Abstract
This paper explores the use of regression analysis in conducting research on corporate governance. We highlight that combinations of governance mechanisms together act to mitigate the shareholder-manager agency problem, and examine the implications of this idea for designing empirical research on corporate governance using regression models. We outline the consequences of the omitted variable problem that arises if linkages between governance mechanisms are ignored. We describe two research studies to illustrate how linear regression and logistic regression may be used to examine the complex interlinkages among multiple governance mechanisms. These studies demonstrate approaches to model specification issues that arise in governance research, and also highlight how research designs may be constructed to avoid violation of important assumptions of the regression model.
We thank Jean-Luc Arregle, Sayan Chatterjee, Michel Ghertman, Scott Masten, Shaker Srivinasan and other participants in the “Statistical Models for Strategic Management” conference at Edhec, Nice, as well as John Easterwood for valuable comments on this paper.
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References
Agrawal, A. Knoeber, C., (1996), “Firm performance and mechanisms to control agency problems between managers and shareholders,” Working Paper, North Carolina State University.
Aldrich, J.H. Nelson, F.D., (1984), Linear Probability, Logit and Probit Models, Beverly Hills, CA: Sage Publications.
Allen, W., (1990), “Independent directors in MBO transactions: Are they fact or fantasy?” Business Lawyer, 45, pp 2055–2063.
Amemiya, Takeshi, (1981), Qualitative response models: A survey», Journal of Economic Literature, 19, pp 1483–1536.
Bass, F.M., Cattin, P. Wittink, D.R., (1978), “Firm effects and industry effects in the analysis if market structure and profitability”, Journal of Marketing Research, February: pp 3–10.
Brickley, J.A. James, C.M., (1987), “The takeover market, corporate board composition, and ownership structure: the case of banking”, Journal of Law and Economics, 30, pp 161–180.
Clair, R.T., Tucker, P., (1991), “Interstate banking and the federal reserve: A historical perspective.” In R.W. Kolb (ed.): Financial Institutions and Markets: A Reader, pp 287–306, Miami: Kolb Publishing.
Corporate Data Exchange, Inc., (1980), C.D.E. Stock Ownership Directory: Fortune 500. New York: C.D.E.
Demsetz, H. Lehn, K., (1985), “The structure of corporate ownership: Causes and consequences.” Journal of Political Economy, 93, pp 1155–1177.
Easterbrook, F. H. Fischel, D.R., (1991), The Economic Structure of Corporate Law. Cambridge, MA: Harvard University Press.
Easterwood, J., Seth, A. Singer, R.,(1995), “Limits on managerial discretion in management buyouts: The effectiveness of institutional, market and legal mechanisms,” Working Paper, Virginia Tech.
Fama, E.F., (1980), “Agency problems and the theory of the firm.” Journal of Political Economy, 88, pp 288–307.
Fama, E. F. Jensen, M.C., (1983), “Separation of ownership and control.” Journal of Law and Economics, 26, pp 327–349.
Glassman, C. A. Rhoades, S. A., (1980), “Owner vs. manager control effects on bank performance.” The Review of Economics and Statistics, 62, pp 263–270.
Grossman, S. Hart, O. D., (1980), “Corporate financial structure and managerial incentives.” In J. McCall (Ed.), The economics of information and uncertainty, pp 102–137. Chicago: University of Chicago Press.
Hatten, K.J. Schendel, D.E., (1977), “Heterogeneity within an industry: Firm conduct in the U.S. brewing industry, 1952–71”, Journal of Industrial Economics, 26 (2), pp 97–113.
Herzel, L., Coiling, D., (1984), “Establishing procedural fairness in squeeze-out mergers after Weinberger v. UOP,” Business Lawyer, 39, pp 1525–1539.
Herzel, L., Colling, D. Carlson, J., (1986), “Misunderstanding lockups,” Securities Regulation Law Journal, 14, pp 150–180.
Hill, C. W. L. Snell, S. A., (1989), “Effects of ownership structure on corporate productivity.” Academy of Management Journal, 32, pp 25–46.
Jensen, M. C., (1986), “Agency costs of free cash flow, corporate finance and takeovers.” American Economic Review, Papers and Proceedings, 76 (May), pp 326–329.
Johnston, J. (1984), Econometric Methods. New York: McGraw Hill.
Kennedy, P., (1991), A Guide to Econometrics. Cambridge: MIT Press.
Kmenta, J., (1986), Elements of Econometrics. New York: Macmillan.
Kosnik, R., (1990), “Effects of board demography and directors’ incentives on corporate greenmail decisions.” Academy of Management Journal, 33, pp 129–150.
Lee, C., Rosenstein, S., Rangan, N. Davidson, W., (1992), “Board composition and shareholder wealth: The case of management buyouts,” Financial Management, 21, pp 58–72.
Lehn, K., Poulsen, A., (1989), “Free cash flow and stockholder gains in going private transaction,” Journal of Finance, 44, pp 771–787.
Lindenberg, E. B. Ross, S.A.,(1981), Tobin’s q ratio and industrial organization», Journal of Business, 54, pp 1–33.
Macey, J., (1990), “Auction theory, MBOs and property rights in corporate assets,” Wake Forest Law Review, 25, pp 85–119.
McCloskey, D. N. Ziliak, S.T.,(1996), The Standard Error of Regressions», Journal of Economic Literature, 34, pp 97–114.
Morck, R., Shleifer, A., Vishny, R. W., (1988), “Management ownership and market valuation: An empirical analysis.” Journal of Financial Economics, 20, pp 293–315.
Rediker, K. Seth, A., (1995), “Board of directors and substitution effects of alternative governance mechanisms,” Strategic Management Journal, 16, pp 85–99.
Rosenbaum, V., (1987), Takeover Defenses of The Fortune 500 Investor Responsibility Research Center.
Seth, A. Rediker, K., 1992/3, “Designing corporate governance structures,” in H.E. Glass M.A. Hovde (Ed.$),Handbook of Business Strategy 1992/3 Yearbook: Chapter 22. Boston: Warren Gorham Lamont.
Simpson, S., (1988), “The emerging role of the special committee - Ensuring business judgment rule protection in the context of management leveraged buyouts and other transactions involving conflicts of interest”, Business Lawyer, 43, February, pp 665–690.
Stone, E.F. Hallenbeck, J.R., (1984), “Some issues associated with the use of moderated regression.” Organizational Behavior and Human Performance, 34, pp 195–213.
Welsch, R.E., (1986), “Comment,” Statistical Science, 1, pp 403–405.
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Seth, A., Bowden, S. (1997). Regression Analysis and Governance. In: Ghertman, M., Obadia, J., Arregle, JL. (eds) Statistical Models for Strategic Management. Springer, Boston, MA. https://doi.org/10.1007/978-1-4757-2614-5_13
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DOI: https://doi.org/10.1007/978-1-4757-2614-5_13
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