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The Changing Dynamics of Board Independence: A Copula Based Quantile Regression Approach

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  • Jong-Min Kim

    (Statistics Discipline, Division of Science and Mathematics, University of Minnesota-Morris, Morris, MN 56267, USA)

  • Chanho Cho

    (School of Business and Natural Science, Black Hills State University, Spearfish, SD 57783, USA)

  • Chulhee Jun

    (Department of Finance, Bloomsburg University of Pennsylvania, Bloomsburg, PA 17815, USA)

  • Won Yong Kim

    (Department of Business Administration, Augsburg University, Minneapolis, MN 55454, USA)

Abstract

This paper examines the effect of board characteristics, especially board independence, on firm performance from a dynamic perspective through copula-based quantile regression approaches, which allow us to focus on changes at different points in the distribution of board characteristics. We find that the effect of board independence on Tobin’s Q, a proxy of firm value, is negatively associated with firm value, using ordinary least squares (OLS) regression. This negative effect using the conditional mean of the firm value does not hold across the conditional quantiles of the distribution of Tobin’s Q, and this finding is still held under both the linear and the nonlinear quantile regressions. We even lessen the assumption of distributions of multivariate board variables by employing parametric copula-based quantile regressions as well as nonparametric ones. The results support our findings. Our results suggest that estimating the quantile effect of board variables on firm value can provide more meaningful insight than just examining the conditional mean effect.

