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How do Chinese firms adjust their financial leverage: an empirical investigation using multiple GMM models

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  • Ajid ur Rehman

    (Dongbei University of Finance and Economics)

  • Man Wang

    (Dongbei University of Finance and Economics)

  • Sultan Sikandar Mirza

    (Zhejiang Gongshang University)

Abstract

Background Given the unique market setting and institutional environment of China, this study tries to investigate targeting behavior of Chinese firms towards leverage and the determinants of leverage policy in China at various levels. Methods For this purpose, we used an extensive set of data of 760 firms over a period from 2001 to 2013. To investigate the adjustment behavior towards target leverage policy, this study uses the GMM (generalized method of moments) models of Arellano and Bover (J Econ 68:29–51, 1995)/Blundell and Bond (Econ Rev 19:321–340, 2000) to estimate the adjustment behavior and adjustment speed towards a target level of leverage. The study finds that Chinese firms have a target level of leverage and firms tries to adjust to their target. Results We found that adjustment rate of Chinese state-owned enterprises is higher than Chinese non-state owned, indicating an aggressive leverage policy for SOEs (state-owned enterprises). Further, the study found that some firm-level factors like firm size and growth opportunities have significant and positive effect on firms leverage. Profitability and firm liquidity is found to have a negative relationship with firm leverage. At country level, GDP (gross domestic product) is found to have positive impact of firm leverage policy. The negative relationship of lending rate with leverage shows that firms in China reduce debt financing when lending rates in the market increase. Conclusions All these findings indicate significant policy implications for Chinese firms. At adjustment level, regulatory bodies should ensure that all firms are at ease while raising their debt and thus avoid a pecking order in lending policy. At industry level, institutions should try to curtail industry concentration to provide an equal ground of debt issuing to the firms.

