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Technology firms and capital structure adjustment: Application of two-step system generalised method of moments

Author

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  • Gopane, Thabo J.

    (University of Johannesburg, South Africa)

  • Gandanhamo, Tanyaradzwa

    (University of Johannesburg, South Africa)

  • Mabejane, John-Baptiste

    (University of Johannesburg, South Africa)

Abstract

The study asks whether technology firms adjust their capital structures towards predetermined targets, and if so, at what speed? Also, is there an intra-industry leverage-level effect? The study empirically evaluates the listed technology firms in South Africa’s Johannesburg Stock Exchange (JSE). Methodologically, a generalised method of moments (GMM) is employed on 34 firms over 21 years (1999–2019), resulting in a sample size of 714 observations. The results show that technology firms adjust their debt-equity ratios towards target levels with speed above other industries at 45 to 57%. A comparison with prior research shows that this adjustment pace is consistent with the experience of technology firms in Asian emerging markets but differs markedly from that of developed economies. These results support the literature observation that technology is characterised differently in less developed economies, yet research on technology firms’ capital structure dynamics is scant. The results of this study should enlighten industrialists, investors, and policymakers involved with technology industries. Intuitively, the partial capital adjustment process should play an essential role in project financing decisions. Maintaining optimal capital adjustment speeds should lead to better industrial activity like maximised innovation and technology diffusion.

