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Asymmetric capital structure adjustments: New evidence from dynamic panel threshold models

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  • Dang, Viet Anh
  • Kim, Minjoo
  • Shin, Yongcheol

Abstract

We develop a dynamic panel threshold model of capital structure to test the dynamic trade-off theory, allowing for asymmetries in firms' adjustments toward target leverage. Our novel estimation approach is able to consistently estimate heterogeneous speeds of adjustment in different regimes as well as to properly test for the threshold effect. We consider several proxies for adjustment costs that affect the asymmetries in capital structure adjustments and find evidence that firms with large financing imbalance (or a deficit), large investment or low earnings volatility adjust faster than those with the opposite characteristics. Firms not only adjust at different rates but also seem to adjust toward heterogeneous leverage targets. Moreover, we document a consistent pattern that firms undertaking quick adjustment are over-levered with a financing deficit and rely heavily on equity issues to make such adjustment.

Suggested Citation

  • Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2012. "Asymmetric capital structure adjustments: New evidence from dynamic panel threshold models," Journal of Empirical Finance, Elsevier, vol. 19(4), pages 465-482.
  • Handle: RePEc:eee:empfin:v:19:y:2012:i:4:p:465-482
    DOI: 10.1016/j.jempfin.2012.04.004
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    as
    1. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    2. Huang, Rongbing & Ritter, Jay R., 2009. "Testing Theories of Capital Structure and Estimating the Speed of Adjustment," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(2), pages 237-271, April.
    3. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    4. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    5. Ivo Welch, 2004. "Capital Structure and Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 106-131, February.
    6. Caner, Mehmet & Hansen, Bruce E., 2004. "Instrumental Variable Estimation Of A Threshold Model," Econometric Theory, Cambridge University Press, vol. 20(5), pages 813-843, October.
    7. Sheridan Titman & Sergey Tsyplakov, 2007. "A Dynamic Model of Optimal Capital Structure," Review of Finance, European Finance Association, vol. 11(3), pages 401-451.
    8. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    9. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    10. Bradley, Michael & Jarrell, Gregg A & Kim, E Han, 1984. "On the Existence of an Optimal Capital Structure: Theory and Evidence," Journal of Finance, American Finance Association, vol. 39(3), pages 857-878, July.
    11. Faulkender, Michael & Flannery, Mark J. & Hankins, Kristine Watson & Smith, Jason M., 2012. "Cash flows and leverage adjustments," Journal of Financial Economics, Elsevier, vol. 103(3), pages 632-646.
    12. 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.
    13. Brennan, Michael J & Schwartz, Edwardo S, 1978. "Corporate Income Taxes, Valuation, and the Problem of Optimal Capital Structure," The Journal of Business, University of Chicago Press, vol. 51(1), pages 103-114, January.
    14. Eugene F. Fama, 2002. "Testing Trade-Off and Pecking Order Predictions About Dividends and Debt," The Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 1-33, March.
    15. Javier Alvarez & Manuel Arellano, 2003. "The Time Series and Cross-Section Asymptotics of Dynamic Panel Data Estimators," Econometrica, Econometric Society, vol. 71(4), pages 1121-1159, July.
    16. Hahn, Jinyong & Hausman, Jerry & Kuersteiner, Guido, 2007. "Long difference instrumental variables estimation for dynamic panel models with fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 574-617, October.
    17. Flannery, Mark J. & Rangan, Kasturi P., 2006. "Partial adjustment toward target capital structures," Journal of Financial Economics, Elsevier, vol. 79(3), pages 469-506, March.
    18. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    19. Leland, Hayne E, 1994. "Corporate Debt Value, Bond Covenants, and Optimal Capital Structure," Journal of Finance, American Finance Association, vol. 49(4), pages 1213-1252, September.
    20. Xin Chang & Sudipto Dasgupta, 2009. "Target Behavior and Financing: How Conclusive Is the Evidence?," Journal of Finance, American Finance Association, vol. 64(4), pages 1767-1796, August.
    21. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    22. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    23. Rajan, Raghuram G & Zingales, Luigi, 1995. "What Do We Know about Capital Structure? Some Evidence from International Data," Journal of Finance, American Finance Association, vol. 50(5), pages 1421-1460, December.
