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Reusing Natural Experiments

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Abstract

After a natural experiment is first used, other researchers often reuse the setting, examining different outcome variables. We use simulations based on real data to illustrate the multiple hypothesis testing problem that arises when researchers reuse natural experiments. We then provide guidance for future inference based on popular empirical settings including difference-in-differences regressions, instrumental variables regressions, and regression discontinuity designs. When we apply our guidance to two extensively studied natural experiments, business combination laws and the Regulation SHO pilot, we find that many results that were statistically significant using single hypothesis testing do not survive corrections for multiple hypothesis testing.

Suggested Citation

  • Davidson Heath & Matthew Ringgenberg & Mehrdad Samadi & Ingrid M. Werner, 2022. "Reusing Natural Experiments," International Finance Discussion Papers 1339, Board of Governors of the Federal Reserve System (U.S.).
  • Handle: RePEc:fip:fedgif:1339
    DOI: 10.17016/IFDP.2022.1339
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    1. Julian Atanassov, 2013. "Do Hostile Takeovers Stifle Innovation? Evidence from Antitakeover Legislation and Corporate Patenting," Journal of Finance, American Finance Association, vol. 68(3), pages 1097-1131, June.
    2. John A. List & Azeem M. Shaikh & Yang Xu, 2019. "Multiple hypothesis testing in experimental economics," Experimental Economics, Springer;Economic Science Association, vol. 22(4), pages 773-793, December.
    3. Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
    4. Joseph P. Romano & Michael Wolf, 2005. "Stepwise Multiple Testing as Formalized Data Snooping," Econometrica, Econometric Society, vol. 73(4), pages 1237-1282, July.
    5. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    6. Comment, Robert & Schwert, G. William, 1995. "Poison or placebo? Evidence on the deterrence and wealth effects of modern antitakeover measures," Journal of Financial Economics, Elsevier, vol. 39(1), pages 3-43, September.
    7. Marianne Bertrand & Sendhil Mullainathan, 1999. "Is There a Discretion in Wage Setting? A Test Using Takeover Legislation," RAND Journal of Economics, The RAND Corporation, vol. 30(3), pages 535-554, Autumn.
    8. Kenneth I. Wolpin & Mark R. Rosenzweig, 2000. "Natural "Natural Experiments" in Economics," Journal of Economic Literature, American Economic Association, vol. 38(4), pages 827-874, December.
    9. Tarun Chordia & Amit Goyal & Alessio Saretto & Andrew KarolyiEditor, 2020. "Anomalies and False Rejections," Review of Finance, European Finance Association, vol. 33(5), pages 2134-2179.
    10. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    11. Brodeur, Abel & Cook, Nikolai & Heyes, Anthony, 2018. "Methods Matter: P-Hacking and Causal Inference in Economics," IZA Discussion Papers 11796, Institute of Labor Economics (IZA).
    12. Karl B. Diether & Kuan‐Hui Lee & Ingrid M. Werner, 2009. "It's SHO Time! Short‐Sale Price Tests and Market Quality," Journal of Finance, American Finance Association, vol. 64(1), pages 37-73, February.
    13. Blau, Benjamin M. & Griffith, Todd G., 2016. "Price clustering and the stability of stock prices," Journal of Business Research, Elsevier, vol. 69(10), pages 3933-3942.
    14. Brown, Stephen & Hillegeist, Stephen A. & Lo, Kin, 2004. "Conference calls and information asymmetry," Journal of Accounting and Economics, Elsevier, vol. 37(3), pages 343-366, September.
    15. Florian S. Peters & Alexander F. Wagner, 2014. "The Executive Turnover Risk Premium," Journal of Finance, American Finance Association, vol. 69(4), pages 1529-1563, August.
    16. Morck, Randall & Yeung, Bernard, 2011. "Economics, History, and Causation," Business History Review, Cambridge University Press, vol. 85(1), pages 39-63, April.
    17. Dirk Jenter & Fadi Kanaan, 2015. "CEO Turnover and Relative Performance Evaluation," Journal of Finance, American Finance Association, vol. 70(5), pages 2155-2184, October.
    18. Jonathan M. Karpoff & Michael D. Wittry, 2018. "Institutional and Legal Context in Natural Experiments: The Case of State Antitakeover Laws," Journal of Finance, American Finance Association, vol. 73(2), pages 657-714, April.
    19. Leamer, Edward E, 1983. "Let's Take the Con Out of Econometrics," American Economic Review, American Economic Association, vol. 73(1), pages 31-43, March.
    20. Massa, Massimo & Qian, Wenlan & Xu, Weibiao & Zhang, Hong, 2015. "Competition of the informed: Does the presence of short sellers affect insider selling?," Journal of Financial Economics, Elsevier, vol. 118(2), pages 268-288.
    21. Liu, Lily Y. & Patton, Andrew J. & Sheppard, Kevin, 2015. "Does anything beat 5-minute RV? A comparison of realized measures across multiple asset classes," Journal of Econometrics, Elsevier, vol. 187(1), pages 293-311.
    22. Joseph P. Romano & Michael Wolf, "undated". "Control of Generalized Error Rates in Multiple Testing," IEW - Working Papers 245, Institute for Empirical Research in Economics - University of Zurich.
    23. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    24. Abel Brodeur & Mathias Lé & Marc Sangnier & Yanos Zylberberg, 2016. "Star Wars: The Empirics Strike Back," American Economic Journal: Applied Economics, American Economic Association, vol. 8(1), pages 1-32, January.
