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High debt companies' leverage determinants in Spain: A quantile regression approach

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  • Sánchez-Vidal, F. Javier

Abstract

With a severe debt overhang problem in Spain, either public or private, the analysis of the factors that influence companies' leverage in this country reveals essential, in particular for the high-indebted firms. This study benefits from the quantile regression approach advantages over the OLS method to analyze the leverage determinants for a large sample of companies for the 2001–2011 period depending on their level of indebtedness. This method reveals that for the highly-leveraged companies many factors are no longer significant and that cash flow variable is crucial if the companies would like to decrease their debt levels.

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  • Sánchez-Vidal, F. Javier, 2014. "High debt companies' leverage determinants in Spain: A quantile regression approach," Economic Modelling, Elsevier, vol. 36(C), pages 455-465.
  • Handle: RePEc:eee:ecmode:v:36:y:2014:i:c:p:455-465
    DOI: 10.1016/j.econmod.2013.08.043
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    1. MacKie-Mason, Jeffrey K, 1990. "Do Taxes Affect Corporate Financing Decisions?," Journal of Finance, American Finance Association, vol. 45(5), pages 1471-1493, December.
    2. 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.
    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. 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.
    5. Smith, Clifford Jr. & Watts, Ross L., 1992. "The investment opportunity set and corporate financing, dividend, and compensation policies," Journal of Financial Economics, Elsevier, vol. 32(3), pages 263-292, December.
    6. Gilson, Stuart C, 1997. "Transactions Costs and Capital Structure Choice: Evidence from Financially Distressed Firms," Journal of Finance, American Finance Association, vol. 52(1), pages 161-196, March.
    7. Chris Sakellariou, 2012. "Unconditional quantile regressions, wage growth and inequality in the Philippines, 2001--2006: the contribution of covariates," Applied Economics, Taylor & Francis Journals, vol. 44(29), pages 3815-3830, October.
    8. 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.
    9. 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.
    10. Kuan, Tsung-Han & Li, Chu-Shiu & Liu, Chwen-Chi, 2012. "Corporate governance and cash holdings: A quantile regression approach," International Review of Economics & Finance, Elsevier, vol. 24(C), pages 303-314.
    11. 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.
    12. Kayo, Eduardo K. & Kimura, Herbert, 2011. "Hierarchical determinants of capital structure," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 358-371, February.
    13. Andrew Benito & John Whitley, 2003. "Implicit interest rates and corporate balance sheets: an analysis using aggregate and disaggregated UK data," Bank of England working papers 193, Bank of England.
    14. Maria Psillaki & Nikolaos Daskalakis, 2009. "Are the determinants of capital structure country or firm specific?," Small Business Economics, Springer, vol. 33(3), pages 319-333, October.
    15. Eugene F. Fama, 2002. "Testing Trade-Off and Pecking Order Predictions About Dividends and Debt," Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 1-33, March.
    16. 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.
    17. 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.
    18. Joshua S. Bahng (d'Arc) & Hyeong-Chul Jeong, 2012. "Nonlinear Behaviors in Capital Structure Decisions in Australian Firms," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 15(03), pages 1-19.
    19. Heitor Almeida & Murillo Campello & Michael S. Weisbach, 2004. "The Cash Flow Sensitivity of Cash," Journal of Finance, American Finance Association, vol. 59(4), pages 1777-1804, August.
    20. 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.
    21. 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.
    22. Sibilkov, Valeriy, 2009. "Asset Liquidity and Capital Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(5), pages 1173-1196, October.
    23. Koutsomanoli-Filippaki, Anastasia I. & Mamatzakis, Emmanuel C., 2011. "Efficiency under quantile regression: What is the relationship with risk in the EU banking industry?," Review of Financial Economics, Elsevier, vol. 20(2), pages 84-95, May.
    24. Klaus Schaeck, 2008. "Bank Liability Structure, FDIC Loss, and Time to Failure: A Quantile Regression Approach," Journal of Financial Services Research, Springer;Western Finance Association, vol. 33(3), pages 163-179, June.
    25. Omer Brav, 2009. "Access to Capital, Capital Structure, and the Funding of the Firm," Journal of Finance, American Finance Association, vol. 64(1), pages 263-308, February.
    26. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2003. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, edition 1, volume 1, number 1.
    27. Zélia Serrasqueiro & Paulo Maçãs Nunes & João Leitão & Manuel Armada, 2010. "Are there non-linearities between SME growth and its determinants? A quantile approach," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(4), pages 1071-1108, August.
    28. Michaelas, Nicos & Chittenden, Francis & Poutziouris, Panikkos, 1999. "Financial Policy and Capital Structure Choice in U.K. SMEs: Empirical Evidence from Company Panel Data," Small Business Economics, Springer, vol. 12(2), pages 113-130, March.
    29. Gilbert W. Bassett Jr. & Hsiu-Lang Chen, 2001. "Portfolio style: Return-based attribution using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 293-305.
    30. 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.
    31. Chirinko, Robert S. & Singha, Anuja R., 2000. "Testing static tradeoff against pecking order models of capital structure: a critical comment," Journal of Financial Economics, Elsevier, vol. 58(3), pages 417-425, December.
    32. Titman, Sheridan & Wessels, Roberto, 1988. " The Determinants of Capital Structure Choice," Journal of Finance, American Finance Association, vol. 43(1), pages 1-19, March.
    33. 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.
    34. Mata, Jose & Machado, Jose A. F., 1996. "Firm start-up size: A conditional quantile approach," European Economic Review, Elsevier, vol. 40(6), pages 1305-1323, June.
    35. 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.
    36. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    37. Biddle, Gary C. & Bowen, Robert M. & Wallace, James S., 1997. "Does EVA(R) beat earnings? Evidence on associations with stock returns and firm values," Journal of Accounting and Economics, Elsevier, vol. 24(3), pages 301-336, December.
    38. Castanias, Richard, 1983. "Bankruptcy Risk and Optimal Capital Structure," Journal of Finance, American Finance Association, vol. 38(5), pages 1617-1635, December.
    39. José López-Gracia & Francisco Sogorb-Mira, 2008. "Testing trade-off and pecking order theories financing SMEs," Small Business Economics, Springer, vol. 31(2), pages 117-136, August.
    40. Myers, Stewart C., 2003. "Financing of corporations," 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 4, pages 215-253, Elsevier.
    41. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    42. Stewart C. Myers, 2001. "Capital Structure," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 81-102, Spring.
    43. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    44. 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(2), pages 247-263, June.
    45. Angel López-Nicolás & Jaume García & Pedro J. Hernández, 2001. "How wide is the gap? An investigation of gender wage differences using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 149-167.
    46. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2003. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, edition 1, volume 1, number 2.
    47. 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.
    48. 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.
    49. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
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    More about this item

    Keywords

    Quantile regressions; Capital structure; High-debt companies;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General

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