    24. Lang, Larry & Ofek, Eli & Stulz, Rene M., 1996. "Leverage, investment, and firm growth," Journal of Financial Economics, Elsevier, vol. 40(1), pages 3-29, January.
    25. Ilya A. Strebulaev, 2007. "Do Tests of Capital Structure Theory Mean What They Say?," Journal of Finance, American Finance Association, vol. 62(4), pages 1747-1787, August.
    26. Kourtellos, Andros & Stengos, Thanasis & Tan, Chih Ming, 2016. "Structural Threshold Regression," Econometric Theory, Cambridge University Press, vol. 32(4), pages 827-860, August.
    27. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1‐2), pages 175-198, January.
    28. Antoniou, Antonios & Guney, Yilmaz & Paudyal, Krishna, 2008. "The Determinants of Capital Structure: Capital Market-Oriented versus Bank-Oriented Institutions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(1), pages 59-92, March.
    29. Mark T. Leary & Michael R. Roberts, 2005. "Do Firms Rebalance Their Capital Structures?," Journal of Finance, American Finance Association, vol. 60(6), pages 2575-2619, December.
    30. Hansen, Bruce E, 1996. "Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis," Econometrica, Econometric Society, vol. 64(2), pages 413-430, March.
    31. Ahn, Seung C. & Schmidt, Peter, 1995. "Efficient estimation of models for dynamic panel data," Journal of Econometrics, Elsevier, vol. 68(1), pages 5-27, July.
    32. Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291, Decembrie.
    33. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    34. repec:bla:jfinan:v:43:y:1988:i:1:p:1-19 is not listed on IDEAS
    35. 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.
    36. Wolfgang Drobetz & Gabrielle Wanzenried, 2006. "What determines the speed of adjustment to the target capital structure?," Applied Financial Economics, Taylor & Francis Journals, vol. 16(13), pages 941-958.
    37. DeAngelo, Harry & Masulis, Ronald W., 1980. "Optimal capital structure under corporate and personal taxation," Journal of Financial Economics, Elsevier, vol. 8(1), pages 3-29, March.
    38. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    39. Andrews, Donald W K & Ploberger, Werner, 1994. "Optimal Tests When a Nuisance Parameter Is Present Only under the Alternative," Econometrica, Econometric Society, vol. 62(6), pages 1383-1414, November.
    40. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    41. Kraus, Alan & Litzenberger, Robert H, 1973. "A State-Preference Model of Optimal Financial Leverage," Journal of Finance, American Finance Association, vol. 28(4), pages 911-922, September.
    42. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    43. repec:bla:jfinan:v:44:y:1989:i:1:p:19-40 is not listed on IDEAS
    44. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    45. Ahn, Seung C. & Schmidt, Peter, 1997. "Efficient estimation of dynamic panel data models: Alternative assumptions and simplified estimation," Journal of Econometrics, Elsevier, vol. 76(1-2), pages 309-321.
    46. Everaert, Gerdie & Pozzi, Lorenzo, 2007. "Bootstrap-based bias correction for dynamic panels," Journal of Economic Dynamics and Control, Elsevier, vol. 31(4), pages 1160-1184, April.
    47. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    48. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1-2), pages 175-198.
    49. Chen, Long & Zhao, Xinlei, 2007. "Mechanical mean reversion of leverage ratios," Economics Letters, Elsevier, vol. 95(2), pages 223-229, May.
    50. 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, August.
    51. Drobetz, Wolfgang & Pensa, Pascal & Wanzenried, Gabrielle, 2006. "Firm Characteristics and Dynamic Capital Structure Adjustment," Working papers 2006/10, Faculty of Business and Economics - University of Basel.
    52. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    53. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    54. Pagan, Adrian, 1984. "Econometric Issues in the Analysis of Regressions with Generated Regressors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(1), pages 221-247, February.
    55. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    56. Viet A. Dang, 2011. "Leverage, Debt Maturity and Firm Investment: An Empirical Analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(1-2), pages 225-258, January.
    57. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
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    More about this item

    Keywords

    Capital structure; Target leverage; Dynamic trade-off theory; Dynamic panel threshold model;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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