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Credit Constraints, Heterogeneous Firms and Loan Defaults

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  • Jarko Fidrmuc
  • Pavel Ciaian
  • d'Artis Kancs
  • Jan Pokrivcak

Abstract

In light of the recent financial and economic crisis the present paper analyzes the determinants of loan default. We employ a unique firm-level panel data of 700 bank loans given to small and medium sized enterprises in Slovakia between 2000 and 2005 to investigate three loan default hypothesis. Testing the Sector-Risk Hypothesis, we find that agro-food industry does not exhibit higher default rate than other sectors. Testing the Firm-Risk Hypothesis, we find that highly indebted firms are more likely to default on their loan than other firms. Testing the EU Subsidy Hypothesis we find that the newly introduced subsidy system, which is decoupled from production, provides a secure source of income and hence reduces the probability of loan default.

Suggested Citation

  • Jarko Fidrmuc & Pavel Ciaian & d'Artis Kancs & Jan Pokrivcak, 2011. "Credit Constraints, Heterogeneous Firms and Loan Defaults," EERI Research Paper Series EERI_RP_2011_17, Economics and Econometrics Research Institute (EERI), Brussels.
  • Handle: RePEc:eei:rpaper:eeri_rp_2011_17
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    1. Bester, Helmut, 1994. "The Role of Collateral in a Model of Debt Renegotiation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 26(1), pages 72-86, February.
    2. Jan Fałkowski & Pavel Ciaian & d'Artis Kancs, 2009. "Access to Credit, Factor Allocation and Farm Productivity: Evidence From the CEE Transition Economies," Working Papers 2009-12, Faculty of Economic Sciences, University of Warsaw.
    3. 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.
    4. Jarko Fidrmuc & Pavel Ciaian & d'Artis Kancs & Jan Pokrivcak, 2013. "Credit Constraints, Heterogeneous Firms and Loan Defaults," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 53-68, May.
    5. Chakraborty, Atreya & Hu, Charles X., 2006. "Lending relationships in line-of-credit and nonline-of-credit loans: Evidence from collateral use in small business," Journal of Financial Intermediation, Elsevier, vol. 15(1), pages 86-107, January.
    6. Barry, Peter J. & Robison, Lindon J., 2001. "Agricultural finance: Credit, credit constraints, and consequences," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 10, pages 513-571, Elsevier.
    7. Bester, Helmut, 1987. "The role of collateral in credit markets with imperfect information," European Economic Review, Elsevier, vol. 31(4), pages 887-899, June.
    8. Mr. Jorge A Chan-Lau, 2006. "Fundamentals-Based Estimation of Default Probabilities - A Survey," IMF Working Papers 2006/149, International Monetary Fund.
    9. Allen M. Featherstone & Laura M. Roessler & Peter J. Barry, 2006. "Determining the Probability of Default and Risk-Rating Class for Loans in the Seventh Farm Credit District Portfolio," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 28(1), pages 4-23.
    10. 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.
    11. Amelie Jouault & Allen M. Featherstone, 2011. "Determining the Probability of Default of Agricultural Loans in a French Bank," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 1(1), pages 1-1.
    12. Pavel Ciaian & Jan Fałkowski & d'Artis Kancs, 2012. "Access to credit, factor allocation and farm productivity," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 72(1), pages 22-47, May.
    13. Hainz, Christa, 2003. "Bank competition and credit markets in transition economies," Journal of Comparative Economics, Elsevier, vol. 31(2), pages 223-245, June.
    14. Carmen M. Reinhart, 1995. "Devaluation, Relative Prices, and International Trade: Evidence from Developing Countries," IMF Staff Papers, Palgrave Macmillan, vol. 42(2), pages 290-312, June.
    15. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 71-111.
    16. Berger, Allen N & Frame, W Scott & Miller, Nathan H, 2005. "Credit Scoring and the Availability, Price, and Risk of Small Business Credit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 191-222, April.
    17. Pavel Ciaian & Johan F.M. Swinnen, 2009. "Credit Market Imperfections and the Distribution of Policy Rents," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(4), pages 1124-1139.
    18. Loretta J. Mester, 1997. "What's the point of credit scoring?," Business Review, Federal Reserve Bank of Philadelphia, issue Sep, pages 3-16.
    19. Daryl Pregibon, 1980. "Goodness of Link Tests for Generalized Linear Models," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 29(1), pages 15-24, March.
    20. repec:dau:papers:123456789/6457 is not listed on IDEAS
    21. Ramey, Garey & Ramey, Valerie A, 1995. "Cross-Country Evidence on the Link between Volatility and Growth," American Economic Review, American Economic Association, vol. 85(5), pages 1138-1151, December.
    22. David Alary & Christian Gollier, 2004. "Debt Contract, Strategic Default, and Optimal Penalties with Judgement Errors," Annals of Economics and Finance, Society for AEF, vol. 5(2), pages 357-372, November.
    23. Altman, Edward I. & Suggitt, Heather J., 2000. "Default rates in the syndicated bank loan market: A mortality analysis," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 229-253, January.
    24. 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.
    25. Pavel Ciaian & Jan Fałkowski & d'Artis Kancs, 2012. "Access to credit, factor allocation and farm productivity," Agricultural Finance Review, Emerald Group Publishing Limited, vol. 72(1), pages 22-47, May.
    26. Holmstrom, Bengt, 1996. "Financing of Investment in Eastern Europe: A Theoretical Perspective," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 5(2), pages 205-237.
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    Cited by:

    1. Jarko Fidrmuc & Pavel Ciaian & d'Artis Kancs & Jan Pokrivcak, 2013. "Credit Constraints, Heterogeneous Firms and Loan Defaults," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 53-68, May.
    2. Edward Knapp & Jason Loughrey, 2017. "The single farm payment and income risk in Irish farms 2005–2013," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 5(1), pages 1-15, December.
    3. Zhaojun Yang & Chunhong Zhang, 2015. "The Pricing of Two Newly Invented Swaps in a Jump-Diffusion Model," Annals of Economics and Finance, Society for AEF, vol. 16(2), pages 371-392, November.
    4. Petr Korab, 2016. "Access to Credit and Unconventional Monetary policy in the Eurozone after the Financial Crisis," MENDELU Working Papers in Business and Economics 2016-68, Mendel University in Brno, Faculty of Business and Economics.
    5. Pokrivčák, Ján & Tóth, Marián, 2022. "Financing Gap of Agro-food Firms and the Role of Policies," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 14(3), September.

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    More about this item

    Keywords

    Bank credit; loan default; credit constraints; heterogeneous firms.;
    All these keywords.

    JEL classification:

    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • Q14 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Finance

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