IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v35y2011i2p358-371.html
   My bibliography  Save this article

Hierarchical determinants of capital structure

Author

Listed:
  • Kayo, Eduardo K.
  • Kimura, Herbert

Abstract

We analyze the influence of time-, firm-, industry- and country-level determinants of capital structure. First, we apply hierarchical linear modeling in order to assess the relative importance of those levels. We find that time and firm levels explain 78% of firm leverage. Second, we include random intercepts and random coefficients in order to analyze the direct and indirect influences of firm/industry/country characteristics on firm leverage. We document several important indirect influences of variables at industry and country-levels on firm determinants of leverage, as well as several structural differences in the financial behavior between firms of developed and emerging countries.

Suggested Citation

  • Kayo, Eduardo K. & Kimura, Herbert, 2011. "Hierarchical determinants of capital structure," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 358-371, February.
    • Handle: RePEc:eee:jbfina:v:35:y:2011:i:2:p:358-371
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378-4266(10)00324-9
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Heitor Almeida & Murillo Campello, 2006. "Financial Constraints, Asset Tangibility, and Corporate Investment," NBER Working Papers 12087, National Bureau of Economic Research, Inc.
    2. Ivo Welch, 2004. "Capital Structure and Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 106-131, February.
    3. 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.
    4. de Jong, Abe & Veld, Chris, 2001. "An empirical analysis of incremental capital structure decisions under managerial entrenchment," Journal of Banking & Finance, Elsevier, vol. 25(10), pages 1857-1895, October.
    5. Roy L. Simerly & Mingfang Li, 2000. "Environmental dynamism, capital structure and performance: a theoretical integration and an empirical test," Strategic Management Journal, Wiley Blackwell, vol. 21(1), pages 31-49, January.
    6. Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
    7. Sattar A Mansi & David M Reeb, 2002. "Corporate International Activity and Debt Financing," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 33(1), pages 129-147, March.
    8. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    9. 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.
    10. 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.
    11. Leary, Mark T. & Roberts, Michael R., 2010. "The pecking order, debt capacity, and information asymmetry," Journal of Financial Economics, Elsevier, vol. 95(3), pages 332-355, March.
    12. Franck Bancel & Usha R. Mittoo, 2004. "Cross-Country Determinants of Capital Structure Choice: A Survey of European Firms," Financial Management, Financial Management Association, vol. 33(4), Winter.
    13. Zwiebel, Jeffrey, 1996. "Dynamic Capital Structure under Managerial Entrenchment," American Economic Review, American Economic Association, vol. 86(5), pages 1197-1215, December.
    14. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    15. Todd A Burgman, 1996. "An Empirical Examination of Multinational Corporate Capital Structure," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 27(3), pages 553-570, September.
    16. Demirguc-Kunt, Ash & Maksimovic, Vojislav, 1996. "Stock Market Development and Financing Choices of Firms," The World Bank Economic Review, World Bank, vol. 10(2), pages 341-369, May.
    17. Charles J P Chen & C S Agnes Cheng & Jia He & Jawon kim, 1997. "An Investigation of the Relationship between International Activities and Capital Structure," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 28(3), pages 563-577, September.
    18. 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.
    19. Wu, Liansheng & Yue, Heng, 2009. "Corporate tax, capital structure, and the accessibility of bank loans: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 33(1), pages 30-38, January.
    20. Kwang Chul Lee & Chuck C Y Kwok, 1988. "Multinational Corporations vs. Domestic Corporations: International Environmental Factors and Determinants of Capital Structure," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(2), pages 195-217, June.
    21. Jianjun Miao, 2005. "Optimal Capital Structure and Industry Dynamics," Journal of Finance, American Finance Association, vol. 60(6), pages 2621-2659, December.
    22. 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.
    23. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    24. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    25. 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.
    26. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    27. Beck, Thorsten & Demirgüç-Kunt, Asli & Maksimovic, Vojislav, 2008. "Financing patterns around the world: Are small firms different?," Journal of Financial Economics, Elsevier, vol. 89(3), pages 467-487, September.
    28. 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.
    29. Peter MacKay & Gordon M. Phillips, 2005. "How Does Industry Affect Firm Financial Structure?," Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1433-1466.
    30. 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.
    31. Lynnette D Purda, 2008. "Risk perception and the financial system," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 39(7), pages 1178-1196, October.
    32. MacKie-Mason, Jeffrey K, 1990. "Do Taxes Affect Corporate Financing Decisions?," Journal of Finance, American Finance Association, vol. 45(5), pages 1471-1493, December.
    33. 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.
    34. 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.
    35. 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.
    36. Rahim Bah & Pascal Dumontier, 2001. "R&D Intensity and Corporate Financial Policy: Some International Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(5‐6), pages 671-692, June.
    37. Clayton, Matthew J., 2009. "Debt, investment, and product market competition: A note on the limited liability effect," Journal of Banking & Finance, Elsevier, vol. 33(4), pages 694-700, April.
    38. Ferri, Michael G & Jones, Wesley H, 1979. "Determinants of Financial Structure: A New Methodological Approach," Journal of Finance, American Finance Association, vol. 34(3), pages 631-644, June.
