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Spillover effects in empirical corporate finance

Author

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  • Berg, Tobias
  • Reisinger, Markus
  • Streitz, Daniel

Abstract

Despite their importance, the discussion of spillover effects in empirical research often misses the rigor dedicated to endogeneity concerns. We analyze a broad set of workhorse models of firm interactions and show that spillovers naturally arise in many corporate finance settings. This has important implications for the estimation of treatment effects: (i) even with random treatment, spillovers lead to a complicated bias; (ii) fixed effects can exacerbate the spillover-induced bias. We propose simple diagnostic tools for empirical researchers and illustrate our guidance in an application.

Suggested Citation

  • Berg, Tobias & Reisinger, Markus & Streitz, Daniel, 2021. "Spillover effects in empirical corporate finance," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1109-1127.
  • Handle: RePEc:eee:jfinec:v:142:y:2021:i:3:p:1109-1127
    DOI: 10.1016/j.jfineco.2021.04.039
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    as
    1. Luisito Bertinelli & Olivier Cardi & Romain Restout, 2015. "Technical Change Biased Toward the Traded Sector and Labor Market Frictions," Working Papers halshs-01252508, HAL.
    2. Farrell, Joseph & Shapiro, Carl, 1990. "Horizontal Mergers: An Equilibrium Analysis," American Economic Review, American Economic Association, vol. 80(1), pages 107-126, March.
    3. Heckman, James J & Lochner, Lance & Taber, Christopher, 1998. "General-Equilibrium Treatment Effects: A Study of Tuition Policy," American Economic Review, American Economic Association, vol. 88(2), pages 381-386, May.
    4. Wei Jiang, 2017. "Have Instrumental Variables Brought Us Closer to the Truth," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 6(2), pages 127-140.
    5. Richard Hornbeck & Daniel Keniston, 2017. "Creative Destruction: Barriers to Urban Growth and the Great Boston Fire of 1872," American Economic Review, American Economic Association, vol. 107(6), pages 1365-1398, June.
    6. Volker Nocke & Michael D. Whinston, 2010. "Dynamic Merger Review," Journal of Political Economy, University of Chicago Press, vol. 118(6), pages 1201-1251.
    7. 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.
    8. Raphael Duguay & Michael Minnis & Andrew Sutherland, 2020. "Regulatory Spillovers in Common Audit Markets," Management Science, INFORMS, vol. 66(8), pages 3389-3411, August.
    9. Fudenberg, Drew & Tirole, Jean, 1984. "The Fat-Cat Effect, the Puppy-Dog Ploy, and the Lean and Hungry Look," American Economic Review, American Economic Association, vol. 74(2), pages 361-366, May.
    10. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2018. "Real Effects of the Sovereign Debt Crisis in Europe: Evidence from Syndicated Loans," Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2855-2896.
    11. Esther Duflo & Emmanuel Saez, 2003. "The Role of Information and Social Interactions in Retirement Plan Decisions: Evidence from a Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 815-842.
    12. Peek, Joe & Rosengren, Eric S, 1997. "The International Transmission of Financial Shocks: The Case of Japan," American Economic Review, American Economic Association, vol. 87(4), pages 495-505, September.
    13. Şebnem Kalemli-Özcan & Luc Laeven & David Moreno, 2022. "Debt Overhang, Rollover Risk, and Corporate Investment: Evidence from the European Crisis," Journal of the European Economic Association, European Economic Association, vol. 20(6), pages 2353-2395.
    14. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    15. Benjamin Born & Jörg Breitung, 2011. "Simple regression‐based tests for spatial dependence," Econometrics Journal, Royal Economic Society, vol. 14(2), pages 330-342, July.
    16. Murphy, Kevin M & Shleifer, Andrei & Vishny, Robert W, 1989. "Industrialization and the Big Push," Journal of Political Economy, University of Chicago Press, vol. 97(5), pages 1003-1026, October.
    17. Ralph De Haas & Neeltje Van Horen, 2012. "International shock transmission after the Lehman Brothers collapse – evidence from syndicated lending," Working Papers 142, European Bank for Reconstruction and Development, Office of the Chief Economist.