Suggested Citation

  • Ajid ur Rehman & Man Wang & Sultan Sikandar Mirza, 2017. "How do Chinese firms adjust their financial leverage: an empirical investigation using multiple GMM models," China Finance and Economic Review, Springer, vol. 5(1), pages 1-30, December.
  • Handle: RePEc:spr:chfecr:v:5:y:2017:i:1:d:10.1186_s40589-017-0052-4
    DOI: 10.1186/s40589-017-0052-4
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    as
    1. Ivo Welch, 2004. "Capital Structure and Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 106-131, February.
    2. Tobias Adrian & Nina Boyarchenko, 2012. "Intermediary leverage cycles and financial stability," Staff Reports 567, Federal Reserve Bank of New York.
    3. 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.
    4. Christopher A. Hennessy & Toni M. Whited, 2007. "How Costly Is External Financing? Evidence from a Structural Estimation," Journal of Finance, American Finance Association, vol. 62(4), pages 1705-1745, August.
    5. Kayo, Eduardo K. & Kimura, Herbert, 2011. "Hierarchical determinants of capital structure," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 358-371, February.
    6. 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.
    7. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    8. 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.
    9. Francisco Sogorb-Mira, 2005. "How SME Uniqueness Affects Capital Structure: Evidence From A 1994–1998 Spanish Data Panel," Small Business Economics, Springer, vol. 25(5), pages 447-457, December.
    10. Pound, John & Zeckhauser, Richard J, 1990. "Clearly Heard on the Street: The Effect of Takeover Rumors on Stock Prices," The Journal of Business, University of Chicago Press, vol. 63(3), pages 291-308, July.
    11. de Jong, Abe & Kabir, Rezaul & Nguyen, Thuy Thu, 2008. "Capital structure around the world: The roles of firm- and country-specific determinants," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1954-1969, September.
    12. Poncet, Sandra & Steingress, Walter & Vandenbussche, Hylke, 2010. "Financial constraints in China: Firm-level evidence," China Economic Review, Elsevier, vol. 21(3), pages 411-422, September.
    13. Leland, Hayne E & Toft, Klaus Bjerre, 1996. "Optimal Capital Structure, Endogenous Bankruptcy, and the Term Structure of Credit Spreads," Journal of Finance, American Finance Association, vol. 51(3), pages 987-1019, July.
    14. Wiwattanakantang, Yupana, 1999. "An empirical study on the determinants of the capital structure of Thai firms," Pacific-Basin Finance Journal, Elsevier, vol. 7(3-4), pages 371-403, August.
    15. King, Michael R. & Santor, Eric, 2008. "Family values: Ownership structure, performance and capital structure of Canadian firms," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2423-2432, November.
    16. Chen, Jean J., 2004. "Determinants of capital structure of Chinese-listed companies," Journal of Business Research, Elsevier, vol. 57(12), pages 1341-1351, December.
    17. 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.
    18. Michael Faulkender & Rong Wang, 2006. "Corporate Financial Policy and the Value of Cash," Journal of Finance, American Finance Association, vol. 61(4), pages 1957-1990, August.
    19. Alan Bevan & Jo Danbolt, 2002. "Capital structure and its determinants in the UK - a decompositional analysis," Applied Financial Economics, Taylor & Francis Journals, vol. 12(3), pages 159-170.
    20. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    21. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    22. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    23. Ajid ur Rehman & Man Wang & Haoyang Yu, 2016. "Dynamics of financial leverage across firm life cycle in Chinese firms: an empirical investigation using dynamic panel data model," China Finance and Economic Review, Springer, vol. 4(1), pages 1-22, December.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. Arturo Bris & Ivo Welch & Ning Zhu, 2006. "The Costs of Bankruptcy: Chapter 7 Liquidation versus Chapter 11 Reorganization," Journal of Finance, American Finance Association, vol. 61(3), pages 1253-1303, June.
    30. Cheng, Shuenn-Ren & Shiu, Cheng-Yi, 2007. "Investor protection and capital structure: International evidence," Journal of Multinational Financial Management, Elsevier, vol. 17(1), pages 30-44, February.
    31. 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.
    32. Brandt, Loren & Li, Hongbin, 2003. "Bank discrimination in transition economies: ideology, information, or incentives?," Journal of Comparative Economics, Elsevier, vol. 31(3), pages 387-413, September.
    33. Benjamin M. Friedman, 1985. "Corporate Capital Structures in the United States," NBER Books, National Bureau of Economic Research, Inc, number frie85-1, January.
    34. Huang, Ming, 2003. "Liquidity shocks and equilibrium liquidity premia," Journal of Economic Theory, Elsevier, vol. 109(1), pages 104-129, March.
    35. Alves, Paulo F. Pereira & Ferreira, Miguel A., 2011. "Capital structure and law around the world," Journal of Multinational Financial Management, Elsevier, vol. 21(3), pages 119-150, July.
    36. Elsas, Ralf & Florysiak, David, 2015. "Dynamic Capital Structure Adjustment and the Impact of Fractional Dependent Variables," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(5), pages 1105-1133, October.
    37. Pandey I M, 2001. "Capital Structure and the Firm Characteristics: Evidence from an Emerging Market," IIMA Working Papers WP2001-10-04, Indian Institute of Management Ahmedabad, Research and Publication Department.
    38. Gregor Andrade & Steven N. Kaplan, 1998. "How Costly is Financial (Not Economic) Distress? Evidence from Highly Leveraged Transactions that Became Distressed," Journal of Finance, American Finance Association, vol. 53(5), pages 1443-1493, October.
    39. Chakraborty, Indrani, 2010. "Capital structure in an emerging stock market: The case of India," Research in International Business and Finance, Elsevier, vol. 24(3), pages 295-314, September.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. James H. Scott Jr., 1976. "A Theory of Optimal Capital Structure," Bell Journal of Economics, The RAND Corporation, vol. 7(1), pages 33-54, Spring.
    45. Brander, James A. & Lewis, Tracy R., 1986. "Oligopoly and Financial Structure: The Limited Liability Effect," American Economic Review, American Economic Association, vol. 76(5), pages 956-970, December.
    46. Berger, Philip G & Ofek, Eli & Yermack, David L, 1997. "Managerial Entrenchment and Capital Structure Decisions," Journal of Finance, American Finance Association, vol. 52(4), pages 1411-1438, September.
    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. Fattouh, Bassam & Scaramozzino, Pasquale & Harris, Laurence, 2005. "Capital structure in South Korea: a quantile regression approach," Journal of Development Economics, Elsevier, vol. 76(1), pages 231-250, February.
    49. 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.
    50. Hongbo Duan & Abdul Razak bin Chik & Chonjun Liu, 2012. "Institutional Environment and Capital Structure: Evidence from Private Listed Enterprises in China," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 3(1), pages 15-21, January.
    51. Mikael Juselius & Mathias Drehmann, 2015. "Leverage dynamics and the real burden of debt," BIS Working Papers 501, Bank for International Settlements.
    52. 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.
    53. 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.
    54. Ang, James S. & Fatemi, Ali & Tourani-Rad, Alireza, 1997. "Capital structure and dividend policies of Indonesian firms," Pacific-Basin Finance Journal, Elsevier, vol. 5(1), pages 87-103, February.
    55. 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.
    56. 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.
    57. Titman, Sheridan & Wessels, Roberto, 1988. "The Determinants of Capital Structure Choice," Journal of Finance, American Finance Association, vol. 43(1), pages 1-19, March.
    58. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    59. Guney, Yilmaz & Li, Ling & Fairchild, Richard, 2011. "The relationship between product market competition and capital structure in Chinese listed firms," International Review of Financial Analysis, Elsevier, vol. 20(1), pages 41-51, January.
    60. Fischer, Edwin O & Heinkel, Robert & Zechner, Josef, 1989. "Dynamic Capital Structure Choice: Theory and Tests," Journal of Finance, American Finance Association, vol. 44(1), pages 19-40, March.
    61. Fan, Dennis K. K. & So, Raymond W., 2004. "What managers think of capital structure: the evidence from Hong Kong," Journal of Asian Economics, Elsevier, vol. 15(4), pages 817-830, August.
    62. Stein, Jeremy C., 2003. "Agency, information and corporate investment," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 2, pages 111-165, Elsevier.
    63. Uysal, Vahap B., 2011. "Deviation from the target capital structure and acquisition choices," Journal of Financial Economics, Elsevier, vol. 102(3), pages 602-620.
    64. 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.
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