IDEAS home Printed from https://ideas.repec.org/p/bri/uobdis/22-766.html

Spillover Effects in Empirical Corporate Finance: Choosing the Proxy for the Treatment Intensity

Author

Listed:
  • Fabiana Gomez
  • David Pacini

Abstract

The existing literature indicates that spillovers lead to a complicated bias in the estimation of treatment effects in empirical corporate finance. We show that, under simple random treatment assignment, such a complicated bias is simplified if the proxy chosen for the group-level treatment intensity is the leave-one-out average treatment. This choice brings two advantages: first, it facilitates the diagnosis of the bias and, second, it facilitates the interpretation of the average spillover effect on the treated. These two advantages justify the use of the leave-one-out average treatment as the preferred proxy for the treatment intensity. We illustrate these advantages in the context of measuring the effect of credit supply contractions on firms’ employment decisions.

Suggested Citation

  • Fabiana Gomez & David Pacini, 2022. "Spillover Effects in Empirical Corporate Finance: Choosing the Proxy for the Treatment Intensity," Bristol Economics Discussion Papers 22/766, School of Economics, University of Bristol, UK.
  • Handle: RePEc:bri:uobdis:22/766
    as

    Download full text from publisher

    File URL: http://www.bristol.ac.uk/efm/media/workingpapers/working_papers/pdffiles/dp22766.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chesher, Andrew, 1989. "Hajek Inequalities, Measures of Leverage and the Size of Heteroskedasticity Robust Wald Tests," Econometrica, Econometric Society, vol. 57(4), pages 971-977, July.
    2. Biswas, Sonny & Zhai, Wei, 2021. "Economic policy uncertainty and cross-border lending," Journal of Corporate Finance, Elsevier, vol. 67(C).
    3. Kilian Huber, 2018. "Disentangling the Effects of a Banking Crisis: Evidence from German Firms and Counties," American Economic Review, American Economic Association, vol. 108(3), pages 868-898, March.
    Full references (including those not matched with items on IDEAS)

    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. Pierre Mabille, 2019. "Aggregate Precautionary Savings Motives," 2019 Meeting Papers 344, Society for Economic Dynamics.
    2. Ma, Yongfan & Hu, Xingcun, 2024. "Shadow banking and SME investment: Evidence from China's new asset management regulations," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 332-349.
    3. Bruhn, Miriam & Ortega Hernandez,Johan Andrey & Ruiz Ortega, Claudia, 2025. "Do Formal Loans Boost SME Performance ? Key Takeaways from a Meta-Analysis," Policy Research Working Paper Series 11140, The World Bank.
    4. repec:osf:socarx:z8f4h_v1 is not listed on IDEAS
    5. Psaradakis, Zacharias & Sola, Martin, 1996. "On the power of tests for superexogeneity and structural invariance," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 151-175.
    6. Bustos, Emil, 2023. "The Effect of Financial Constraints on Inventory Holdings," Working Paper Series 1463, Research Institute of Industrial Economics.
    7. Bailey, Warren & Muradoglu, Gulnur & Onay, Ceylan & Phylaktis, Kate, 2024. "Foreign investors, firm level productivity, and European economic integration," Journal of Corporate Finance, Elsevier, vol. 85(C).
    8. Jarko Fidrmuc & Christa Hainz & Werner Hölzl, 2024. "Individual credit market experience and beliefs about bank lending policy: evidence from a firm survey," Scandinavian Journal of Economics, Wiley Blackwell, vol. 126(2), pages 387-414, April.
    9. Richard H. Spady & Sami Stouli, 2018. "Simultaneous Mean-Variance Regression," Bristol Economics Discussion Papers 18/697, School of Economics, University of Bristol, UK.
    10. Oliver Rehbein & Simon Rother, 2020. "The Role of Social Networks in Bank Lending," ECONtribute Discussion Papers Series 033, University of Bonn and University of Cologne, Germany.
    11. Berger, Allen N. & Molyneux, Phil & Wilson, John O.S., 2020. "Banks and the real economy: An assessment of the research," Journal of Corporate Finance, Elsevier, vol. 62(C).
    12. An, Jiafu & Jiang, Mengfei & Xu, Jiaman, 2021. "Professional norms and risk-taking of bank employees: Do expectations of peers’ risk preferences matter?," Journal of Financial Stability, Elsevier, vol. 56(C).
    13. Sebastian Doerr & Stefan Gissler & José-Luis Peydró & Hans-Joachim Voth, 2018. "From finance to fascism," Economics Working Papers 1651, Department of Economics and Business, Universitat Pompeu Fabra, revised Nov 2020.
    14. Kabiri, Ali & Malone, Vlad & Roland, Isabelle Angeline Madeleine & Spatareanu, Mariana, 2020. "Bank default risk propagation along supply chains: evidence from the UK," LSE Research Online Documents on Economics 121832, London School of Economics and Political Science, LSE Library.
    15. Julia Fonseca & Bernardus Van Doornik, 2020. "Financial Development and Labor Markets: evidence from Brazil," Working Papers Series 532, Central Bank of Brazil, Research Department.
    16. Breuer, Matthias & Leuz, Christian & Vanhaverbeke, Steven, 2025. "Reporting regulation and corporate innovation," Journal of Accounting and Economics, Elsevier, vol. 80(1).
    17. Pötscher, Benedikt M. & Preinerstorfer, David, 2025. "Valid Heteroskedasticity Robust Testing," Econometric Theory, Cambridge University Press, vol. 41(2), pages 249-301, April.
    18. Patrick Kehoe & Pierlauro Lopez & Virgiliu Midrigan & Elena Pastorino, 2020. "On the Importance of Household versus Firm Credit Frictions in the Great Recession," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 37, pages 34-67, August.
    19. Demir, Müge & Önder, Zeynep, 2025. "Financial connectivity in cross-border lending and crises: Role of financial and legislative integration," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 101(C).
    20. Berg, Tobias & Haselmann, Rainer & Kick, Thomas & Schreiber, Sebastian, 2023. "Unintended consequences of QE: Real estate prices and financial stability," IMFS Working Paper Series 196, Goethe University Frankfurt, Institute for Monetary and Financial Stability (IMFS).
    21. Henry Zhao & Zhilan Feng & Carlos Castillo-Chavez & Simon A. Levin, 2020. "Staggered Release Policies for COVID-19 Control: Costs and Benefits of Sequentially Relaxing Restrictions by Age," Papers 2005.05549, arXiv.org.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:bri:uobdis:22/766. 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: School of Economics Research Support Team (email available below). General contact details of provider: https://edirc.repec.org/data/sebriuk.html .

    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.