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Causality redux: The evolution of empirical methods in accounting research and the growth of quasi-experiments

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  • Armstrong, Christopher
  • Kepler, John D.
  • Samuels, Delphine
  • Taylor, Daniel

Abstract

This paper reviews the empirical methods used in the accounting literature to draw causal inferences. Recent years have seen a burgeoning growth in the use of methods that seek to exploit as-if random variation in observational settings—i.e., “quasi-experiments.” We provide a synthesis of the major assumptions of these methods, discuss several practical considerations relevant to the application of these methods in the accounting literature, and provide a framework for thinking about whether and when quasi-experimental and non-experimental methods are well-suited for addressing causal questions of interest to accounting researchers. While there is growing interest in addressing causal questions within the literature, we caution against the idea that one should restrict attention to only those causal questions for which there are quasi-experiments. We offer a complementary approach for addressing causal questions that does not rely on the availability of a quasi-experiment, but rather relies on a combination of economic theory, developing and falsifying alternative explanations, triangulating results across multiple settings, measures, and research designs, and caveating results where appropriate.

Suggested Citation

  • Armstrong, Christopher & Kepler, John D. & Samuels, Delphine & Taylor, Daniel, 2022. "Causality redux: The evolution of empirical methods in accounting research and the growth of quasi-experiments," Journal of Accounting and Economics, Elsevier, vol. 74(2).
  • Handle: RePEc:eee:jaecon:v:74:y:2022:i:2:s0165410122000441
    DOI: 10.1016/j.jacceco.2022.101521
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    as
    1. Luzi Hail & Ahmed Tahoun & Clare Wang, 2014. "Dividend Payouts and Information Shocks," Journal of Accounting Research, Wiley Blackwell, vol. 52(2), pages 403-456, May.
    2. Angus Deaton, 2009. "Instruments of development: Randomization in the tropics, and the search for the elusive keys to economic development," Working Papers 1128, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
    3. Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2021. "The Augmented Synthetic Control Method," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1789-1803, October.
    4. David A. Matsa & Amalia R. Miller, 2013. "A Female Style in Corporate Leadership? Evidence from Quotas," American Economic Journal: Applied Economics, American Economic Association, vol. 5(3), pages 136-169, July.
    5. Damian Clarke & Kathya Tapia-Schythe, 2021. "Implementing the panel event study," Stata Journal, StataCorp LP, vol. 21(4), pages 853-884, December.
    6. Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022. "Synthetic controls with staggered adoption," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
    7. Dmitry Arkhangelsky & Susan Athey & David A. Hirshberg & Guido W. Imbens & Stefan Wager, 2021. "Synthetic Difference-in-Differences," American Economic Review, American Economic Association, vol. 111(12), pages 4088-4118, December.
    8. Christopher A. Hennessy & Ilya A. Strebulaev, 2020. "Beyond Random Assignment: Credible Inference and Extrapolation in Dynamic Economies," Journal of Finance, American Finance Association, vol. 75(2), pages 825-866, April.
    9. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    10. 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.
    11. Lys, Thomas & Naughton, James P. & Wang, Clare, 2015. "Signaling through corporate accountability reporting," Journal of Accounting and Economics, Elsevier, vol. 60(1), pages 56-72.
    12. Ian D. Gow & David F. Larcker & Peter C. Reiss, 2016. "Causal Inference in Accounting Research," Journal of Accounting Research, Wiley Blackwell, vol. 54(2), pages 477-523, May.
    13. Abel Brodeur & Nikolai Cook & Anthony Heyes, 2020. "Methods Matter: p-Hacking and Publication Bias in Causal Analysis in Economics," American Economic Review, American Economic Association, vol. 110(11), pages 3634-3660, November.
    14. Kausar, Asad & Shroff, Nemit & White, Hal, 2016. "Real effects of the audit choice," Journal of Accounting and Economics, Elsevier, vol. 62(1), pages 157-181.
    15. Trueman, Brett, 1986. "Why do managers voluntarily release earnings forecasts?," Journal of Accounting and Economics, Elsevier, vol. 8(1), pages 53-71, March.
    16. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    17. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    18. Mary E. Barth & Greg Clinch, 2009. "Scale Effects in Capital Markets-Based Accounting Research," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(3-4), pages 253-288.
    19. Bryan Kelly & Alexander Ljungqvist, 2012. "Testing Asymmetric-Information Asset Pricing Models," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1366-1413.
