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Endogeneity in Accounting and Finance Research: Natural Experiments as a State-of-the-Art Solution

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  • Jennifer Gippel
  • Tom Smith
  • Yushu Zhu

Abstract

type="main"> This paper provides a discussion of endogeneity as it relates to finance and accounting research. We discuss the textbook solutions: two-stage least squares, instrumental variables, differenced generalized method of moments (GMM) and system GMM and provide a unifying framework showing how they are related. We consider the limitations of these techniques and then detail a state-of-the-art solution, utilizing a natural experiment as a way of mitigating endogeneity and building stronger theory.

Suggested Citation

  • Jennifer Gippel & Tom Smith & Yushu Zhu, 2015. "Endogeneity in Accounting and Finance Research: Natural Experiments as a State-of-the-Art Solution," Abacus, Accounting Foundation, University of Sydney, vol. 51(2), pages 143-168, June.
    • Handle: RePEc:bla:abacus:v:51:y:2015:i:2:p:143-168
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    1. 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.
    2. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    3. Angus Deaton, 2010. "Instruments, Randomization, and Learning about Development," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 424-455, June.
    4. Nathan Nunn, 2008. "The Long-term Effects of Africa's Slave Trades," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(1), pages 139-176.
    5. Coles, Jeffrey L. & Lemmon, Michael L. & Felix Meschke, J., 2012. "Structural models and endogeneity in corporate finance: The link between managerial ownership and corporate performance," Journal of Financial Economics, Elsevier, vol. 103(1), pages 149-168.
    6. Reint Gropp & Christian Gruendl & Andre Guettler, 2014. "The Impact of Public Guarantees on Bank Risk-Taking: Evidence from a Natural Experiment," Review of Finance, European Finance Association, vol. 18(2), pages 457-488.
    7. Eli Amir & Juha-Pekka Kallunki & Henrik Nilsson, 2014. "Criminal convictions and risk taking," Australian Journal of Management, Australian School of Business, vol. 39(4), pages 497-523, November.
    8. Ilia D Dichev & Feng Li, 2013. "Growth and accounting choice," Australian Journal of Management, Australian School of Business, vol. 38(2), pages 221-252, August.
    9. Timothy King & Jonathan Williams, 2013. "Bank Efficiency and Executive Compensation," Working Papers 13009, Bangor Business School, Prifysgol Bangor University (Cymru / Wales).
    10. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    11. Jong-Seo Choi & Young-Min Kwak & Chongwoo Choe, 2014. "Earnings Management Surrounding CEO Turnover: Evidence from Korea," Abacus, Accounting Foundation, University of Sydney, vol. 50(1), pages 25-55, March.
    12. Shane Magee, 2013. "The effect of foreign currency hedging on the probability of financial distress," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(4), pages 1107-1127, December.
    13. Iyer, Rajkamal & Peydró, José-Luis, 2011. "Interbank contagion at work: Evidence from a natural experiment," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 24(4), pages 1337-1377.
    14. Nigar Sultana & J-L. W. Mitchell Van der Zahn & Steven Cahan, 2015. "Earnings conservatism and audit committee financial expertise," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 55(1), pages 279-310, March.
    15. Darren J. Kisgen & Philip E. Strahan, 2010. "Do Regulations Based on Credit Ratings Affect a Firm's Cost of Capital?," The Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4324-4347, December.
    16. Laura T. Starks & Kelsey D. Wei, 2013. "Cross-Border Mergers and Differences in Corporate Governance," International Review of Finance, International Review of Finance Ltd., vol. 13(3), pages 265-297, September.
    17. Angrist, Joshua D, 1990. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records: Errata," American Economic Review, American Economic Association, vol. 80(5), pages 1284-1286, December.
    18. 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.
    19. Chongwoo Choe & Tania Dey & Vinod Mishra, 2014. "Corporate diversification, executive compensation and firm value: Evidence from Australia," Australian Journal of Management, Australian School of Business, vol. 39(3), pages 395-414, August.
    20. Emma L. Schultz & David T. Tan & Kathleen D. Walsh, 2010. "Endogeneity and the corporate governance - performance relation," Australian Journal of Management, Australian School of Business, vol. 35(2), pages 145-163, August.
    21. Tensie Steijvers & Mervi Niskanen, 2013. "The determinants of cash holdings in private family firms," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 53(2), pages 537-560, June.
    22. Nguyen, Bang Dang & Nielsen, Kasper Meisner, 2010. "The value of independent directors: Evidence from sudden deaths," Journal of Financial Economics, Elsevier, vol. 98(3), pages 550-567, December.
    23. Angrist, Joshua D, 1990. "Lifetime Earnings and the Vietnam Era Draft Lottery: Evidence from Social Security Administrative Records," American Economic Review, American Economic Association, vol. 80(3), pages 313-336, June.
