IDEAS home Printed from https://ideas.repec.org/a/kap/sbusec/v59y2022i1d10.1007_s11187-021-00545-x.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11187-021-00545-x
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11187-021-00545-x?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 309-340.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. Meghana Ayyagari & Thorsten Beck & Maria Soledad Martinez Peria, 2018. "The Micro Impact of Macroprudential Policies: Firm-Level Evidence," IMF Working Papers 2018/267, International Monetary Fund.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. Kirschenmann, Karolin, 2016. "Credit rationing in small firm-bank relationships," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 68-99.
    23. Joan Farre-Mensa & Alexander Ljungqvist, 2016. "Do Measures of Financial Constraints Measure Financial Constraints?," The Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 271-308.
    24. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016064, October.
    25. 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.
    26. 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.
    27. 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.
    28. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107627314, October.
    29. Simona Mateut, 2018. "Subsidies, financial constraints and firm innovative activities in emerging economies," Small Business Economics, Springer, vol. 50(1), pages 131-162, January.
    30. 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.
    31. 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.
    32. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016040, October.
    33. 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.
    34. repec:oup:ecpoli:v:26:y:2011:i:01:p:93-130 is not listed on IDEAS
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107638105, October.
    40. 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.
    41. 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.
    42. 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.
    43. Boschi, Melisso & Girardi, Alessandro & Ventura, Marco, 2014. "Partial credit guarantees and SMEs financing," Journal of Financial Stability, Elsevier, vol. 15(C), pages 182-194.
    44. 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).
    45. 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.
    46. 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.
    47. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016057, October.
    48. 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.
    49. 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.
    50. Kon, Y & Storey, D J, 2003. "A Theory of Discouraged Borrowers," Small Business Economics, Springer, vol. 21(1), pages 37-49, August.
    51. 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.
    52. 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.
    53. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107674165, October.
    54. 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.
    55. 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.
    56. Nikolov, Boris & Schmid, Lukas & Steri, Roberto, 2021. "The Sources of Financing Constraints," Journal of Financial Economics, Elsevier, vol. 139(2), pages 478-501.
    57. 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.
    58. 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.
    59. 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.
    60. 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.
    61. Grundy, Bruce D. & Verwijmeren, Patrick, 2020. "The external financing of investment," Journal of Corporate Finance, Elsevier, vol. 65(C).
    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. Angelo Castaldo & Rosanna Pittiglio & Filippo Reganati & Domenico Sarno, 2023. "Access to bank financing and start‐up resilience: A survival analysis across business sectors in a time of crisis," Manchester School, University of Manchester, vol. 91(3), pages 141-170, June.

    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. Gabriele Angori & David Aristei, 2020. "Heterogeneity and state dependence in firms’ access to credit: Microevidence from the euro area," SEEDS Working Papers 0220, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Feb 2020.
    2. Reto Wernli & Andreas Dietrich, 2022. "Only the brave: improving self-rationing efficiency among discouraged Swiss SMEs," Small Business Economics, Springer, vol. 59(3), pages 977-1003, October.
    3. Chala, Alemu Tulu & Forssbaeck, Jens, 2018. "Does Collateral Reduce Loan-Size Credit Rationing? Survey Evidence," Working Papers 2018:36, Lund University, Department of Economics.
    4. 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.
    5. Demoussis, Michael & Drakos, Konstantinos & Giannakopoulos, Nicholas, 2016. "The Impact of Sovereign Ratings on Eurozone SMEs Credit Rationing," MPRA Paper 76364, University Library of Munich, Germany.
    6. Bertrand, Jérémie & Delanghe, Marieke & Klein, Paul-Olivier, 2023. "Does relationship lending help firms to ask for credit? European cross-country evidence," Economic Modelling, Elsevier, vol. 124(C).
    7. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    8. Kallandranis, Christos & Anastasiou, Dimitrios & Drakos, Konstantinos, 2023. "Credit rationing prevalence for Eurozone firms," Journal of Business Research, Elsevier, vol. 158(C).
    9. Michael Demoussis & Konstantinos Drakos & Nicholas Giannakopoulos, 2017. "The impact of sovereign ratings on euro zone SMEs’ credit rationing," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 44(5), pages 745-764, October.
    10. Annie bellier & Wafa Sayeh & Stéphanie Serve, 2012. "What lies behind credit rationing? A survey of the literature," THEMA Working Papers 2012-39, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
    11. Horvath, Akos & Lang, Peter, 2021. "Do loan subsidies boost the real activity of small firms?," Journal of Banking & Finance, Elsevier, vol. 122(C).
    12. Cheng, Chao & Yang, Liu, 2022. "What drives the credit constraints faced by Chinese small and micro enterprises?," Economic Modelling, Elsevier, vol. 113(C).
    13. Hang Thu Nguyen & Hiep Manh Nguyen & Michael Troege & Anh T. H. Nguyen, 2021. "Debt aversion, education, and credit self-rationing in SMEs," Small Business Economics, Springer, vol. 57(3), pages 1125-1143, October.
    14. Chakravarty, Sugato & Xiang, Meifang, 2013. "The international evidence on discouraged small businesses," Journal of Empirical Finance, Elsevier, vol. 20(C), pages 63-82.
    15. Bertrand, Jérémie & Mazza, Paolo, 2022. "Borrowers’ discouragement and creditor information," International Review of Law and Economics, Elsevier, vol. 72(C).
    16. 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.
    17. Kallandranis, Christos & Drakos, Konstantinos, 2021. "Self-Rationing in European Businesses: Evidence from Survey Analysis," Finance Research Letters, Elsevier, vol. 41(C).
    18. Albertazzi, Ugo & Barbiero, Francesca & Marqués-Ibáñez, David & Popov, Alexander & Rodriguez d’Acri, Costanza & Vlassopoulos, Thomas, 2020. "Monetary policy and bank stability: the analytical toolbox reviewed," Working Paper Series 2377, European Central Bank.
    19. Anastasiou, Dimitris & Kallandranis, Christos & Drakos, Konstantinos, 2022. "Borrower discouragement prevalence for Eurozone SMEs: Investigating the impact of economic sentiment," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 161-171.
    20. 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.

    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

    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:kap:sbusec:v:59:y:2022:i:1:d:10.1007_s11187-021-00545-x. 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.