Prague Economic Papers 2019, 28(5):499-515 | DOI: 10.18267/j.pep.700

Relative Importance of Country and Firm-specific Determinants of Capital Structure: A Multilevel Approach

Rumeysa Bilgin
Rumeysa Bilgin, Istanbul Sabahattin Zaim University, Turkey

This paper evaluates the relative importance of country and firm-specific determinants of capital structure using a multilevel modelling approach. Annual data for 18,201 public and non-financial firms from 66 countries are analysed for the period 2000-2016. Variance decomposition analysis is employed in order to assess the relative importance of country and firm levels. Additionally, random intercept and random coefficient models are used to analyse direct and indirect effects of capital structure determinants. Our results showed that country and firm levels explain approximately 10% and 60% of the total variability in capital structures, respectively. This shows that managers assign a higher importance to the firm-level factors when making capital structure decisions. Also country-level variables affect leverage choices to a lower extent.

Keywords: determinants of capital structure, multilevel mixed model, panel data

Received: October 2, 2017; Accepted: April 30, 2018; Prepublished online: September 24, 2019; Published: November 1, 2019  Show citation

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Bilgin, R. (2019). Relative Importance of Country and Firm-specific Determinants of Capital Structure: A Multilevel Approach. Prague Economic Papers, 28(5), 499-515. doi: 10.18267/j.pep.700
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    References