    39. Autore, Don M. & Kovacs, Tunde, 2010. "Equity issues and temporal variation in information asymmetry," Journal of Banking & Finance, Elsevier, vol. 34(1), pages 12-23, January.
    40. 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.
    41. 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.
    42. D'Mello, Ranjan & Miranda, Mercedes, 2010. "Long-term debt and overinvestment agency problem," Journal of Banking & Finance, Elsevier, vol. 34(2), pages 324-335, February.
    43. Rahim Bah & Pascal Dumontier, 2001. "R&D Intensity and Corporate Financial Policy: Some International Evidence," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(5-6), pages 671-692.
    44. 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.
    45. 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.
    46. Michael J. Barclay & Erwan Morellec, 2006. "On the Debt Capacity of Growth Options," The Journal of Business, University of Chicago Press, vol. 79(1), pages 37-60, January.
    47. Titman, Sheridan & Wessels, Roberto, 1988. " The Determinants of Capital Structure Choice," Journal of Finance, American Finance Association, vol. 43(1), pages 1-19, March.
    48. 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.
    49. William S Sekely & J Markham Collins, 1988. "Cultural Influences on International Capital Structure," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(1), pages 87-100, March.
    50. Mihir A. Desai & C. Fritz Foley & James R. Hines, 2004. "A Multinational Perspective on Capital Structure Choice and Internal Capital Markets," Journal of Finance, American Finance Association, vol. 59(6), pages 2451-2487, December.
    51. Brian K. Boyd, 1995. "CEO duality and firm performance: A contingency model," Strategic Management Journal, Wiley Blackwell, vol. 16(4), pages 301-312.
    52. Villalonga, Belen, 2004. "Intangible resources, Tobin's q, and sustainability of performance differences," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 205-230, June.
    53. Margaritis, Dimitris & Psillaki, Maria, 2010. "Capital structure, equity ownership and firm performance," Journal of Banking & Finance, Elsevier, vol. 34(3), pages 621-632, March.
    54. Srinivasan Balakrishnan & Isaac Fox, 1993. "Abstract," Strategic Management Journal, Wiley Blackwell, vol. 14(1), pages 3-16, January.
    55. Andy C W Chui & Alison E Lloyd & Chuck C Y Kwok, 2002. "The Determination of Capital Structure: Is National Culture a Missing Piece to the Puzzle?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 33(1), pages 99-127, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mai, Nhat Chi, 2012. "Market timing, taxes and capital structure: evidence from Vietnam," OSF Preprints t3mvs, Center for Open Science.
    2. Mário Santos & António Moreira & Elisabete Vieira, 2014. "Ownership concentration, contestability, family firms, and capital structure," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 18(4), pages 1063-1107, November.
    3. Antonczyk, Ron Christian & Salzmann, Astrid Juliane, 2014. "Overconfidence and optimism: The effect of national culture on capital structure," Research in International Business and Finance, Elsevier, vol. 31(C), pages 132-151.
    4. 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.
    5. 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.
    6. Giorgio Canarella & Stephen M. Miller, 2019. "Determinants of Optimal Capital Structure and Speed of Adjustment: Evidence from the U.S. ICT Sector," Working papers 2019-06, University of Connecticut, Department of Economics.
    7. 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.
    8. Mohamed, Hisham Hanifa & Masih, Mansur & Bacha, Obiyathulla I., 2015. "Why do issuers issue Sukuk or conventional bond? Evidence from Malaysian listed firms using partial adjustment models," Pacific-Basin Finance Journal, Elsevier, vol. 34(C), pages 233-252.
    9. Joliet, Robert & Muller, Aline, 2013. "Capital structure effects of international expansion," Journal of Multinational Financial Management, Elsevier, vol. 23(5), pages 375-393.
    10. Aamer Shahzad & Muhammad Azeem & Mian Sajid Nazir & Xuan Vinh Vo & Nguyen T. M. Linh, 2021. "The determinants of capital structure: Evidence from SAARC countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 6471-6487, October.
    11. Belkhir, Mohamed & Maghyereh, Aktham & Awartani, Basel, 2016. "Institutions and corporate capital structure in the MENA region," Emerging Markets Review, Elsevier, vol. 26(C), pages 99-129.
    12. Feld, Lars P. & Heckemeyer, Jost H. & Overesch, Michael, 2013. "Capital structure choice and company taxation: A meta-study," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2850-2866.
    13. Shoaib Ali & Attiya Yasmin Javid, 2015. "Relationship between Credit Rating, Capital Structure and Earning Management Behaviour: Evidence from Pakistani Listed Firms," PIDE-Working Papers 2015:121, Pakistan Institute of Development Economics.
    14. Bontempi, Maria Elena & Bottazzi, Laura & Golinelli, Roberto, 2020. "A multilevel index of heterogeneous short-term and long-term debt dynamics," Journal of Corporate Finance, Elsevier, vol. 64(C).
    15. Cai, Jie & Zhang, Zhe, 2011. "Leverage change, debt overhang, and stock prices," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 391-402, June.
    16. San Martín, Pablo & Saona, Paolo, 2017. "Capital structure in the Chilean corporate sector: Revisiting the stylized facts," Research in International Business and Finance, Elsevier, vol. 40(C), pages 163-174.
    17. 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.
    18. Li, Larry & Islam, Silvia Z., 2019. "Firm and industry specific determinants of capital structure: Evidence from the Australian market," International Review of Economics & Finance, Elsevier, vol. 59(C), pages 425-437.
    19. Muradoğlu, Yaz Gülnur & Onay, Ceylan & Phylaktis, Kate, 2014. "European integration and corporate financing," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 138-157.
    20. Rana El Bahsh & Ali Alattar & Aziz N. Yusuf, 2018. "Firm, Industry and Country Level Determinants of Capital Structure: Evidence from Jordan," International Journal of Economics and Financial Issues, Econjournals, vol. 8(2), pages 175-190.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbfina:v:35:y:2011:i:2:p:358-371. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.