Suggested Citation

  • Gopane, Thabo J. & Gandanhamo, Tanyaradzwa & Mabejane, John-Baptiste, 2023. "Technology firms and capital structure adjustment: Application of two-step system generalised method of moments," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 70, pages 34-54.
    • Handle: RePEc:ris:apltrx:0469
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    as
    1. 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.
    2. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    3. Bronwyn H. Hall, 2010. "The Financing of Innovative Firms," Review of Economics and Institutions, Università di Perugia, vol. 1(1).
    4. 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.
    5. 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.
    6. 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.
    7. Ivo Welch, 2004. "Capital Structure and Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 106-131, February.
    8. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    9. Timothy F. Bresnahan & Shane Greenstein, 1999. "Technological Competition and the Structure of the Computer Industry," Journal of Industrial Economics, Wiley Blackwell, vol. 47(1), pages 1-40, March.
    10. 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.
    11. 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.
    12. 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.
    13. Öztekin, Özde & Flannery, Mark J., 2012. "Institutional determinants of capital structure adjustment speeds," Journal of Financial Economics, Elsevier, vol. 103(1), pages 88-112.
    14. Taggart, Robert A, Jr, 1977. "A Model of Corporate Financing Decisions," Journal of Finance, American Finance Association, vol. 32(5), pages 1467-1484, December.
    15. Ngozi Adeleye & Evans Osabuohien & Ebenezer Bowale, 2017. "The Role of Institutions in the Finance-Inequality Nexus in Sub-Saharan Africa," Journal of Contextual Economics (JCE) – Schmollers Jahrbuch, Duncker & Humblot, Berlin, vol. 137(1-2), pages 173-192.
    16. Kane, Alex & Marcus, Alan J & McDonald, Robert L, 1984. "How Big Is the Tax Advantage to Debt?," Journal of Finance, American Finance Association, vol. 39(3), pages 841-853, July.
    17. Idrees Liaqat & Muhammad Asif Khan & József Popp & Judit Oláh, 2021. "Industry, Firm, and Country Level Dynamics of Capital Structure: A Case of Pakistani Firms," JRFM, MDPI, vol. 14(9), pages 1-17, September.
    18. 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.
    19. Walter Novaes, 2003. "Capital Structure Choice When Managers Are in Control: Entrenchment versus Efficiency," The Journal of Business, University of Chicago Press, vol. 76(1), pages 49-82, January.
    20. Fuentelsaz, Lucio & Gomez, Jaime & Polo, Yolanda, 2003. "Intrafirm diffusion of new technologies: an empirical application," Research Policy, Elsevier, vol. 32(4), pages 533-551, April.
    21. Kiviet, Jan F., 2020. "Microeconometric dynamic panel data methods: Model specification and selection issues," Econometrics and Statistics, Elsevier, vol. 13(C), pages 16-45.
    22. Philippe Aghion & Stephen Bond & Alexander Klemm & Ioana Marinescu, 2004. "Technology and Financial Structure: Are Innovative Firms Different?," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 277-288, 04/05.
    23. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1‐2), pages 175-198, January.
    24. Maria Kokoreva & Anastasia Stepanova & Kirill Povk, 2017. "Could High-Tech Companies Learn from Others While Choosing Capital Structure?," HSE Working papers WP BRP 62/FE/2017, National Research University Higher School of Economics.
    25. Olivier Habimana, 2017. "Do flexible exchange rates facilitate external adjustment? A dynamic approach with time-varying and asymmetric volatility," International Economics and Economic Policy, Springer, vol. 14(4), pages 625-642, October.
    26. 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.
    27. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    28. A. G. Zagorchev & G. Vasconcellos & Y. Bae, 2011. "The long-run relation among financial development, technology and GDP: a panel cointegration study," Applied Financial Economics, Taylor & Francis Journals, vol. 21(14), pages 1021-1034.
    29. Jianjun Miao, 2005. "Optimal Capital Structure and Industry Dynamics," Journal of Finance, American Finance Association, vol. 60(6), pages 2621-2659, December.
    30. Yang, Chau-Chen & Lee, Cheng-few & Gu, Yan-Xiang & Lee, Yen-Wen, 2010. "Co-determination of capital structure and stock returns--A LISREL approach: An empirical test of Taiwan stock markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 50(2), pages 222-233, May.
    31. Jarko Fidrmuc & Philipp Schreiber & Martin Siddiqui, 2018. "Intangible Assets and the Determinants of a Single Bank Relation of German SMEs," European Journal of Business Science and Technology, Mendel University in Brno, Faculty of Business and Economics, vol. 4(1), pages 5-30.
    32. Vojislav Maksimovic & Alex Stomper & Josef Zechner, 1999. "Capital Structure, Information Acquisition and Investment Decisions in an Industry Framework," Review of Finance, European Finance Association, vol. 2(3), pages 251-271.
    33. 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.
    34. Rune Stenbacka & Mihkel Tombak, 2002. "Investment, Capital Structure, and Complementarities Between Debt and New Equity," Management Science, INFORMS, vol. 48(2), pages 257-272, February.
    35. Faisal Abbas & Shoaib Ali & Ghulame Rubbaniy, 2021. "Economics of capital adjustment in the US commercial banks: empirical analysis," Journal of Applied Economics, Taylor & Francis Journals, vol. 24(1), pages 71-90, January.
    36. repec:bla:jfinan:v:43:y:1988:i:1:p:1-19 is not listed on IDEAS
    37. 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.
    38. Hogan, Teresa & Hutson, Elaine, 2005. "Capital structure in new technology-based firms: Evidence from the Irish software sector," Global Finance Journal, Elsevier, vol. 15(3), pages 369-387, February.
    39. Fuentelsaz, Lucio & Gómez, Jaime & Palomas, Sergio, 2009. "The effects of new technologies on productivity: An intrafirm diffusion-based assessment," Research Policy, Elsevier, vol. 38(7), pages 1172-1180, September.
    40. Nevins D. Baxter, 1967. "Leverage, Risk Of Ruin And The Cost Of Capital," Journal of Finance, American Finance Association, vol. 22(3), pages 395-403, September.
    41. Lucio Fuentelsaz & Elisabet Garrido & Juan P. Maicas, 2015. "Incumbents, technological change and institutions: How the value of complementary resources varies across markets," Strategic Management Journal, Wiley Blackwell, vol. 36(12), pages 1778-1801, December.
    42. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    43. Kraus, Alan & Litzenberger, Robert H, 1973. "A State-Preference Model of Optimal Financial Leverage," Journal of Finance, American Finance Association, vol. 28(4), pages 911-922, September.
    44. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    45. 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.
    46. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    47. Aydin Ozkan, 2001. "Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 28(1-2), pages 175-198.
    48. Ralph de Haas & Marga Peeters, 2006. "The dynamic adjustment towards target capital structures of firms in transition economies," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 14(1), pages 133-169, March.
    49. Morellec, Erwan & Schürhoff, Norman, 2011. "Corporate investment and financing under asymmetric information," Journal of Financial Economics, Elsevier, vol. 99(2), pages 262-288, February.
    50. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    51. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    52. 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.
    53. Durand, Robert B. & Greene, William H. & Harris, Mark N. & Khoo, Joye, 2022. "Heterogeneity in speed of adjustment using finite mixture models," Economic Modelling, Elsevier, vol. 107(C).
    54. 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.
    55. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    56. Raéf Bahrini & Alaa A. Qaffas, 2019. "Impact of Information and Communication Technology on Economic Growth: Evidence from Developing Countries," Economies, MDPI, vol. 7(1), pages 1-13, March.
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    More about this item

    Keywords

    capital adjustment; capital structure; adjustment speed; technology firms;
    All these keywords.

    JEL classification:

    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • M21 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Economics - - - Business Economics
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

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