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Non‐linear capital structure dynamics

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  • Marco Botta
  • Luca Vittorio Angelo Colombo

Abstract

We investigate the capital structure and the dynamic behaviour of firms' debt ratios in a large sample of companies from 52 countries. Our findings support a complex view of capital structure decisions, with firm, macroeconomic and institutional factors interacting in the determination of both the optimal leverage and the adjustment process towards it. This results in a complex non‐linear dynamic behaviour of firms' debt‐to‐equity ratios. These interactions contribute for almost two thirds of the explained heterogeneity of the target leverage, and around one third of the speed of adjustment towards the optimal capital structure. Overall, our results suggest that market timing and pecking order arguments prevail in the short run, while a dynamic trade‐off mechanism with costly readjustment matters mainly in the long run.

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  • Marco Botta & Luca Vittorio Angelo Colombo, 2022. "Non‐linear capital structure dynamics," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 49(9-10), pages 1897-1928, October.
    • Handle: RePEc:bla:jbfnac:v:49:y:2022:i:9-10:p:1897-1928
    DOI: 10.1111/jbfa.12596
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    1. Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2014. "Asymmetric adjustment toward optimal capital structure: Evidence from a crisis," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 226-242.
    2. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    3. Johnson, Simon & Kaufmann, Daniel & Zoido-Lobaton, Pablo, 1998. "Regulatory Discretion and the Unofficial Economy," American Economic Review, American Economic Association, vol. 88(2), pages 387-392, May.
    4. Huizinga, Harry & Laeven, Luc & Nicodeme, Gaetan, 2008. "Capital structure and international debt shifting," Journal of Financial Economics, Elsevier, vol. 88(1), pages 80-118, April.
    5. 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.
    6. Isil Erel & Brandon Julio & Woojin Kim & Michael S. Weisbach, 2012. "Macroeconomic Conditions and Capital Raising," The Review of Financial Studies, Society for Financial Studies, vol. 25(2), pages 341-376.
    7. 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.
    8. 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.
    9. Dimitris Margaritis & Maria Psillaki, 2007. "Capital Structure and Firm Efficiency," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 34(9‐10), pages 1447-1469, November.
    10. Simeon Djankov & Oliver Hart & Caralee McLiesh & Andrei Shleifer, 2008. "Debt Enforcement around the World," Journal of Political Economy, University of Chicago Press, vol. 116(6), pages 1105-1149, December.
    11. Inessa Love, 2003. "Financial Development and Financing Constraints: International Evidence from the Structural Investment Model," The Review of Financial Studies, Society for Financial Studies, vol. 16(3), pages 765-791, July.
    12. Hackbarth, Dirk & Miao, Jianjun & Morellec, Erwan, 2006. "Capital structure, credit risk, and macroeconomic conditions," Journal of Financial Economics, Elsevier, vol. 82(3), pages 519-550, December.
    13. Michi Nishihara & Sudipto Sarkar & Chuanqian Zhang, 2019. "Agency cost of debt overhang with optimal investment timing and size," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 46(5-6), pages 784-809, May.
    14. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 2000. "Investor protection and corporate governance," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 3-27.
    15. Stephen Bond & Frank Windmeijer, 2002. "Finite sample inference for GMM estimators in linear panel data models," CeMMAP working papers CWP04/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    16. Flannery, Mark J. & Hankins, Kristine Watson, 2013. "Estimating dynamic panel models in corporate finance," Journal of Corporate Finance, Elsevier, vol. 19(C), pages 1-19.
    17. La Porta, Rafael & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1997. "Legal Determinants of External Finance," Journal of Finance, American Finance Association, vol. 52(3), pages 1131-1150, July.
    18. repec:bla:kyklos:v:53:y:2000:i:4:p:527-44 is not listed on IDEAS
    19. Stijn Claessens & Luc Laeven, 2003. "Financial Development, Property Rights, and Growth," Journal of Finance, American Finance Association, vol. 58(6), pages 2401-2436, December.
    20. Graham, John R. & Leary, Mark T. & Roberts, Michael R., 2015. "A century of capital structure: The leveraging of corporate America," Journal of Financial Economics, Elsevier, vol. 118(3), pages 658-683.
    21. Chortareas, Georgios E. & Girardone, Claudia & Ventouri, Alexia, 2013. "Financial freedom and bank efficiency: Evidence from the European Union," Journal of Banking & Finance, Elsevier, vol. 37(4), pages 1223-1231.
    22. Becker, Bo & Ivashina, Victoria, 2014. "Cyclicality of credit supply: Firm level evidence," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 76-93.
    23. Murray Z. Frank & Vidhan K. Goyal, 2009. "Capital Structure Decisions: Which Factors Are Reliably Important?," Financial Management, Financial Management Association International, vol. 38(1), pages 1-37, March.
    24. Joseph E. Stiglitz, 1972. "Some Aspects of the Pure Theory of Corporate Finance: Bankruptcies and Take-Overs," Bell Journal of Economics, The RAND Corporation, vol. 3(2), pages 458-482, Autumn.
    25. David J. Denis, 2012. "The Persistent Puzzle of Corporate Capital Structure: Current Challenges and New Directions," The Financial Review, Eastern Finance Association, vol. 47(4), pages 631-643, November.
    26. 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.
