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The Economic Impact of EU Guarantees on Credit to SMEs – Evidence from CESEE Countries

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  • Asdrubali, Pierfederico
  • Signore, Simone

Abstract

This paper estimates the economic impact at final beneficiary level of the Multi-Annual Programme for enterprises and entrepreneurship EU SME Guarantee Facility in Central, Eastern and South-Eastern European (CESEE) Countries in the period 2005-2012. Data on SME beneficiaries has been collected from administrative records and enriched with information on firms' financial accounts taken from the Orbis database. The paper combines propensity scores and difference-in-differences estimation in order to evaluate the effect of having received a MAP-guaranteed SME loan on firm performance (employment, production, profitability and factor productivity) against a control group of comparable firms. Our results offer several insights. We find that the EU SME Guarantee Facility in the CESEE region had, on average, a significant positive effect on firms' employment: beneficiary firms were able to increase their workforce by 17.3%, compared to the control groups, within the first 5 years following the issuance of the guaranteed loan. Moreover, by the fifth year after the signature date, the turnover of MAP beneficiaries had increased by 19.6%, compared to non-beneficiary companies. However, MAP beneficiaries faced a temporary setback in productivity, with respect to their peers, an effect that could be due to allocative inefficiencies following the MAP-induced increase in their production factors. Such gap was, however, partially absorbed over the medium run. By breaking down our sample by country, signature year, size and age classes, we observe that micro and young SMEs have benefited the most from MAP-guaranteed loans in terms of economic additionality. Overall, our findings suggest that the EU SME Guarantee Facility has been successful in bringing significant positive effects on beneficiary firms in CESEE Countries.

Suggested Citation

  • Asdrubali, Pierfederico & Signore, Simone, 2015. "The Economic Impact of EU Guarantees on Credit to SMEs – Evidence from CESEE Countries," EIF Working Paper Series 2015/29, European Investment Fund (EIF).
  • Handle: RePEc:zbw:eifwps:201529
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    1. Pissarides, Francesca, 1999. "Is lack of funds the main obstacle to growth? ebrd's experience with small- and medium-sized businesses in central and eastern europe," Journal of Business Venturing, Elsevier, vol. 14(5-6), pages 519-539.
    2. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    3. Bester, Helmut, 1987. "The role of collateral in credit markets with imperfect information," European Economic Review, Elsevier, vol. 31(4), pages 887-899, June.
    4. Nickell, Stephen & Nicolitsas, Daphne, 1999. "How does financial pressure affect firms?," European Economic Review, Elsevier, vol. 43(8), pages 1435-1456, August.
    5. 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.
    6. Zhao, Zhong, 2008. "Sensitivity of propensity score methods to the specifications," Economics Letters, Elsevier, vol. 98(3), pages 309-319, March.
    7. James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
    8. D'Ignazio, Alessio & Menon, Carlo, 2012. "The causal effect of credit guarantees for SMEs: evidence from Italy," LSE Research Online Documents on Economics 58555, London School of Economics and Political Science, LSE Library.
    9. Bah, El-hadj & Brada, Josef C. & Yigit, Taner, 2011. "With a little help from our friends: The effect of USAID assistance on SME growth in a transition economy," Journal of Comparative Economics, Elsevier, vol. 39(2), pages 205-220, June.
    10. Alberto Abadie & Guido W. Imbens, 2008. "On the Failure of the Bootstrap for Matching Estimators," Econometrica, Econometric Society, vol. 76(6), pages 1537-1557, November.
    11. Riding, Allan L. & HainesJR., George, 2001. "Loan guarantees: Costs of default and benefits to small firms," Journal of Business Venturing, Elsevier, vol. 16(6), pages 595-612, November.
    12. Besanko, David & Thakor, Anjan V, 1987. "Collateral and Rationing: Sorting Equilibria in Monopolistic and Competitive Credit Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 671-689, October.
    13. Kraemer-Eis, Helmut & Lang, Frank & Gvetadze, Salome, 2014. "European Small Business Finance Outlook: June 2014," EIF Working Paper Series 2014/24, European Investment Fund (EIF).
    14. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    15. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    16. Ackerberg, Daniel & Caves, Kevin & Frazer, Garth, 2006. "Structural identification of production functions," MPRA Paper 38349, University Library of Munich, Germany.
    17. Irani Arráiz & Francisca Henríquez & Rodolfo Stucchi, 2011. "Impact of the Chilean Supplier Development Program on the performance of SME and their large firm customers," OVE Working Papers 0411, Inter-American Development Bank, Office of Evaluation and Oversight (OVE).
    18. 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.
    19. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    20. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
    21. 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.
    22. 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.
    23. Heckman, J.J. & Hotz, V.J., 1988. "Choosing Among Alternative Nonexperimental Methods For Estimating The Impact Of Social Programs: The Case Of Manpower Training," University of Chicago - Economics Research Center 88-12, Chicago - Economics Research Center.
    24. Adam B. Jaffe, 2002. "Building Programme Evaluation into the Design of Public Research-Support Programmes," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(1), pages 22-34, Spring.
    25. Richard Blundell & Monica Costa Dias, 2000. "Evaluation methods for non-experimental data," Fiscal Studies, Institute for Fiscal Studies, vol. 21(4), pages 427-468, January.
    26. Carlo Altomonte & Tommaso Aquilante & Gianmarco Ottaviano, . "The triggers of competitiveness- The EFIGE cross-country report," Blueprints, Bruegel, number 738, December.
    27. Kraemer-Eis, Helmut & Lang, Frank & Gvetadze, Salome, 2014. "European Small Business Finance Outlook: December 2014," EIF Working Paper Series 2014/26, European Investment Fund (EIF).
    28. Peter N. Gal, 2013. "Measuring Total Factor Productivity at the Firm Level using OECD-ORBIS," OECD Economics Department Working Papers 1049, OECD Publishing.
    29. Giovanni BUSETTA & Alberto ZAZZARO, 2006. "Mutual Loan-Guarantee Societies in Credit Markets with Adverse Selection: Do They Act as a Sorting Device?," Working Papers 273, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    30. James Levinsohn & Amil Petrin, 2000. "Estimating Production Functions Using Inputs to Control for Unobservables," NBER Working Papers 7819, National Bureau of Economic Research, Inc.
    31. Gourieroux, Christian & Monfort, Alain & Renault, Eric & Trognon, Alain, 1987. "Generalised residuals," Journal of Econometrics, Elsevier, vol. 34(1-2), pages 5-32.
    32. 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.
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    JEL classification:

    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe
    • F33 - International Economics - - International Finance - - - International Monetary Arrangements and Institutions
    • E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General
    • E63 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Comparative or Joint Analysis of Fiscal and Monetary Policy; Stabilization; Treasury Policy

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