Financial Crisis and Leverage Determinants : A Juxtaposition of Pre and Post-Crisis Periods Using HLM
DOI:
https://doi.org/10.17010/ijf/2022/v16i6/169924Keywords:
Capital Structure
, Determinants, Pre-Crisis, Post-Crisis, India.JEL Classification Codes
, G3, G32, G320.Paper Submission Date
, August 10, 2021, Paper sent back for Revision, November 20, 2022, Paper Acceptance Date, April 5, Paper Published Online, June 15, 2022.Abstract
The present study examined the direct and indirect influences of firm-level and industry-level determinants on capital structure for all BSE-listed firms in India. The study analyzed financial data from 2000 – 2019 and employed the hierarchical linear modeling technique of regression as firms are a subset of industries. The output demonstrated that a few capital structure determinants either did not have any impact or had the same effect in both pre and post-crisis periods. However, a few determinants such as short-term liquidity, firm profitability, and Z - score had a conflicting impact on leverage in the two time periods. Determinants such as median industry tangibility, median industry leverage, industry munificence, industry liquidity, and industry dynamism had a significant impact in one period and an insignificant impact in another period. This showed that the direct effect of capital structure determinants changed when equity market and credit supply conditions varied. We showed that industry-level factors moderated the relationship between leverage and firm-level factors. Further, it was exhibited how economic conditions affected not just the direct influences of firm and industry level factors but also the indirect influences of industry-level factors. The results of the present study highlighted the complexity of corporate leverage decisions by exhibiting how changes in economic conditions and industry characteristics led to changes in leverage levels.Downloads
Downloads
Published
How to Cite
Issue
Section
References
Agyei-Boapeah, H. (2015). Cross-border acquisitions and financial leverage of UK acquirers. Accounting Forum, 39(2), 97–108. https://doi.org/10.1016/j.accfor.2015.03.002
Ahsan, T., Wang, M., & Qureshi, M. A. (2016). Firm, industry, and country level determinants of capital structure: Evidence from Pakistan. South Asian Journal of Global Business Research, 5(3), 362–384. https://doi.org/10.1108/sajgbr-05-2015-0036
Akbar, S., Rehman, S., & Ormrod, P. (2013). The impact of recent financial shocks on the financing and investment policies of UK private firms. International Review of Financial Analysis, 26, 59–70. https://doi.org/10.1016/j.irfa.2012.05.004
Al - Najjar, B., & Taylor, P. (2008). The relationship between capital structure and ownership structure : New evidence from Jordanian panel data. Managerial Finance, 34(12), 919–933. https://doi.org/10.1108/03074350810915851
Alves, P., & Francisco, P. (2015). The impact of institutional environment on the capital structure of firms during recent financial crises. The Quarterly Review of Economics and Finance, 57, 129–146. https://doi.org/10.1016/j.qref.2014.12.001
Bliese, P. D. (2004). Multilevel modelling in R: A brief introduction to R, the multilevel package, and the NLME package. Walter Reed Army Institute of Research.
Boyd, B. K. (1995). CEO duality and firm performance : A contingency model. Strategic Management Journal, 16(4), 301–312. https://doi.org/10.1002/smj.4250160404
Braun, M., & Larrain, B. (2005). Finance and the business cycle: International, inter-industry evidence. The Journal of Finance, 60(3), 1097–1128. https://doi.org/10.1111/j.1540-6261.2005.00757.x
Campello, M., Graham, J. R., & Harvey, C. R. (2010). The real effects of financial constraints: Evidence from a financial crisis. Journal of Financial Economics, 97(3), 470–487. https://doi.org/10.1016/j.jfineco.2010.02.009
Chakraborty, I. (2010). Capital structure in an emerging stock market : The case of India. Research in International Business and Finance, 24(3), 295–314. https://doi.org/10.1016/j.ribaf.2010.02.001
Chakraborty, I. (2013). Does capital structure depend on group affiliation? An analysis of Indian firms. Journal of Policy Modeling, 35(1), 110 –120. https://doi.org/10.1016/j.jpolmod.2012.02.006
Chari, V. V., Christiano, L. J., & Kehoe, P. J. (2008). Facts and myths about the financial crisis of 2008. Federal Reserve Bank of Minneapolis Working Paper, 666. https://doi.org/10.21034/wp.666
Claessens, S., Djankov, S., & Xu, L. C. (2000). Corporate performance in the East Asian financial crisis. The World Bank Research Observer, 15(1), 23–46. https://doi.org/10.1093/wbro/15.1.23