    24. Khoa TA Hoang & Robert Faff & Mamiza Haq, 2014. "Market discipline and bank risk taking," Australian Journal of Management, Australian School of Business, vol. 39(3), pages 327-350, August.
    25. 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.
    26. Raghuram G. Rajan & Arvind Subramanian, 2008. "Aid and Growth: What Does the Cross-Country Evidence Really Show?," The Review of Economics and Statistics, MIT Press, vol. 90(4), pages 643-665, November.
    27. Puri, Manju & Rocholl, Jörg & Steffen, Sascha, 2011. "Global retail lending in the aftermath of the US financial crisis: Distinguishing between supply and demand effects," Journal of Financial Economics, Elsevier, vol. 100(3), pages 556-578, June.
    28. Morten Bennedsen & Kasper M. Nielsen & Francisco Pérez-González & Daniel Wolfenzon, 2006. "Inside the Family Firm: The Role of Families in Succession Decisions and Performance," NBER Working Papers 12356, National Bureau of Economic Research, Inc.
    29. Hardjo Koerniadi & Chandrasekhar Krishnamurti & Alireza Tourani-Rad, 2014. "Corporate governance and risk-taking in New Zealand," Australian Journal of Management, Australian School of Business, vol. 39(2), pages 227-245, May.
    30. Cho, Jaemin & Lee, Jaeho, 2013. "The venture capital certification role in R&D: Evidence from IPO underpricing in Korea," Pacific-Basin Finance Journal, Elsevier, vol. 23(C), pages 83-108.
    31. Gormley, Todd A. & Matsa, David A. & Milbourn, Todd, 2013. "CEO compensation and corporate risk: Evidence from a natural experiment," Journal of Accounting and Economics, Elsevier, vol. 56(2), pages 79-101.
    32. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    33. Rainer Haselmann & Katharina Pistor & Vikrant Vig, 2010. "How Law Affects Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(2), pages 549-580, February.
    34. Steven N. Kaplan & Tobias J. Moskowitz & Berk A. Sensoy, 2013. "The Effects of Stock Lending on Security Prices: An Experiment," Journal of Finance, American Finance Association, vol. 68(5), pages 1891-1936, October.
    35. Demsetz, Harold, 1983. "The Structure of Ownership and the Theory of the Firm," Journal of Law and Economics, University of Chicago Press, vol. 26(2), pages 375-390, June.
    36. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, vol. 75(1), pages 83-119, January.
    37. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    38. 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.
    39. David F. Larcker & Tjomme O. Rusticus, 2007. "Endogeneity and Empirical Accounting Research," European Accounting Review, Taylor & Francis Journals, vol. 16(1), pages 207-215.
    40. Philip Brown & Wendy Beekes & Peter Verhoeven, 2011. "Corporate governance, accounting and finance: A review," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 51(1), pages 96-172, March.
    41. Demsetz, Harold & Lehn, Kenneth, 1985. "The Structure of Corporate Ownership: Causes and Consequences," Journal of Political Economy, University of Chicago Press, vol. 93(6), pages 1155-1177, December.
    42. Arifur Khan & Paul Mather & Balasingham Balachandran, 2014. "Managerial share ownership and operating performance: Do independent and executive directors have different incentives?," Australian Journal of Management, Australian School of Business, vol. 39(1), pages 47-71, February.
    43. Robert H. Chenhall & Frank Moers, 2007. "The Issue of Endogeneity within Theory-Based, Quantitative Management Accounting Research," European Accounting Review, Taylor & Francis Journals, vol. 16(1), pages 173-196.
    44. Laurence Van Lent, 2007. "Endogeneity in Management Accounting Research: A Comment," European Accounting Review, Taylor & Francis Journals, vol. 16(1), pages 197-205.
    45. Jong-Hag Choi & Woo-Jong Lee & Steven Cahan, 2014. "Association between Big 4 auditor choice and cost of equity capital for multiple-segment firms," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 54(1), pages 135-163, March.
    46. Bennedsen, Morten & Kongsted, Hans Christian & Nielsen, Kasper Meisner, 2008. "The causal effect of board size in the performance of small and medium-sized firms," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1098-1109, June.
    47. Neil Fargher & Alicia Jiang & Yangxin Yu & Gary Monroe, 2014. "How do auditors perceive CEO's risk-taking incentives?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 54(4), pages 1157-1181, December.
    48. Bayan M Arqawi & William J Bertin & Laurie Prather, 2014. "The impact of product warranties on the capital structure of Australian firms," Australian Journal of Management, Australian School of Business, vol. 39(2), pages 207-225, May.
    49. Kouwenberg, Roy & Phunnarungsi, Visit, 2013. "Corporate governance, violations and market reactions," Pacific-Basin Finance Journal, Elsevier, vol. 21(1), pages 881-898.
    50. van Lent, L.A.G.M., 2007. "Endogeneity in management accounting research : A comment," Other publications TiSEM 8bcd5bc8-5fdd-4aa4-9b3f-8, Tilburg University, School of Economics and Management.
    51. Wintoki, M. Babajide & Linck, James S. & Netter, Jeffry M., 2012. "Endogeneity and the dynamics of internal corporate governance," Journal of Financial Economics, Elsevier, vol. 105(3), pages 581-606.
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