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Functional form issues in the regression analysis of financial leverage ratios

Listed author(s):
  • Joaquim Ramalho

    ()

    (Department of Economics and CEFAGE- UE, Universidade de Évora)

  • Jacinto Vidigal da Silva

    ()

    (Department of Management and CEFAGE- UE, Universidade de Évora)

Linear models are typically used in the regression analysis of capital structure choices. However, given the proportional and bounded nature of leverage ratios, models such as the tobit, the fractional regression model and its two-part variant are a better alternative. In this paper, we discuss the main econometric assumptions and features of those models, provide a theoretical foundation for their use in the regression analysis of leverage ratios and review some statistical tests suitable to assess their specification. Using a dataset previously considered in the literature, we carry out a comprehensive comparison of the alternative models, finding that in this framework the most relevant functional form issue is the choice between a single model for all capital structure decisions and a two-part model that explains separately the decisions to issue debt and, conditional on the first decision, on the amount of debt to issue.

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File URL: http://www.cefage.uevora.pt/en/content/download/2902/38715/version/1/file/2011_28.pdf
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Paper provided by University of Evora, CEFAGE-UE (Portugal) in its series CEFAGE-UE Working Papers with number 2011_28.

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Length: 42 pages
Date of creation: 2011
Handle: RePEc:cfe:wpcefa:2011_28
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Web page: http://www.cefage.uevora.pt
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  1. Esmeralda A. Ramalho, & Joaquim J.S. Ramalho & Pedro D. Henriques, 2010. "Fractional regression models for second stage DEA efficiency analyses," CEFAGE-UE Working Papers 2010_01, University of Evora, CEFAGE-UE (Portugal).
  2. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 31(3), pages 129-137.
  3. Paul A. Gompers & Andrew Metrick, . "Institutional Investors and Equity Prices," Rodney L. White Center for Financial Research Working Papers 20-99, Wharton School Rodney L. White Center for Financial Research.
  4. Leslie E. Papke & Jeffrey M. Wooldridge, 1993. "Econometric Methods for Fractional Response Variables with an Application to 401(k) Plan Participation Rates," NBER Technical Working Papers 0147, National Bureau of Economic Research, Inc.
  5. Cook, Douglas O. & Kieschnick, Robert & McCullough, B.D., 2008. "Regression analysis of proportions in finance with self selection," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 860-867, December.
  6. Jeffrey A. Wurgler & Malcolm P. Baker, 2001. "Market Timing and Capital Structure," Yale School of Management Working Papers ysm181, Yale School of Management.
  7. Bassam Fattouh & Laurence Harris & Pasquale Scaramozzino, 2008. "Non-linearity in the determinants of capital structure: evidence from UK firms," Empirical Economics, Springer, vol. 34(3), pages 417-438, June.
  8. Eugene F. Fama & Kenneth R. French, "undated". "Disappearing Dividends: Changing Firm Characteristics or Lower Propensity to Pay?."," CRSP working papers 509, Center for Research in Security Prices, Graduate School of Business, University of Chicago.
  9. Jensen, Gerald R. & Solberg, Donald P. & Zorn, Thomas S., 1992. "Simultaneous Determination of Insider Ownership, Debt, and Dividend Policies," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(02), pages 247-263, June.
  10. Michael Faulkender & Mitchell A. Petersen, 2003. "Does the Source of Capital Affect Capital Structure?," NBER Working Papers 9930, National Bureau of Economic Research, Inc.
  11. Ferreira, Daniel & Ferreira, Miguel A. & Raposo, Clara C., 2008. "Board Structure and Price Informativeness," CEI Working Paper Series 2008-4, Center for Economic Institutions, Institute of Economic Research, Hitotsubashi University.
  12. Dang, Viet Anh, 2013. "An empirical analysis of zero-leverage firms: New evidence from the UK," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 189-202.
  13. Tim Opler & Lee Pinkowitz & Rene Stulz & Rohan Williamson, 1997. "The Determinants and Implications of Corporate Cash Holdings," NBER Working Papers 6234, National Bureau of Economic Research, Inc.
  14. Johnson, Shane A., 1997. "An Empirical Analysis of the Determinants of Corporate Debt Ownership Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(01), pages 47-69, March.
  15. Russell Davidson & James G. MacKinnon, 1980. "Several Tests for Model Specification in the Presence of Alternative Hypotheses," Working Papers 378, Queen's University, Department of Economics.
  16. Esmeralda A. Ramalho & Joaquim J.S. Ramalho & José M.R. Murteira, 2011. "Alternative Estimating And Testing Empirical Strategies For Fractional Regression Models," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 19-68, 02.
  17. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
  18. Joaquim J.S. Ramalho & Jacinto Vidigal da Silva, 2009. "A two-part fractional regression model for the financial leverage decisions of micro, small, medium and large firms," Quantitative Finance, Taylor & Francis Journals, vol. 9(5), pages 621-636.
  19. Raghuram G. Rajan & Luigi Zingales, 1994. "What Do We Know About Capital Structure? Some Evidence from International Data," NBER Working Papers 4875, National Bureau of Economic Research, Inc.
  20. Ilya A. Strebulaev & Baozhong Yang, 2012. "The Mystery of Zero-Leverage Firms," NBER Working Papers 17946, National Bureau of Economic Research, Inc.
  21. John, Kose & Knyazeva, Anzhela & Knyazeva, Diana, 2011. "Does geography matter? Firm location and corporate payout policy," Journal of Financial Economics, Elsevier, vol. 101(3), pages 533-551, September.
  22. Soku Byoun, 2008. "How and When Do Firms Adjust Their Capital Structures toward Targets?," Journal of Finance, American Finance Association, vol. 63(6), pages 3069-3096, December.
  23. McDonald, John F & Moffitt, Robert A, 1980. "The Uses of Tobit Analysis," The Review of Economics and Statistics, MIT Press, vol. 62(2), pages 318-321, May.
  24. Leung, S.F. & Yu, S., 1992. "On the Choice Between Sample Selection and Two-Part Models," RCER Working Papers 337, University of Rochester - Center for Economic Research (RCER).
  25. Wald, John K, 1999. "How Firm Characteristics Affect Capital Structure: An International Comparison," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(2), pages 161-187, Summer.
  26. Michael L. Lemmon & Michael R. Roberts & Jaime F. Zender, 2008. "Back to the Beginning: Persistence and the Cross-Section of Corporate Capital Structure," Journal of Finance, American Finance Association, vol. 63(4), pages 1575-1608, 08.
  27. Cassar, Gavin, 2004. "The financing of business start-ups," Journal of Business Venturing, Elsevier, vol. 19(2), pages 261-283, March.
  28. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053, December.
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