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Public guarantees on loans to SMEs: an RDD evaluation

Author

Listed:
  • Guido de Blasio

    (Bank of Italy)

  • Stefania De Mitri

    (Bank of Italy)

  • Alessio D'Ignazio

    (Bank of Italy)

  • Paolo Finaldi Russo

    (Bank of Italy)

  • Lavina Stoppani

    (Catholic University of Milan)

Abstract

The paper evaluates the impact of the guarantees provided by the Italian scheme Fondo di Garanzia on the access to credit for small and medium enterprises. The study exploits the mechanism that assigns the guarantees, which is based on a scoring system to assess eligibility. By using regression discontinuity techniques, the paper finds that at the threshold between eligible and non-eligible firms, the program has a positive impact on bank loans to firms; however, the scheme has no impact on the interest rate charged by the banks, while it affects positively the likelihood that a firm becomes unable to repay its loans. The guaranteed loans were mostly used to finance working capital. Finally, the paper provides inference for far-from-the-threshold firms.

Suggested Citation

  • Guido de Blasio & Stefania De Mitri & Alessio D'Ignazio & Paolo Finaldi Russo & Lavina Stoppani, 2017. "Public guarantees on loans to SMEs: an RDD evaluation," Temi di discussione (Economic working papers) 1111, Bank of Italy, Economic Research and International Relations Area.
    • Handle: RePEc:bdi:wptemi:td_1111_17
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    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. World Bank, 2012. "The World Bank Annual Report 2012," World Bank Publications - Books, The World Bank Group, number 11846.
    4. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    5. 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.
    6. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    7. AfDB AfDB, . "AfDB Group Annual Report 2011," Annual Report, African Development Bank, number 392.
    8. World Bank, 2012. "The World Bank Annual Report 2012," World Bank Publications - Books, The World Bank Group, number 11845.
    9. Berger, Allen N & Udell, Gregory F, 1992. "Some Evidence on the Empirical Significance of Credit Rationing," Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 1047-1077, October.
    10. 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.
    11. Ben Craig & William Jackson & James Thomson, 2008. "Credit market failure intervention: Do government sponsored small business credit programs enrich poorer areas?," Small Business Economics, Springer, vol. 30(4), pages 345-360, April.
    12. Claire Lelarge & David Sraer & David Thesmar, 2010. "Entrepreneurship and Credit Constraints: Evidence from a French Loan Guarantee Program," NBER Chapters, in: International Differences in Entrepreneurship, pages 243-273, National Bureau of Economic Research, Inc.
    13. Boschi, Melisso & Girardi, Alessandro & Ventura, Marco, 2014. "Partial credit guarantees and SMEs financing," Journal of Financial Stability, Elsevier, vol. 15(C), pages 182-194.
    14. 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.
    15. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(3), pages 933-959.
    16. Joshua D. Angrist & Miikka Rokkanen, 2015. "Wanna Get Away? Regression Discontinuity Estimation of Exam School Effects Away From the Cutoff," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1331-1344, December.
    17. SAITO Kuniyoshi & TSURUTA Daisuke, 2014. "Information Asymmetry in SME Credit Guarantee Schemes: Evidence from Japan," Discussion papers 14042, Research Institute of Economy, Trade and Industry (RIETI).
    18. repec:idb:brikps:78877 is not listed on IDEAS
    19. World Bank, 2012. "The World Bank Annual Report 2012," World Bank Publications - Books, The World Bank Group, number 11844.
    20. 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.
    21. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    22. Arping, Stefan & Lóránth, Gyöngyi & Morrison, Alan D., 2010. "Public initiatives to support entrepreneurs: Credit guarantees versus co-funding," Journal of Financial Stability, Elsevier, vol. 6(1), pages 26-35, April.
    23. repec:idb:brikps:65758 is not listed on IDEAS
    24. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    25. AfDB AfDB, . "AfDB Group Annual Report 2011 (Arabic)," Annual Report, African Development Bank, number 394.
    26. Patrick Kline, 2011. "Oaxaca-Blinder as a Reweighting Estimator," American Economic Review, American Economic Association, vol. 101(3), pages 532-537, May.
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    Cited by:

    1. World Bank Group, 2018. "Toolkit for Impact Evaluation of Public Credit Guarantee Schemes for SMEs," World Bank Publications - Reports 30514, The World Bank Group.
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    3. Concetta Rondinelli & Roberta Zizza, 2020. "Spend today or spend tomorrow? The role of inflation expectations in consumer behaviour," Temi di discussione (Economic working papers) 1276, Bank of Italy, Economic Research and International Relations Area.
    4. 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).

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    More about this item

    Keywords

    credit guarantees; public guarantees; access to credit; SMEs financing;
    All these keywords.

    JEL classification:

    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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