    27. Demirguc-Kunt, Asli & Maksimovic, Vojislav, 1999. "Institutions, financial markets, and firm debt maturity," Journal of Financial Economics, Elsevier, vol. 54(3), pages 295-336, December.
    28. 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.
    29. Çolak, Gönül & Gungoraydinoglu, Ali & Öztekin, Özde, 2018. "Global leverage adjustments, uncertainty, and country institutional strength," Journal of Financial Intermediation, Elsevier, vol. 35(PA), pages 41-56.
    30. Hans Degryse & Vasso Ioannidou & José María Liberti & Jason Sturgess, 2020. "How Do Laws and Institutions Affect Recovery Rates for Collateral?," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(1), pages 1-43.
    31. repec:zbw:bofrdp:2009_013 is not listed on IDEAS
    32. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    33. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    34. Bruno, Giovanni S.F., 2005. "Approximating the bias of the LSDV estimator for dynamic unbalanced panel data models," Economics Letters, Elsevier, vol. 87(3), pages 361-366, June.
    35. 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.
    36. Öztekin, Özde & Flannery, Mark J., 2012. "Institutional determinants of capital structure adjustment speeds," Journal of Financial Economics, Elsevier, vol. 103(1), pages 88-112.
    37. 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.
    38. Levy, Amnon & Hennessy, Christopher, 2007. "Why does capital structure choice vary with macroeconomic conditions?," Journal of Monetary Economics, Elsevier, vol. 54(6), pages 1545-1564, September.
    39. Ruth V. Aguilera & Igor Filatotchev & Howard Gospel & Gregory Jackson, 2008. "An Organizational Approach to Comparative Corporate Governance: Costs, Contingencies, and Complementarities," Organization Science, INFORMS, vol. 19(3), pages 475-492, June.
    40. Hodder, James E & Senbet, Lemma W, 1990. "International Capital Structure Equilibrium," Journal of Finance, American Finance Association, vol. 45(5), pages 1495-1516, December.
    41. 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.
    42. 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.
    43. Cook, Douglas O. & Tang, Tian, 2010. "Macroeconomic conditions and capital structure adjustment speed," Journal of Corporate Finance, Elsevier, vol. 16(1), pages 73-87, February.
    44. Altman, Edward I. & Haldeman, Robert G. & Narayanan, P., 1977. "ZETATM analysis A new model to identify bankruptcy risk of corporations," Journal of Banking & Finance, Elsevier, vol. 1(1), pages 29-54, June.
    45. Hasan, Iftekhar & Koetter, Michael & Wedow, Michael, 2009. "Regional growth and finance in Europe: Is there a quality effect of bank efficiency?," Journal of Banking & Finance, Elsevier, vol. 33(8), pages 1446-1453, August.
    46. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    47. 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.
    48. Mercieca, Steve & Schaeck, Klaus & Wolfe, Simon, 2007. "Small European banks: Benefits from diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1975-1998, July.
    49. 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.
    50. 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.
    51. 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.
    52. 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.
    53. Daskalakis, Nikolaos & Balios, Dimitrios & Dalla, Violetta, 2017. "The behaviour of SMEs' capital structure determinants in different macroeconomic states," Journal of Corporate Finance, Elsevier, vol. 46(C), pages 248-260.
    54. Hadiye Aslan & Praveen Kumar, 2012. "Strategic Ownership Structure and the Cost of Debt," The Review of Financial Studies, Society for Financial Studies, vol. 25(7), pages 2257-2299.
    55. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    56. de Jong, Abe & Verbeek, Marno & Verwijmeren, Patrick, 2011. "Firms' debt-equity decisions when the static tradeoff theory and the pecking order theory disagree," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1303-1314, May.
    57. 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.
    58. Bayless, Mark & Chaplinsky, Susan, 1996. "Is There a Window of Opportunity for Seasoned Equity Issuance?," Journal of Finance, American Finance Association, vol. 51(1), pages 253-278, March.
    59. Fan, Joseph P. H. & Titman, Sheridan & Twite, Garry, 2012. "An International Comparison of Capital Structure and Debt Maturity Choices," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 47(1), pages 23-56, February.
    60. Hovakimian, Armen & Li, Guangzhong, 2011. "In search of conclusive evidence: How to test for adjustment to target capital structure," Journal of Corporate Finance, Elsevier, vol. 17(1), pages 33-44, February.
    61. Jalilvand, Abolhassan & Harris, Robert S, 1984. "Corporate Behavior in Adjusting to Capital Structure and Dividend Targets: An Econometric Study," Journal of Finance, American Finance Association, vol. 39(1), pages 127-145, March.
    62. Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2015. "In search of robust methods for dynamic panel data models in empirical corporate finance," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 84-98.
    63. Hall, Thomas W., 2012. "The collateral channel: Evidence on leverage and asset tangibility," Journal of Corporate Finance, Elsevier, vol. 18(3), pages 570-583.
    64. Panchenko, Valentyn & Wu, Eliza, 2009. "Time-varying market integration and stock and bond return concordance in emerging markets," Journal of Banking & Finance, Elsevier, vol. 33(6), pages 1014-1021, June.
    65. 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.
    66. 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.
    67. Korajczyk, Robert A. & Levy, Amnon, 2003. "Capital structure choice: macroeconomic conditions and financial constraints," Journal of Financial Economics, Elsevier, vol. 68(1), pages 75-109, April.
    68. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
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