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The Effects of Business Credit Support Programs: Evidence from a Regression Discontinuity Design

Author

Listed:
  • Balila Acurio

    (Central Bank of Peru)

  • Alessandro Tomarchio

    (University of Michigan, Ann Arbor and Central Bank of Peru)

Abstract

Government-backed business loan programs have commonly been used as a policy tool for mitigating the impact of adverse scenarios such as the recent pandemic. However, the effects of these policies on micro, small and medium enterprises remain unclear, particularly in developing countries. Using firmlevel data and a Fuzzy Regression Discontinuity Design, we studied the impact of a large credit support program deployed in Peru in 2020 (Reactiva Perú). We examined real outcomes such as employment, sales, and survival. A positive and significant effect of the Reactiva loans on the number of employees was found; this effect continues to linger three years after the pandemic.

Suggested Citation

  • Balila Acurio & Alessandro Tomarchio, 2024. "The Effects of Business Credit Support Programs: Evidence from a Regression Discontinuity Design," IHEID Working Papers 20-2024, Economics Section, The Graduate Institute of International Studies.
  • Handle: RePEc:gii:giihei:heidwp20-2024
    as

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    References listed on IDEAS

    as
    1. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell, 2018. "On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(522), pages 767-779, April.
    2. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    3. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell & Rocío Titiunik, 2019. "Regression Discontinuity Designs Using Covariates," The Review of Economics and Statistics, MIT Press, vol. 101(3), pages 442-451, July.
    4. Sabrina T. Howell, 2017. "Financing Innovation: Evidence from R&D Grants," American Economic Review, American Economic Association, vol. 107(4), pages 1136-1164, April.
    5. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    6. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    7. Sebastian Calonico & Matias D Cattaneo & Max H Farrell, 2020. "Optimal bandwidth choice for robust bias-corrected inference in regression discontinuity designs," The Econometrics Journal, Royal Economic Society, vol. 23(2), pages 192-210.
    8. Abhijit V. Banerjee & Esther Duflo, 2014. "Do Firms Want to Borrow More? Testing Credit Constraints Using a Directed Lending Program," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 572-607.
    9. J. David Brown & John S. Earle, 2017. "Finance and Growth at the Firm Level: Evidence from SBA Loans," Journal of Finance, American Finance Association, vol. 72(3), pages 1039-1080, June.
    10. Mark J. Garmaise & Gabriel Natividad, 2017. "Consumer Default, Credit Reporting, and Borrowing Constraints," Journal of Finance, American Finance Association, vol. 72(5), pages 2331-2368, October.
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    More about this item

    Keywords

    government-backed loans; regression discontinuity; small and medium-sized enterprises; developing country; business loans; crisis;
    All these keywords.

    JEL classification:

    • H81 - Public Economics - - Miscellaneous Issues - - - Governmental Loans; Loan Guarantees; Credits; Grants; Bailouts
    • E26 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Informal Economy; Underground Economy
    • H32 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Firm
    • G20 - Financial Economics - - Financial Institutions and Services - - - General

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