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Dynamic capital structure and political patronage: The case of Malaysia

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  • Ebrahim, M. Shahid
  • Girma, Sourafel
  • Shah, M. Eskandar
  • Williams, Jonathan

Abstract

This paper investigates the effect of political patronage on firms' capital structure. The evidence is from Malaysia, a country characterised by relationship-capitalism, and covers 1988 to 2009. Using a system GMM estimator we find firms set leverage targets and adjust towards them following deviations at the rate of 28% per annum. Next, we construct a natural experiment and use a difference-in-differences model to investigate if the strategic financing decisions of politically patronised firms differ from non-connected firms after an exogenous shock caused by the 1997 Asian crisis. Our results unambiguously demonstrate a significant difference in the capital structure of patronised firms relative to non-connected firms following the exogenous shock but only for the crisis period 1998–2001. After 2002 the capital structures of patronised and non-connected firms are statistically equivalent.

Suggested Citation

  • Ebrahim, M. Shahid & Girma, Sourafel & Shah, M. Eskandar & Williams, Jonathan, 2014. "Dynamic capital structure and political patronage: The case of Malaysia," International Review of Financial Analysis, Elsevier, vol. 31(C), pages 117-128.
    • Handle: RePEc:eee:finana:v:31:y:2014:i:c:p:117-128
    DOI: 10.1016/j.irfa.2013.11.004
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    1. Efraim Benmelech & Mark J. Garmaise & Tobias J. Moskowitz, 2005. "Do Liquidation Values Affect Financial Contracts? Evidence from Commercial Loan Contracts and Zoning Regulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 1121-1154.
    2. Shleifer, Andrei & Vishny, Robert W, 1992. "Liquidation Values and Debt Capacity: A Market Equilibrium Approach," Journal of Finance, American Finance Association, vol. 47(4), pages 1343-1366, September.
    3. Lemmon, Michael L. & Zender, Jaime F., 2010. "Debt Capacity and Tests of Capital Structure Theories," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(5), pages 1161-1187, October.
    4. Bliss, Mark A. & Gul, Ferdinand A., 2012. "Political connection and cost of debt: Some Malaysian evidence," Journal of Banking & Finance, Elsevier, vol. 36(5), pages 1520-1527.
    5. 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.
    6. Fan, Joseph P.H. & Wong, T.J. & Zhang, Tianyu, 2007. "Politically connected CEOs, corporate governance, and Post-IPO performance of China's newly partially privatized firms," Journal of Financial Economics, Elsevier, vol. 84(2), pages 330-357, May.
    7. Wenfeng Wu & Chongfeng Wu & Oliver M. Rui, 2012. "Ownership and the Value of Political Connections: Evidence from China," European Financial Management, European Financial Management Association, vol. 18(4), pages 695-729, September.
    8. Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
    9. Leuz, Christian & Oberholzer-Gee, Felix, 2006. "Political relationships, global financing, and corporate transparency: Evidence from Indonesia," Journal of Financial Economics, Elsevier, vol. 81(2), pages 411-439, August.
    10. Mr. Fabian Valencia & Mr. Luc Laeven, 2008. "Systemic Banking Crises: A New Database," IMF Working Papers 2008/224, International Monetary Fund.
    11. 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.
    12. Schmukler, Sergio L. & Vesperoni, Esteban, 2006. "Financial globalization and debt maturity in emerging economies," Journal of Development Economics, Elsevier, vol. 79(1), pages 183-207, February.
    13. 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.
    14. Benjamin M. Friedman, 1985. "Corporate Capital Structures in the United States," NBER Books, National Bureau of Economic Research, Inc, number frie85-1, March.
    15. 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.
    16. Megumi Suto, 2003. "Capital Structure and Investment Behaviour of Malaysian Firms in the 1990s: a study of corporate governance before the crisis," Corporate Governance: An International Review, Wiley Blackwell, vol. 11(1), pages 25-39, January.
    17. Barclay, Michael J & Smith, Clifford W, Jr, 1995. "The Maturity Structure of Corporate Debt," Journal of Finance, American Finance Association, vol. 50(2), pages 609-631, June.
    18. Mitchell, Heather & Joseph, Saramma, 2010. "Changes in Malaysia: Capital controls, prime ministers and political connections," Pacific-Basin Finance Journal, Elsevier, vol. 18(5), pages 460-476, November.
    19. 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.
    20. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    21. 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.
    22. Jianjun Miao, 2005. "Optimal Capital Structure and Industry Dynamics," Journal of Finance, American Finance Association, vol. 60(6), pages 2621-2659, December.
    23. Fraser, Donald R. & Zhang, Hao & Derashid, Chek, 2006. "Capital structure and political patronage: The case of Malaysia," Journal of Banking & Finance, Elsevier, vol. 30(4), pages 1291-1308, April.
    24. Laurence Booth & Varouj Aivazian & Asli Demirguc‐Kunt & Vojislav Maksimovic, 2001. "Capital Structures in Developing Countries," Journal of Finance, American Finance Association, vol. 56(1), pages 87-130, February.
    25. Stewart C. Myers, 2001. "Capital Structure," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 81-102, Spring.
    26. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    27. Mara Faccio, 2006. "Politically Connected Firms," American Economic Review, American Economic Association, vol. 96(1), pages 369-386, March.
    28. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    29. 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.
    30. Kayhan, Ayla & Titman, Sheridan, 2007. "Firms' histories and their capital structures," Journal of Financial Economics, Elsevier, vol. 83(1), pages 1-32, January.
