut, 2018. "Subsidies, financial constraints and firm innovative activities in emerging economies," Small Business Economics, Springer, vol. 50(1), pages 131-162, January.
    52. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016040.
    53. repec:oup:ecpoli:v:26:y:2011:i:01:p:93-130 is not listed on IDEAS
    54. 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.
    55. Boschi, Melisso & Girardi, Alessandro & Ventura, Marco, 2014. "Partial credit guarantees and SMEs financing," Journal of Financial Stability, Elsevier, vol. 15(C), pages 182-194.
    56. Cole, Rebel A., 1998. "The importance of relationships to the availability of credit," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 959-977, August.
    57. Boot, Arnoud W A & Thakor, Anjan V, 1994. "Moral Hazard and Secured Lending in an Infinitely Repeated Credit Market Game," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(4), pages 899-920, November.
    58. Mascia, Danilo V. & Rossi, Stefania P.S., 2017. "Is there a gender effect on the cost of bank financing?," Journal of Financial Stability, Elsevier, vol. 31(C), pages 136-153.
    59. Nikolov, Boris & Schmid, Lukas & Steri, Roberto, 2021. "The Sources of Financing Constraints," Journal of Financial Economics, Elsevier, vol. 139(2), pages 478-501.
    60. Gabriele Angori & David Aristei & Manuela Gallo, 2019. "Lending technologies, banking relationships, and firms’ access to credit in Italy: the role of firm size," Applied Economics, Taylor & Francis Journals, vol. 51(58), pages 6139-6170, December.
    61. Sugato Chakravarty & Tansel Yilmazer, 2009. "A Multistage Model of Loans and the Role of Relationships," Financial Management, Financial Management Association International, vol. 38(4), pages 781-816, December.
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    More about this item

    Keywords

    Access to credit; Financing constraints; Bank lending; State dependence; SMEs;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • D25 - Microeconomics - - Production and Organizations - - - Intertemporal Firm Choice: Investment, Capacity, and Financing
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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