    18. Asim Ijaz Khwaja & Atif Mian, 2008. "Tracing the Impact of Bank Liquidity Shocks: Evidence from an Emerging Market," American Economic Review, American Economic Association, vol. 98(4), pages 1413-1442, September.
    19. Shleifer, Andrei & Vishny, Robert W, 1988. "The Efficiency of Investment in the Presence of Aggregate Demand Spillovers," Journal of Political Economy, University of Chicago Press, vol. 96(6), pages 1221-1231, December.
    20. Sharpe, Steven A, 1990. "Asymmetric Information, Bank Lending, and Implicit Contracts: A Stylized Model of Customer Relationships," Journal of Finance, American Finance Association, vol. 45(4), pages 1069-1087, September.
    21. Thorsten Beck & Samuel Da-Rocha-Lopes & André F Silva & Francesca Cornelli, 2021. "Sharing the Pain? Credit Supply and Real Effects of Bank Bail-ins [High wage workers and high wage firms]," Review of Financial Studies, Society for Financial Studies, vol. 34(4), pages 1747-1788.
    22. Eric S. Rosengren & Joe Peek, 2000. "Collateral Damage: Effects of the Japanese Bank Crisis on Real Activity in the United States," American Economic Review, American Economic Association, vol. 90(1), pages 30-45, March.
    23. Amir Sufi, 2009. "The Real Effects of Debt Certification: Evidence from the Introduction of Bank Loan Ratings," Review of Financial Studies, Society for Financial Studies, vol. 22(4), pages 1659-1691, April.
    24. Atif Mian & Amir Sufi & Emil Verner, 2020. "How Does Credit Supply Expansion Affect the Real Economy? The Productive Capacity and Household Demand Channels," Journal of Finance, American Finance Association, vol. 75(2), pages 949-994, April.
    25. Bernstein, Shai & Colonnelli, Emanuele & Giroud, Xavier & Iverson, Benjamin, 2019. "Bankruptcy spillovers," Journal of Financial Economics, Elsevier, vol. 133(3), pages 608-633.
    26. Edward Miguel & Michael Kremer, 2004. "Worms: Identifying Impacts on Education and Health in the Presence of Treatment Externalities," Econometrica, Econometric Society, vol. 72(1), pages 159-217, January.
    27. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    28. Emi Nakamura & Jón Steinsson, 2018. "Identification in Macroeconomics," Journal of Economic Perspectives, American Economic Association, vol. 32(3), pages 59-86, Summer.
    29. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    30. Sebnem Kalemli-Ozcan & Bent Sorensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yesiltas, 2015. "How to Construct Nationally Representative Firm Level Data from the Orbis Global Database: New Facts and Aggregate Implications," NBER Working Papers 21558, National Bureau of Economic Research, Inc.
    31. 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.
    32. Ashiq Ali & Sandy Klasa & Eric Yeung, 2009. "The Limitations of Industry Concentration Measures Constructed with Compustat Data: Implications for Finance Research," Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 3839-3871, October.
    33. Chodorow-Reich, Gabriel, 2020. "Regional data in macroeconomics: Some advice for practitioners," Journal of Economic Dynamics and Control, Elsevier, vol. 115(C).
    34. Shekhar Aiyar, 2012. "From Financial Crisis to Great Recession: The Role of Globalized Banks," American Economic Review, American Economic Association, vol. 102(3), pages 225-230, May.
    35. Marco Di Maggio & Amir Kermani & Benjamin J. Keys & Tomasz Piskorski & Rodney Ramcharan & Amit Seru & Vincent Yao, 2017. "Interest Rate Pass-Through: Mortgage Rates, Household Consumption, and Voluntary Deleveraging," American Economic Review, American Economic Association, vol. 107(11), pages 3550-3588, November.
    36. Sarah Baird & J. Aislinn Bohren & Craig McIntosh & Berk Özler, 2018. "Optimal Design of Experiments in the Presence of Interference," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 844-860, December.
    37. Boehmer, Ekkehart & Jones, Charles M. & Zhang, Xiaoyan, 2020. "Potential pilot problems: Treatment spillovers in financial regulatory experiments," Journal of Financial Economics, Elsevier, vol. 135(1), pages 68-87.