Suggested Citation

  • Jong-Min Kim & Chanho Cho & Chulhee Jun & Won Yong Kim, 2020. "The Changing Dynamics of Board Independence: A Copula Based Quantile Regression Approach," JRFM, MDPI, vol. 13(11), pages 1-21, October.
  • Handle: RePEc:gam:jjrfmx:v:13:y:2020:i:11:p:254-:d:435902
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    as
    1. Vidhi Chhaochharia & Yaniv Grinstein, 2009. "CEO Compensation and Board Structure," Journal of Finance, American Finance Association, vol. 64(1), pages 231-261, February.
    2. Stephen P. Ferris & Murali Jagannathan & A. C. Pritchard, 2003. "Too Busy to Mind the Business? Monitoring by Directors with Multiple Board Appointments," Journal of Finance, American Finance Association, vol. 58(3), pages 1087-1111, June.
    3. Michael C. Jensen, 2010. "The Modern Industrial Revolution, Exit, and the Failure of Internal Control Systems," Journal of Applied Corporate Finance, Morgan Stanley, vol. 22(1), pages 43-58, January.
    4. Milton Harris & Artur Raviv, 2008. "A Theory of Board Control and Size," The Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1797-1832, July.
    5. Mark R. Huson & Robert Parrino & Laura T. Starks, 2001. "Internal Monitoring Mechanisms and CEO Turnover: A Long‐Term Perspective," Journal of Finance, American Finance Association, vol. 56(6), pages 2265-2297, December.
    6. Burak Güner, A. & Malmendier, Ulrike & Tate, Geoffrey, 2008. "Financial expertise of directors," Journal of Financial Economics, Elsevier, vol. 88(2), pages 323-354, May.
    7. Yermack, David, 1996. "Higher market valuation of companies with a small board of directors," Journal of Financial Economics, Elsevier, vol. 40(2), pages 185-211, February.
    8. Levine, Ross & Renelt, David, 1992. "A Sensitivity Analysis of Cross-Country Growth Regressions," American Economic Review, American Economic Association, vol. 82(4), pages 942-963, September.
    9. Renée B. Adams & Heitor Almeida & Daniel Ferreira, 2005. "Powerful CEOs and Their Impact on Corporate Performance," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1403-1432.
    10. Gul, Ferdinand A. & Srinidhi, Bin & Ng, Anthony C., 2011. "Does board gender diversity improve the informativeness of stock prices?," Journal of Accounting and Economics, Elsevier, vol. 51(3), pages 314-338, April.
    11. Ding, Wenzhi & Levine, Ross & Lin, Chen & Xie, Wensi, 2021. "Corporate immunity to the COVID-19 pandemic," Journal of Financial Economics, Elsevier, vol. 141(2), pages 802-830.
    12. Adams, Renée B. & Ferreira, Daniel, 2009. "Women in the boardroom and their impact on governance and performance," Journal of Financial Economics, Elsevier, vol. 94(2), pages 291-309, November.
    13. Raffaella Calabrese & Silvia Angela Osmetti, 2013. "Modelling small and medium enterprise loan defaults as rare events: the generalized extreme value regression model," Journal of Applied Statistics, Taylor & Francis Journals, vol. 40(6), pages 1172-1188, June.
    14. Rosenstein, Stuart & Wyatt, Jeffrey G., 1990. "Outside directors, board independence, and shareholder wealth," Journal of Financial Economics, Elsevier, vol. 26(2), pages 175-191, August.
    15. Hallock, Kevin F., 1997. "Reciprocally Interlocking Boards of Directors and Executive Compensation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(3), pages 331-344, September.
    16. Ronald C. Anderson & David M. Reeb, 2003. "Founding-Family Ownership and Firm Performance: Evidence from the S&P 500," Journal of Finance, American Finance Association, vol. 58(3), pages 1301-1327, June.
    17. Coles, Jeffrey L. & Daniel, Naveen D. & Naveen, Lalitha, 2008. "Boards: Does one size fit all," Journal of Financial Economics, Elsevier, vol. 87(2), pages 329-356, February.
    18. Bhagat, Sanjai & Bolton, Brian, 2008. "Corporate governance and firm performance," Journal of Corporate Finance, Elsevier, vol. 14(3), pages 257-273, June.
    19. David A. Carter & Betty J. Simkins & W. Gary Simpson, 2003. "Corporate Governance, Board Diversity, and Firm Value," The Financial Review, Eastern Finance Association, vol. 38(1), pages 33-53, February.
    20. Masulis, Ronald W. & Wang, Cong & Xie, Fei, 2012. "Globalizing the boardroom—The effects of foreign directors on corporate governance and firm performance," Journal of Accounting and Economics, Elsevier, vol. 53(3), pages 527-554.
    21. Kurowicka, D. & Cooke, R.M., 2007. "Sampling algorithms for generating joint uniform distributions using the vine-copula method," Computational Statistics & Data Analysis, Elsevier, vol. 51(6), pages 2889-2906, March.
    22. Daehyun Kim & Laura T. Starks, 2016. "Gender Diversity on Corporate Boards: Do Women Contribute Unique Skills?," American Economic Review, American Economic Association, vol. 106(5), pages 267-271, May.
    23. Carlo Bellavite Pellegrini & Emiliano Sironi, 2017. "Does a one-tier board affect firms’ performances? Evidences from Italian unlisted enterprises," Small Business Economics, Springer, vol. 48(1), pages 213-224, January.
    24. Stephen P. Ferris & Murali Jagannathan & A. C. Pritchard, 2003. "Too Busy to Mind the Business? Monitoring by Directors with Multiple Board Appointments," Journal of Finance, American Finance Association, vol. 58(3), pages 1087-1112, June.
    25. Eliezer M. Fich & Anil Shivdasani, 2006. "Are Busy Boards Effective Monitors?," Journal of Finance, American Finance Association, vol. 61(2), pages 689-724, April.
    26. Linck, James S. & Netter, Jeffry M. & Yang, Tina, 2008. "The determinants of board structure," Journal of Financial Economics, Elsevier, vol. 87(2), pages 308-328, February.
    27. Anup Agrawal & Tareque Nasser, 2019. "Blockholders on Boards and CEO Compensation, Turnover and Firm Valuation," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 9(03), pages 1-67, September.
    28. Raheja, Charu G., 2005. "Determinants of Board Size and Composition: A Theory of Corporate Boards," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(2), pages 283-306, June.
    29. Brickley, James A. & Coles, Jeffrey L. & Terry, Rory L., 1994. "Outside directors and the adoption of poison pills," Journal of Financial Economics, Elsevier, vol. 35(3), pages 371-390, June.
    30. Cheng, Shijun, 2008. "Board size and the variability of corporate performance," Journal of Financial Economics, Elsevier, vol. 87(1), pages 157-176, January.
    31. Core, John E. & Holthausen, Robert W. & Larcker, David F., 1999. "Corporate governance, chief executive officer compensation, and firm performance," Journal of Financial Economics, Elsevier, vol. 51(3), pages 371-406, March.
    32. Olubunmi Faleye, 2011. "Ceo Directors, Executive Incentives, And Corporate Strategic Initiatives," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 34(2), pages 241-277, June.
    33. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    34. Fama, Eugene F & Jensen, Michael C, 1983. "Separation of Ownership and Control," Journal of Law and Economics, University of Chicago Press, vol. 26(2), pages 301-325, June.
    35. Kenneth R. Ahern & Amy K. Dittmar, 2012. "The Changing of the Boards: The Impact on Firm Valuation of Mandated Female Board Representation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 137-197.
    36. Byrd, John W. & Hickman, Kent A., 1992. "Do outside directors monitor managers? *1: Evidence from tender offer bids," Journal of Financial Economics, Elsevier, vol. 32(2), pages 195-221, October.
    37. Faleye, Olubunmi & Hoitash, Rani & Hoitash, Udi, 2011. "The costs of intense board monitoring," Journal of Financial Economics, Elsevier, vol. 101(1), pages 160-181, July.
    38. Field, Laura & Lowry, Michelle & Mkrtchyan, Anahit, 2013. "Are busy boards detrimental?," Journal of Financial Economics, Elsevier, vol. 109(1), pages 63-82.
    39. Ronald C. Anderson & David M. Reeb, 2003. "Founding‐Family Ownership and Firm Performance: Evidence from the S&P 500," Journal of Finance, American Finance Association, vol. 58(3), pages 1301-1328, June.
    40. Eisenberg, Theodore & Sundgren, Stefan & Wells, Martin T., 1998. "Larger board size and decreasing firm value in small firms," Journal of Financial Economics, Elsevier, vol. 48(1), pages 35-54, April.
    41. Ronald W. Masulis & Shawn Mobbs, 2011. "Are All Inside Directors the Same? Evidence from the External Directorship Market," Journal of Finance, American Finance Association, vol. 66(3), pages 823-872, June.
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