    25. Bhargava, Rahul & Faircloth, Sheri & Zeng, Hongchao, 2017. "Takeover protection and stock price crash risk: Evidence from state antitakeover laws," Journal of Business Research, Elsevier, vol. 70(C), pages 177-184.
    26. Mulherin, J. Harold & Netter, Jeffry M. & Poulsen, Annette B., 2018. "Observations on research and publishing from nineteen years as editors of the Journal of Corporate Finance," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 120-124.
    27. Dean P. Foster & Robert A. Stine, 2008. "α‐investing: a procedure for sequential control of expected false discoveries," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 70(2), pages 429-444, April.
    28. Campbell R. Harvey, 2017. "Presidential Address: The Scientific Outlook in Financial Economics," Journal of Finance, American Finance Association, vol. 72(4), pages 1399-1440, August.
    29. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    30. Isaiah Andrews & Maximilian Kasy, 2019. "Identification of and Correction for Publication Bias," American Economic Review, American Economic Association, vol. 109(8), pages 2766-2794, August.
    31. Gerald T. Garvey & Gordon Hanka, 1999. "Capital Structure and Corporate Control: The Effect of Antitakeover Statutes on Firm Leverage," Journal of Finance, American Finance Association, vol. 54(2), pages 519-546, April.
    32. Bill B. Francis & Iftekhar Hasan & Kose John & Liang Song, 2011. "Corporate Governance and Dividend Payout Policy: A Test Using Antitakeover Legislation," Financial Management, Financial Management Association International, vol. 40(1), pages 83-112, March.
    33. 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.
    34. Easley, David & Kiefer, Nicholas M & O'Hara, Maureen, 1997. "One Day in the Life of a Very Common Stock," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 805-835.
    35. Karpoff, Jonathan M. & Malatesta, Paul H., 1989. "The wealth effects of second-generation state takeover legislation," Journal of Financial Economics, Elsevier, vol. 25(2), pages 291-322, December.
    36. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    37. repec:fth:prinin:455 is not listed on IDEAS
    38. Angie Andrikogiannopoulou & Filippos Papakonstantinou, 2019. "Reassessing False Discoveries in Mutual Fund Performance: Skill, Luck, or Lack of Power?," Journal of Finance, American Finance Association, vol. 74(5), pages 2667-2688, October.
    39. Vivian W. Fang & Allen H. Huang & Jonathan M. Karpoff, 2016. "Short Selling and Earnings Management: A Controlled Experiment," Journal of Finance, American Finance Association, vol. 71(3), pages 1251-1294, June.
    40. Damian Clarke & Joseph P. Romano & Michael Wolf, 2020. "The Romano–Wolf multiple-hypothesis correction in Stata," Stata Journal, StataCorp LP, vol. 20(4), pages 812-843, December.
    41. Giroud, Xavier & Mueller, Holger M., 2010. "Does corporate governance matter in competitive industries?," Journal of Financial Economics, Elsevier, vol. 95(3), pages 312-331, March.
    42. Gormley, Todd A. & Matsa, David A., 2016. "Playing it safe? Managerial preferences, risk, and agency conflicts," Journal of Financial Economics, Elsevier, vol. 122(3), pages 431-455.
    43. Alexander, Gordon J. & Peterson, Mark A., 2008. "The effect of price tests on trader behavior and market quality: An analysis of Reg SHO," Journal of Financial Markets, Elsevier, vol. 11(1), pages 84-111, February.
    44. Gustavo Grullon & Sébastien Michenaud & James P. Weston, 2015. "The Real Effects of Short-Selling Constraints," The Review of Financial Studies, Society for Financial Studies, vol. 28(6), pages 1737-1767.
    45. Wald, John K. & Long, Michael S., 2007. "The effect of state laws on capital structure," Journal of Financial Economics, Elsevier, vol. 83(2), pages 297-319, February.
    46. Armstrong, Christopher S. & Balakrishnan, Karthik & Cohen, Daniel, 2012. "Corporate governance and the information environment: Evidence from state antitakeover laws," Journal of Accounting and Economics, Elsevier, vol. 53(1), pages 185-204.
    47. Romano, Joseph P. & Wolf, Michael, 2016. "Efficient computation of adjusted p-values for resampling-based stepdown multiple testing," Statistics & Probability Letters, Elsevier, vol. 113(C), pages 38-40.
    48. Tarun Chordia & Amit Goyal & Alessio Saretto, 2020. "Anomalies and False Rejections," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2134-2179.
    49. Baldwin Kate & Bhavnani Rikhil R., 2015. "Ancillary Studies of Experiments: Opportunities and Challenges," Journal of Globalization and Development, De Gruyter, vol. 6(1), pages 113-146, June.
    50. Halbert White, 2000. "A Reality Check for Data Snooping," Econometrica, Econometric Society, vol. 68(5), pages 1097-1126, September.
    51. David De Angelis & Gustavo Grullon & Sébastien Michenaud, 2017. "The Effects of Short-Selling Threats on Incentive Contracts: Evidence from an Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 30(5), pages 1627-1659.
    52. Edward E. Leamer, 2010. "Tantalus on the Road to Asymptopia," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 31-46, Spring.
    53. Cain, Matthew D. & McKeon, Stephen B. & Solomon, Steven Davidoff, 2017. "Do takeover laws matter? Evidence from five decades of hostile takeovers," Journal of Financial Economics, Elsevier, vol. 124(3), pages 464-485.
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    More about this item

    Keywords

    False Positive; Multiple Hypothesis Testing; Natural Experiments;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)

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