    20. Alan D. Jagolinzer & David F. Larcker & Gaizka Ormazabal & Daniel J. Taylor, 2020. "Political Connections and the Informativeness of Insider Trades," Journal of Finance, American Finance Association, vol. 75(4), pages 1833-1876, August.
    21. 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.
    22. Roberts, Michael R. & Whited, Toni M., 2013. "Endogeneity in Empirical Corporate Finance1," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 493-572, Elsevier.
    23. Lawrence, Alastair & Ryans, James & Sun, Estelle & Laptev, Nikolay, 2018. "Earnings announcement promotions: A Yahoo Finance field experiment," Journal of Accounting and Economics, Elsevier, vol. 66(2), pages 399-414.
    24. Boland, Matthew & Godsell, David, 2020. "Local soldier fatalities and war profiteers: New tests of the political cost hypothesis," Journal of Accounting and Economics, Elsevier, vol. 70(1).
    25. Edward Vytlacil & James J. Heckman, 2001. "Policy-Relevant Treatment Effects," American Economic Review, American Economic Association, vol. 91(2), pages 107-111, May.
    26. Bloomfield, Matthew & Gipper, Brandon & Kepler, John D. & Tsui, David, 2021. "Cost shielding in executive bonus plans," Journal of Accounting and Economics, Elsevier, vol. 72(2).
    27. 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.
    28. William Greene, 2004. "The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 98-119, June.
    29. Glaeser, Stephen & Guay, Wayne R., 2017. "Identification and generalizability in accounting research: A discussion of Christensen, Floyd, Liu, and Maffett (2017)," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 305-312.
    30. Samuels, Delphine & Taylor, Daniel J. & Verrecchia, Robert E., 2021. "The economics of misreporting and the role of public scrutiny," Journal of Accounting and Economics, Elsevier, vol. 71(1).
    31. Armstrong, Christopher S. & Core, John E. & Guay, Wayne R., 2014. "Do independent directors cause improvements in firm transparency?," Journal of Financial Economics, Elsevier, vol. 113(3), pages 383-403.
    32. Zhang, Ivy Xiying, 2007. "Economic consequences of the Sarbanes-Oxley Act of 2002," Journal of Accounting and Economics, Elsevier, vol. 44(1-2), pages 74-115, September.
    33. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, John Wiley & Sons, vol. 68(2), pages 210-223, October.
    34. Erik Lie, 2005. "On the Timing of CEO Stock Option Awards," Management Science, INFORMS, vol. 51(5), pages 802-812, May.
    35. Michael Minnis, 2011. "The Value of Financial Statement Verification in Debt Financing: Evidence from Private U.S. Firms," Journal of Accounting Research, Wiley Blackwell, vol. 49(2), pages 457-506, May.
    36. Hope, Ole-Kristian & Hu, Danqi & Zhao, Wuyang, 2017. "Third-party consequences of short-selling threats: The case of auditor behavior," Journal of Accounting and Economics, Elsevier, vol. 63(2), pages 479-498.
    37. Hans B. Christensen & Luzi Hail & Christian Leuz, 2016. "Capital-Market Effects of Securities Regulation: Prior Conditions, Implementation, and Enforcement," The Review of Financial Studies, Society for Financial Studies, vol. 29(11), pages 2885-2924.
    38. 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.
    39. Nicholas M. Guest, 2021. "The Information Role of the Media in Earnings News," Journal of Accounting Research, Wiley Blackwell, vol. 59(3), pages 1021-1076, June.
    40. Berg, Tobias & Reisinger, Markus & Streitz, Daniel, 2021. "Spillover effects in empirical corporate finance," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1109-1127.
    41. Gow, Ian D. & Larcker, David F. & Reiss, Peter C., 2016. "Causal Inference in Accounting Research," Research Papers 3393, Stanford University, Graduate School of Business.
    42. Armstrong, Christopher S. & Kepler, John D., 2018. "Theory, research design assumptions, and causal inferences," Journal of Accounting and Economics, Elsevier, vol. 66(2), pages 366-373.
    43. Donald E. Bowen III & Laurent Frésard & Jérôme P. Taillard, 2017. "What’s Your Identification Strategy? Innovation in Corporate Finance Research," Management Science, INFORMS, vol. 63(8), pages 2529-2548, August.
    44. Yinghua Li & Liandong Zhang, 2015. "Short Selling Pressure, Stock Price Behavior, and Management Forecast Precision: Evidence from a Natural Experiment," Journal of Accounting Research, Wiley Blackwell, vol. 53(1), pages 79-117, March.