    1. Alves, P. F. P., Ferreira, M. A. (2011). Capital Structure and Law around the World. Journal of Multinational Financial Management, 21(3), 119-150, http://doi.org/10.1016/j.mulfin.2011.02.001 Go to original source...
    2. Antoniou, A., Guney, Y., Paudyal, K. (2008). The Determinants of Capital Structure: Capital Market-oriented Versus Bank-oriented Institutions. Journal of Financial and Quantitative Analysis, 43(01), 59-92, http://doi.org/10.1017/S0022109000002751 Go to original source...
    3. Bancel, F., Mittoo, U. R. (2004). Cross-country Determinants of Capital Structure Choice: a Survey of European Firms. Financial Management, 33(4), 103-132.
    4. Belkhir, M., Maghyereh, A., Awartani, B. (2016). Institutions and Corporate Capital Structure in the MENA Region. Emerging Markets Review, 26, 99-129, http://doi.org/10.1016/j.ememar.2016.01.001 Go to original source...
    5. Booth, L., Aivazian, V., Demirguc-Kunt, A., Maksimovic, V. (2001), Capital Structures in Developing Countries. The Journal of Finance, 56(1), 87-130, http://doi.org/10.1111/0022-1082.00320 Go to original source...
    6. Bryan, M. L., Jenkins, S. P. (2016). Multilevel Modelling of Country Effects: A Cautionary Tale. European Sociological Review, 32(1), 3-22, https://doi.org/10.1093/esr/jcv059 Go to original source...
    7. Cheng, S. R., Shiu, C. Y. (2007). Investor Protection and Capital Structure: International Evidence. Journal of Multinational Financial Management, 17(1), 30-44, http://doi.org/10.1016/j.mulfin.2006.03.002 Go to original source...
    8. De Jong, A., Kabir, R., Nguyen, T. T. (2008). Capital Structure around the World: The Roles of Firm-and Country-specific Determinants. Journal of Banking and Finance, 32(9), 1954-1969, http://doi.org/10.1016/j.jbankfin.2007.12.034 Go to original source...
    9. Djankov, S., McLiesh, C., Shleifer, A. (2007). Private Credit in 129 Countries. Journal of Financial Economics, 84(2), 299-329, http://doi.org/10.1016/j.jfineco.2006.03.004 Go to original source...
    10. Fan, J. P., Titman, S., Twite, G. (2012). An International Comparison of Capital Structure and Debt Maturity Choices. Journal of Financial and Quantitative Analysis, 47(01), 23-56, http://doi.org/10.1017/S0022109011000597 Go to original source...
    11. Frank, M. Z., Goyal, V. K. (2009). Capital Structure Decisions: Which Factors are Reliably Important? Financial Management, 38(1), 1-37, http://doi.org/10.1111/j.1755-053X.2009.01026.x Go to original source...
    12. Giannetti, M. (2003). Do Better Institutions Mitigate Agency Problems? Evidence from Corporate Finance Choices. Journal of Financial and Quantitative Analysis, 38(1), 185-212, http://doi.org/10.2307/4126769 Go to original source...
    13. Goldstein, H. (2011). Multilevel Statistical Models. USA: John Wiley and Sons. ISBN 9780470748657. Go to original source...
    14. Hox, J. J., Moerbeek, M., van de Schoot, R. (2010). Multilevel Analysis: Techniques and Applications. Abingdon-on-Thames: Routledge. ISBN 978-1848728462. Go to original source...
    15. Kayo, E. K., Kimura, H. (2011). Hierarchical Determinants of Capital Structure. Journal of Banking and Finance, 35(2), 358-371, http://doi.org/10.1016/j.jbankfin.2010.08.015 Go to original source...
    16. La Porta, R., Lopez-de-Silanes, F., Shleifer, A., Vishny, R. W. (1998). Law and Finance. Journal of Political Economy, 106(6), 1113-1155, http://doi.org/10.1086/250042 Go to original source...
    17. Maas, C. J., Hox, J. J. (2004). The Influence of Violations of Assumptions on Multilevel Parameter Estimates and Their Standard Errors. Computational Statistics and Data Analysis, 46(3), 427-440, http://doi.org/10.1016/j.csda.2003.08.006 Go to original source...
    18. Maas, C. J., Hox, J. J. (2005). Sufficient Sample Sizes for Multilevel Modeling. Methodology: European Journal of Research Methods for the Behavioral and Social Sciences, 1(3), 86-92, https://doi.org/10.1027/1614-2241.1.3.86 Go to original source...
    19. Myers, S. C., Majluf, N. S. (1984). Corporate Financing and Investment Decisions When Firms Have Information That Investors Do Not Have. Journal of Financial Economics, 13(2), 187-221, http://doi.org/10.1016/0304-405X(84)90023-0 Go to original source...
    20. Öztekin, Ö. (2015). Capital Structure Decisions around the World: Which Factors are Reliably Important? Journal of Financial and Quantitative Analysis, 50(03), 301-323, http://doi.org/10.1017/S0022109014000660 Go to original source...
    21. Rajan, R. G., Zingales, L. (1995). What Do We Know About Capital Structure? Some Evidence from International Data. The Journal of Finance, 50(5), 1421-1460, http://doi.org/10.1111/j.1540-6261.1995.tb05184.x Go to original source...
    22. Raudenbush, S. W., Bryk, A. S. (2002). Hierarchical Linear Models: Applications and Data Analysis Methods (Vol. 1). Sage.
    23. Snijders, T. A. B., Bosker, R. J. (1999). Multilevel Analysis. An Introduction to Basic and Advanced Multilevel Modeling. London: Sage.
    24. Spamann, H. (2010). Legal Origin, Civil Procedure, and the Quality of Contract Enforcement. Journal of Institutional and Theoretical Economics, 166(1), 149-165, http://doi.org/10.1628/093245610790711591 Go to original source...
    25. Swamy, P. A. (1970). Efficient Inference in a Random Coefficient Regression Model. Econometrica: Journal of Econometric Society, 38(2), 311-323, https://doi.org/10.2307/1913012 Go to original source...
    26. Titman, S., Wessels, R. (1988). The Determinants of Capital Structure Choice. The Journal of Finance, 43(1), 1-19, https://doi.org/10.1111/j.1540-6261.1988.tb02585.x Go to original source...
    27. Utrero-González, N. (2007). Banking Regulation, Institutional Framework and Capital Structure: International Evidence from Sector Data. The Quarterly Review of Economics and Finance, 47(4), 481-506, http://doi.org/10.1016/j.qref.2006.02.006 Go to original source...
    28. Venanzi, D. (2017). How Country Affects the Capital Structure Choice: Literature Review and Criticism. International Journal of Economics and Finance, 9(4), 1, http://doi.org/10.5539/ijef.v9n4p1 Go to original source...
    29. Venanzi, D., Naccarato, A., Abbate, G. (2014). Does the Country Effect Matter in the Capital Structure Decisions of European Firms? A previous version of this paper was presented to the EFMA 2014 Annual Meeting, http://doi.org/10.2139/ssrn.2616597 Go to original source...
    30. Welch, I. (2011). Two Common Problems in Capital Structure Research: The Financial-debt-to-asset Ratio and Issuing Activity versus Leverage Changes. International Review of Finance, 11(1), 1-17, https://doi.org/10.1111/j.1468-2443.2010.01125.x Go to original source...
    31. West, B. T., Welch, K. B., Galecki, A. T. (2014). Linear Mixed Models: A Practical Guide Using Statistical Software. London: CRC Press. ISBN 978-1-584-88480-4. Go to original source...
    32. Woltman, H., Feldstain, A., MacKay, J. C., Rocchi, M. (2012). An Introduction to Hierarchical Linear Modeling. Tutorial of Quantitative Methods in Psychology, 8(1), 52-69, http://doi.org/10.20982/tqmp.08.1.p052 Go to original source...

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