    31. Johnson, Simon & Mitton, Todd, 2003. "Cronyism and capital controls: evidence from Malaysia," Journal of Financial Economics, Elsevier, vol. 67(2), pages 351-382, February.
    32. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    33. Andrei Shleifer & Robert W. Vishny, 1994. "Politicians and Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(4), pages 995-1025.
    34. 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.
    35. 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.
    36. Asim Ijaz Khwaja & Atif Mian, 2005. "Do Lenders Favor Politically Connected Firms? Rent Provision in an Emerging Financial Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(4), pages 1371-1411.
    37. Ebrahim, M. Shahid & Mathur, Ike, 2013. "On the efficiency of the UPREIT organizational form: Implications for the subprime crisis and CDO's," Journal of Economic Behavior & Organization, Elsevier, vol. 85(C), pages 286-305.
    38. Shyam-Sunder, Lakshmi & C. Myers, Stewart, 1999. "Testing static tradeoff against pecking order models of capital structure," Journal of Financial Economics, Elsevier, vol. 51(2), pages 219-244, February.
    39. Peter MacKay & Gordon M. Phillips, 2005. "How Does Industry Affect Firm Financial Structure?," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1433-1466.
    40. Hovakimian, Armen & Opler, Tim & Titman, Sheridan, 2001. "The Debt-Equity Choice," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(1), pages 1-24, March.
    41. 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.
    42. 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.
    43. Alan J. Auerbach, 1985. "Real Determinants of Corporate Leverage," NBER Chapters, in: Corporate Capital Structures in the United States, pages 301-324, National Bureau of Economic Research, Inc.
    44. Mara Faccio, 2010. "Differences between Politically Connected and Nonconnected Firms: A Cross‐Country Analysis," Financial Management, Financial Management Association International, vol. 39(3), pages 905-928, September.
    45. 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.
    46. 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.
    47. Deesomsak, Rataporn & Paudyal, Krishna & Pescetto, Gioia, 2004. "The determinants of capital structure: evidence from the Asia Pacific region," Journal of Multinational Financial Management, Elsevier, vol. 14(4-5), pages 387-405.
    48. 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.
    49. Öztekin, Özde & Flannery, Mark J., 2012. "Institutional determinants of capital structure adjustment speeds," Journal of Financial Economics, Elsevier, vol. 103(1), pages 88-112.
    50. 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.
    51. Ms. Natalia T. Tamirisa & Mr. Simon Johnson & Ms. Kalpana Kochhar & Todd Mitton, 2006. "Malaysian Capital Controls: Macroeconomics and Institutions," IMF Working Papers 2006/051, International Monetary Fund.
    52. 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.
    53. 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.
    54. Frank, Murray Z. & Goyal, Vidhan K., 2003. "Testing the pecking order theory of capital structure," Journal of Financial Economics, Elsevier, vol. 67(2), pages 217-248, February.
    55. Graham, John R. & Harvey, Campbell R., 2001. "The theory and practice of corporate finance: evidence from the field," Journal of Financial Economics, Elsevier, vol. 60(2-3), pages 187-243, May.
    56. 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.
    57. MARA FACCIO & RONALD W. MASULIS & JOHN J. McCONNELL, 2006. "Political Connections and Corporate Bailouts," Journal of Finance, American Finance Association, vol. 61(6), pages 2597-2635, December.
    58. de Miguel, Alberto & Pindado, Julio, 2001. "Determinants of capital structure: new evidence from Spanish panel data," Journal of Corporate Finance, Elsevier, vol. 7(1), pages 77-99, March.
    59. Wintoki, M. Babajide & Linck, James S. & Netter, Jeffry M., 2012. "Endogeneity and the dynamics of internal corporate governance," Journal of Financial Economics, Elsevier, vol. 105(3), pages 581-606.
    60. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    61. Titman, Sheridan & Wessels, Roberto, 1988. " The Determinants of Capital Structure Choice," Journal of Finance, American Finance Association, vol. 43(1), pages 1-19, March.
    62. 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.
    63. DeAngelo, Harry & DeAngelo, Linda & Whited, Toni M., 2011. "Capital structure dynamics and transitory debt," Journal of Financial Economics, Elsevier, vol. 99(2), pages 235-261, February.
    64. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    65. Scott, James H, Jr, 1977. "Bankruptcy, Secured Debt, and Optimal Capital Structure," Journal of Finance, American Finance Association, vol. 32(1), pages 1-19, March.
    66. Miller, Merton H, 1977. "Debt and Taxes," Journal of Finance, American Finance Association, vol. 32(2), pages 261-275, May.
    67. Frye, Timothy M. & Iwasaki, Ichiro, 2011. "Government directors and business–state relations in Russia," European Journal of Political Economy, Elsevier, vol. 27(4), pages 642-658.
    68. David T. Brown & Brian A. Ciochetti & Timothy J. Riddiough, 2006. "Theory and Evidence on the Resolution of Financial Distress," The Review of Financial Studies, Society for Financial Studies, vol. 19(4), pages 1357-1397.
    69. 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.
    70. 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.
    71. Raymond Fisman, 2001. "Estimating the Value of Political Connections," American Economic Review, American Economic Association, vol. 91(4), pages 1095-1102, September.
    72. Chang, Eric C. & Wong, Sonia M.L., 2004. "Political control and performance in China's listed firms," Journal of Comparative Economics, Elsevier, vol. 32(4), pages 617-636, December.
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    More about this item

    Keywords

    Asian financial crisis; Capital structure; Political patronage;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • 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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