    45. repec:pri:cheawb:deaton%20instruments%20of%20development%20keynes%20lecture%202009.pdf is not listed on IDEAS
    46. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    47. John M. Barrios, 2022. "Occupational Licensing and Accountant Quality: Evidence from the 150‐Hour Rule," Journal of Accounting Research, Wiley Blackwell, vol. 60(1), pages 3-43, March.
    48. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    49. Karthik Balakrishnan & Mary Brooke Billings & Bryan Kelly & Alexander Ljungqvist, 2014. "Shaping Liquidity: On the Causal Effects of Voluntary Disclosure," Journal of Finance, American Finance Association, vol. 69(5), pages 2237-2278, October.
    50. Armstrong, Christopher & Blackburne, Terrence & Quinn, Phillip, 2021. "Are CEOs’ purchases more profitable than they appear?," Journal of Accounting and Economics, Elsevier, vol. 71(2).
    51. Duchin, Ran & Matsusaka, John G. & Ozbas, Oguzhan, 2010. "When are outside directors effective?," Journal of Financial Economics, Elsevier, vol. 96(2), pages 195-214, May.
    52. Atanasov, Vladimir & Black, Bernard, 2016. "Shock-Based Causal Inference in Corporate Finance and Accounting Research," Critical Finance Review, now publishers, vol. 5(2), pages 207-304, December.
    53. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    54. Iftekhar Hasan & Chun‐Keung (Stan) Hoi & Qiang Wu & Hao Zhang, 2017. "Does Social Capital Matter in Corporate Decisions? Evidence from Corporate Tax Avoidance," Journal of Accounting Research, Wiley Blackwell, vol. 55(3), pages 629-668, June.
    55. Christian Leuz & Peter D. Wysocki, 2016. "The Economics of Disclosure and Financial Reporting Regulation: Evidence and Suggestions for Future Research," Journal of Accounting Research, Wiley Blackwell, vol. 54(2), pages 525-622, May.
    56. Hasan, Iftekhar & Hoi, Chun-Keung (Stan) & Wu, Qiang & Zhang, Hao, 2017. "Does social capital matter in corporate decisions? Evidence from corporate tax avoidance," Bank of Finland Research Discussion Papers 21/2017, Bank of Finland.
    57. Verrecchia, Robert E., 1983. "Discretionary disclosure," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 179-194, April.
    58. Haselmann, Rainer & Leuz, Christian & Schreiber, Sebastian, 2021. "Know Your Customer: Relationship Lending and Bank Trading," LawFin Working Paper Series 22, Goethe University, Center for Advanced Studies on the Foundations of Law and Finance (LawFin).
    59. Christian Leuz, 2018. "Evidence-based policymaking: promise, challenges and opportunities for accounting and financial markets research," Accounting and Business Research, Taylor & Francis Journals, vol. 48(5), pages 582-608, July.
    60. Heron, Randall A. & Lie, Erik, 2007. "Does backdating explain the stock price pattern around executive stock option grants?," Journal of Financial Economics, Elsevier, vol. 83(2), pages 271-295, February.
    61. repec:pri:rpdevs:instruments_of_development.pdf is not listed on IDEAS
    62. 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.
    63. repec:zbw:bofrdp:2017_021 is not listed on IDEAS
    64. Larcker, David F. & Rusticus, Tjomme O., 2010. "On the use of instrumental variables in accounting research," Journal of Accounting and Economics, Elsevier, vol. 49(3), pages 186-205, April.
    65. Roychowdhury, Sugata & Shroff, Nemit & Verdi, Rodrigo S., 2019. "The effects of financial reporting and disclosure on corporate investment: A review," Journal of Accounting and Economics, Elsevier, vol. 68(2).
    66. Salman Arif & John D. Kepler & Joseph Schroeder & Daniel Taylor, 2022. "Audit process, private information, and insider trading," Review of Accounting Studies, Springer, vol. 27(3), pages 1125-1156, September.
    67. Robert Bloomfield & Kristina Rennekamp & Blake Steenhoven, 2018. "No System Is Perfect: Understanding How Registration‐Based Editorial Processes Affect Reproducibility and Investment in Research Quality," Journal of Accounting Research, Wiley Blackwell, vol. 56(2), pages 313-362, May.
    68. R Kahn & Toni M Whited, 2018. "Identification Is Not Causality, and Vice Versa," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 7(1), pages 1-21.
    69. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    70. Hansen, Christian B., 2007. "Generalized least squares inference in panel and multilevel models with serial correlation and fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 670-694, October.