D'Amato, A. (2019). Capital structure, debt maturity, and financial crisis: Empirical evidence from SMEs. Small Business Economics, 55, 919–941. https://doi.org/10.1007/s11187-019-00165-6
De, A., & Banerjee, A. (2017). Capital structure and its determinants during the pre and post period of recession: Pecking order vs. trade-off theory. Indian Journal of Finance, 11(1), 44–58. https://doi.org/10.17010/ijf/2017/v11i1/108961
Demirgüç-Kunt, A., Peria, M. S. M., & Tressel, T. (2020). The global financial crisis and the capital structure of firms: Was the impact more severe among SMEs and non-listed firms? Journal of Corporate Finance, 60, Article 101514. https://doi.org/10.1016/j.jcorpfin.2019.101514
Dimitropoulos, P. E., & Koronios, K. (2021). Capital structure determinants of Greek hotels: The impact of the Greek debt crisis. In, V. Katsoni & Van Zyl (eds.), Culture and tourism in a smart, globalized, and sustainable world (pp. 387–402). Springer. https://doi.org/10.1007/978-3-030-72469-6_26
Doorasamy, M. (2016). Using DuPont analysis to assess the financial performance of the top 3 JSE listed companies in the food industry. Investment Management and Financial Innovations, 13(2), 29–44. https://dx.doi.org/10.21511/imfi.13(2).2016.04
Fama, E. F., & French, K. R. (2002). Testing trade-off and pecking order predictions about dividends and debt. The Review of Financial Studies, 15(1), 1–33. https://doi.org/10.1093/rfs/15.1.1
Fosberg, R. H. (2012). Capital structure and the financial crisis. Journal of Finance and Accountancy, 11(October), 1–10. http://www.aabri.com/jfa.html
Frank, M. Z., & Goyal, V. K. (2009). Capital structure decisions: Which factors are reliably important? Financial Management, 38(1), 1–37. https://doi.org/10.1111/j.1755-053X.2009.01026.x
Fraser, D. R., Zhang, H., & Derashid, C. (2006). Capital structure and political patronage: The case of Malaysia. Journal of Banking & Finance, 30(4), 1291–1308. https://doi.org/10.1016/j.jbankfin.2005.05.008
González, V. M. (2015). The financial crisis and corporate debt maturity: The role of banking structure. Journal of Corporate Finance, 35, 310–328. https://doi.org/10.1016/j.jcorpfin.2015.10.002
Hanousek, J., & Shamshur, A. (2011). A stubborn persistence: Is the stability of leverage ratios determined by the stability of the economy? Journal of Corporate Finance, 17(5), 1360–1376. https://doi.org/10.1016/j.jcorpfin.2011.07.004
Harris, M., & Raviv, A. (1991). The theory of capital structure. The Journal of Finance, 46(1), 297–355. https://doi.org/10.1111/j.1540-6261.1991.tb03753.x
Igbinosa, S. (2015). Another look at capital structure and corporate performance in emerging markets: The case of Nigeria. Asian Journal of Business Management, 7(1), 1–12. http://dx.doi.org/10.19026/ajbm.7.5163
Ivashina, V., & Scharfstein, D. (2010). Bank lending during the financial crisis of 2008. Journal of Financial Economics, 97(3), 319 – 338. https://doi.org/10.1016/j.jfineco.2009.12.001
Jagannathan, U. K., & Suresh, N. (2017). The nature and determinants of capital structure in Indian service firms. Indian Journal of Finance, 11(11), 30–43. https://doi.org/10.17010/ijf/2017/v11i11/119340
Jensen, M. C. (1986). Agency costs of free cash flow, corporate finance, and takeovers. https://dx.doi.org/10.2139/ssrn.99580
Joshi, H. (2021). Cash holdings or Net Debt: What matters for firm's financial policies? Evidence from India. Indian Journal of Finance, 15(2), 8–21. http://dx.doi.org/10.17010/ijf/2021/v15i2/157637
Judge, A., & Korzhenitskaya, A. (2012). Credit market conditions and the impact of access to the public debt market on corporate leverage. International Review of Financial Analysis, 25, 28–63. http://dx.doi.org/10.1016/j.irfa.2012.09.003
Kahle, K. M., & Stulz, R. M. (2013). Access to capital, investment, and the financial crisis. Journal of Financial Economics, 110(2), 280–299. http://dx.doi.org/10.1016/j.jfineco.2013.02.014
Kashyap, A., Rajan, R., & Stein, J. (2008, November). The global roots of the current financial crisis and its implications for regulation. In, Fifth ECB Central Banking Conference, Frankfurt am Main. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.422.6796&rep=rep1&type=pdf
Kayo, E. K, & Kimura, H. (2011). Hierarchical determinants of capital structure. Journal of Banking & Finance, 35(2), 358 – 371. https://doi.org/10.1016/j.jbankfin.2010.08.015