    38. Iyer, Rajkamal & Da-Rocha-Lopes, Samuel & Peydró, José-Luis & Schoar, Antoinette, 2014. "Interbank Liquidity Crunch and the Firm Credit Crunch: Evidence from the 2007-2009 Crisis," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 27(1), pages 347-372.
    39. Todd A. Gormley & David A. Matsa, 2014. "Common Errors: How to (and Not to) Control for Unobserved Heterogeneity," Review of Financial Studies, Society for Financial Studies, vol. 27(2), pages 617-661.
    40. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    41. Andrew Goodman-Bacon, 2018. "Difference-in-Differences with Variation in Treatment Timing," NBER Working Papers 25018, National Bureau of Economic Research, Inc.
    42. Bulow, Jeremy I & Geanakoplos, John D & Klemperer, Paul D, 1985. "Multimarket Oligopoly: Strategic Substitutes and Complements," Journal of Political Economy, University of Chicago Press, vol. 93(3), pages 488-511, June.
    43. Steven C. Salop, 1979. "Monopolistic Competition with Outside Goods," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 141-156, Spring.
    44. Hennessy, Christopher A. & Levy, Amnon & Whited, Toni M., 2007. "Testing Q theory with financing frictions," Journal of Financial Economics, Elsevier, vol. 83(3), pages 691-717, March.
    45. Gabriel Chodorow-Reich, 2014. "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-9 Financial Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 1-59.
    46. Chava, Sudheer & Purnanandam, Amiyatosh, 2011. "The effect of banking crisis on bank-dependent borrowers," Journal of Financial Economics, Elsevier, vol. 99(1), pages 116-135, January.
    47. Jie Gan, 2007. "The Real Effects of Asset Market Bubbles: Loan- and Firm-Level Evidence of a Lending Channel," Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 1941-1973, November.
    48. João A. C. Santos, 2011. "Bank Corporate Loan Pricing Following the Subprime Crisis," Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1916-1943.
    49. Sørensen, Bent E & Kalemli-Özcan, Sebnem & Volosovych, Vadym & Villegas-Sanchez, Carolina & Yesiltas, Sevcan, 2015. "How to construct nationally representative firm level data from the ORBIS global database," CEPR Discussion Papers 10829, C.E.P.R. Discussion Papers.
    50. Tobias Berg, 2018. "Got Rejected? Real Effects of Not Getting a Loan," Review of Financial Studies, Society for Financial Studies, vol. 31(12), pages 4912-4957.
    51. Nirvikar Singh & Xavier Vives, 1984. "Price and Quantity Competition in a Differentiated Duopoly," RAND Journal of Economics, The RAND Corporation, vol. 15(4), pages 546-554, Winter.
    52. Luís M. B. Cabral & Miguel Villas-Boas, 2005. "Bertrand Supertraps," Management Science, INFORMS, vol. 51(4), pages 599-613, April.
    53. Mary Amiti & David E. Weinstein, 2011. "Exports and Financial Shocks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1841-1877.
    54. Shue, Kelly & Townsend, Richard R., 2017. "Growth through rigidity: An explanation for the rise in CEO pay," Journal of Financial Economics, Elsevier, vol. 123(1), pages 1-21.
    55. Maria Cecilia Bustamante & Laurent Frésard, 2020. "Does Firm Investment Respond to Peers' Investment?," Swiss Finance Institute Research Paper Series 20-43, Swiss Finance Institute.
    56. Ralph De Haas & Neeltje Van Horen, 2012. "International Shock Transmission after the Lehman Brothers Collapse: Evidence from Syndicated Lending," American Economic Review, American Economic Association, vol. 102(3), pages 231-237, May.
    57. Grieser, William D. & Hadlock, Charles J., 2019. "Panel-Data Estimation in Finance: Testable Assumptions and Parameter (In)Consistency," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(1), pages 1-29, February.
    58. Luisito Bertinelli & Olivier Cardi & Romain Restout, 2016. "Productivity Gains Biased Toward the Traded Sector and Labor Market Frictions," DEM Discussion Paper Series 16-14, Department of Economics at the University of Luxembourg.
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    More about this item

    Keywords

    Spillovers; Direct vs. indirect effects; Credit supply;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting
    • M42 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Auditing

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