    71. Yuping Jia & Laurence Van Lent & Yachang Zeng, 2014. "Masculinity, Testosterone, and Financial Misreporting," Journal of Accounting Research, Wiley Blackwell, vol. 52(5), pages 1195-1246, December.
    72. Holger Daske & Luzi Hail & Christian Leuz & Rodrigo Verdi, 2008. "Mandatory IFRS Reporting around the World: Early Evidence on the Economic Consequences," Journal of Accounting Research, Wiley Blackwell, vol. 46(5), pages 1085-1142, December.
    73. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 70, Elsevier.
    74. Nerissa C. Brown & Han Stice & Roger M. White, 2015. "Mobile Communication and Local Information Flow: Evidence from Distracted Driving Laws," Journal of Accounting Research, Wiley Blackwell, vol. 53(2), pages 275-329, May.
    75. Guay, Wayne & Samuels, Delphine & Taylor, Daniel, 2016. "Guiding through the Fog: Financial statement complexity and voluntary disclosure," Journal of Accounting and Economics, Elsevier, vol. 62(2), pages 234-269.
    76. Stewart C. Myers, 1989. "Signaling and Accounting Information," NBER Working Papers 3193, National Bureau of Economic Research, Inc.
    77. repec:pri:cheawb:deaton%20instruments%20of%20development%20keynes%20lecture%202009 is not listed on IDEAS
    78. James A. Ohlson, 2022. "Researchers’ data analysis choices: an excess of false positives?," Review of Accounting Studies, Springer, vol. 27(2), pages 649-667, June.
    79. Greene, Daniel & Intintoli, Vincent J. & Kahle, Kathleen M., 2020. "Do board gender quotas affect firm value? Evidence from California Senate Bill No. 826," Journal of Corporate Finance, Elsevier, vol. 60(C).
    80. Bushman, Robert, 2021. "Cash-based bonus plans as a strategic communication, coordination and commitment mechanism," Journal of Accounting and Economics, Elsevier, vol. 72(2).
    81. Griffin Edwards & Erik Nesson & Joshua J. Robinson & Fredrick Vars, 2018. "Looking Down the Barrel of a Loaded Gun: The Effect of Mandatory Handgun Purchase Delays on Homicide and Suicide," Economic Journal, Royal Economic Society, vol. 128(616), pages 3117-3140, December.
    82. Mary E. Barth & Greg Clinch, 2009. "Scale Effects in Capital Markets‐Based Accounting Research," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(3‐4), pages 253-288, April.
    83. 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.
    84. Hsieh, Tien-Shih & Kim, Jeong-Bon & Wang, Ray R. & Wang, Zhihong, 2020. "Seeing is believing? Executives' facial trustworthiness, auditor tenure, and audit fees," Journal of Accounting and Economics, Elsevier, vol. 69(1).
    85. Gao, Huasheng & Hsu, Po-Hsuan & Li, Kai & Zhang, Jin, 2020. "The Real Effect of Smoking Bans: Evidence from Corporate Innovation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(2), pages 387-427, March.
    86. Christensen, Hans B. & Floyd, Eric & Liu, Lisa Yao & Maffett, Mark, 2017. "The real effects of mandated information on social responsibility in financial reports: Evidence from mine-safety records," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 284-304.
    87. Jing He & Marlene A. Plumlee, 2020. "Measuring disclosure using 8-K filings," Review of Accounting Studies, Springer, vol. 25(3), pages 903-962, September.
    88. Bertomeu, Jeremy & Beyer, Anne & Taylor, Daniel J., 2016. "From Casual to Causal Inference in Accounting Research: The Need for Theoretical Foundations," Foundations and Trends(R) in Accounting, now publishers, vol. 10(2-4), pages 262-313, August.
    89. Healy, Paul M., 1985. "The effect of bonus schemes on accounting decisions," Journal of Accounting and Economics, Elsevier, vol. 7(1-3), pages 85-107, April.
    90. Luzi Hail & Mark Lang & Christian Leuz, 2020. "Reproducibility in Accounting Research: Views of the Research Community," Journal of Accounting Research, Wiley Blackwell, vol. 58(2), pages 519-543, May.
    91. James J. Heckman & Burton Singer, 2017. "Abducting Economics," American Economic Review, American Economic Association, vol. 107(5), pages 298-302, May.
    92. Xianjie He & Huifang Yin & Yachang Zeng & Huai Zhang & Hailong Zhao, 2019. "Facial Structure and Achievement Drive: Evidence from Financial Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 57(4), pages 1013-1057, September.
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