Kieschnick, R., & Moussawi, R. (2018). Firm age, corporate governance, and capital structure choices. Journal of Corporate Finance, 48, 597–614. https://doi.org/10.1016/j.jcorpfin.2017.12.011
Lemmon, M. L., Roberts, M. R., & Zender, J. F. (2008). Back to the beginning: Persistence and the cross-section of corporate capital structure. The Journal of Finance, 63(4), 1575 –1608. https://doi.org/10.1111/j.1540-6261.2008.01369.x
Li, K., Yue, H., & Zhao, L. (2009). Ownership, institutions, and capital structure: Evidence from China. Journal of Comparative Economics, 37(3), 471–490. https://doi.org/10.1016/j.jce.2009.07.001
Mimouni, K., Temimi, A., Goaied, M., & Zeitun, R. (2019). The impact of liquidity on debt maturity after a financial crisis: Evidence from the Gulf Cooperation Council region. Emerging markets Finance and Trade, 55(1), 181–200. https://doi.org/10.1080/1540496X.2018.1425835
Mishkin, F. S. (1999). Lessons from the Asian crisis. Journal of International Money and Finance, 18(4), 709 – 723. https://doi.org/10.1016/S0261-5606(99)00020-0
Mohan, R. (2008, October 9). Global financial crisis and key risks: Impact on India and Asia. RBI Bulletin. https://rbidocs.rbi.org.in/rdocs/Speeches/PDFs/87784.pdf
Mokhova, N., & Zinecker, M. (2014). Macroeconomic factors and corporate capital structure. Procedia-Social and Behavioral Sciences, 110, 530–540. https://doi.org/10.1016/j.sbspro.2013.12.897
Morellec, E., & Zhdanov, A. (2008). Financing and takeovers. Journal of Financial Economics, 87(3), 556 – 581. https://doi.org/10.1016/j.jfineco.2007.01.006
Myers, S. C. (1977). Determinants of corporate borrowing. Journal of Financial Economics, 5(2), 147–175. https://doi.org/10.1016/0304-405X(77)90015-0
Myers, S. C. (1984). The capital structure puzzle. The Journal of Finance, 39(3), 574–592. https://doi.org/10.1111/j.1540-6261.1984.tb03646.x
Pandey, I. M. (2004). Capital structure, profitability and market structure: Evidence from Malaysia. Asia Pacific Journal of Economics & Business, 8(2), 78 – 91.
Pfaffermayr, M., Stöckl, M., & Winner, H. (2013). Capital structure, corporate taxation and firm age. Fiscal Studies, 34(1), 109 – 135. https://doi.org/10.1111/j.1475-5890.2013.00179.x
Santhosh Kumar, S., & Bindu, C. (2018). Determinants of capital structure: An exclusive study of passenger car companies in India. Indian Journal of Finance, 12(5), 43–53. https://doi.org/10.17010/ijf/2018/v12i5/123695
Sibilkov, V. (2009). Asset liquidity and capital structure. Journal of Financial and Quantitative Analysis, 44(5), 1173 –1196. https://doi.org/10.1017/S0022109009990354
Subbarao, D. (2009, February 18). Impact of the global financial crisis on India: Collateral damage and response. In, Speech delivered at the Symposium on the Global Economic Crisis and Challenges for the Asian Economy in a Changing World. Organized by the Institute for International Monetary Affairs, Tokyo, on February 18, 2009
Thakor, A. (2015). Lending booms, smart bankers, and financial crises. American Economic Review, 105(5), 305 – 309. https://doi.org/10.1257/aer.p20151090
Trinh, T. H., & Phuong, N. T. (2016). Effects of financial crisis on capital structure of listed firms in Vietnam. International Journal of Financial Research, 7(1), 66–74. https://doi.org/10.5430/ijfr.v7n1p66
Tripathy, N., & Asija, A. (2017). The impact of financial crisis on the determinants of capital structure of listed firms in India. Journal of International Business and Economy, 18(1), 101–121. https://doi.org/10.51240/jibe.2017.1.5
Udomsirikul, P., Jumreornvong, S., & Jiraporn, P. (2011). Liquidity and capital structure: The case of Thailand. Journal of Multinational Financial Management, 21(2), 106–117. https://doi.org/10.1016/j.mulfin.2010.12.008
Vijayalakshmi, D., & Manoharan, P. (2014). Corporate leverage and its impact on profitability and shareholder value creation in the Indian textile sector. Indian Journal of Finance, 8(12), 21–33. https://doi.org/10.17010/ijf/2014/v8i12/71689
Wagenvoort, M. L. (2016). The firm specific determinants of capital structure and the influence of the financial crisis: Evidence from Dutch firms (Bachelor's thesis), University of Twente. https://essay.utwente.nl/71326/
Wu, X., & Yeung, C. K. (2012). Firm growth type and capital structure persistence. Journal of Banking & Finance, 36(12), 3427 – 3443. http://dx.doi.org/10.1016/j.jbankfin.2012.08.008
Zeitun, R., Temimi, A., & Mimouni, K. (2017). Do financial crises alter the dynamics of corporate capital structure? Evidence from GCC countries. The Quarterly Review of Economics and Finance, 63, 21–33. https://doi.org/10.1016/j.qref.2016.05.004