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Sources of Financing, Profitability and Productivity: First Evidence from Matched Firms

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  • Sushanta Mallick
  • Yong Yang

Abstract

This paper contributes to the literature on capital structure and firm performance. Using firm‐level data covering over 11,000 firms from 47 countries over a recent period of 1997‐2007, we address the effect of different sources of financing on corporate performance, employing a matching process, which allows an adequate `like‐for‐like’ comparison between high and low level of financing by firms. Robust to different matching estimators, the main findings are consistent with the theories of capital structure, in that firms with high debt‐to‐equity ratio tend to have lower returns to shareholders (profitability) and lower internal efficiency (productivity). The results become more robust when we separate the firms into advanced and emerging country‐groups or countries with high/low levels of financial development. Given the lower level of leverage below 50% on average in emerging markets (or in countries with lower level of financial reforms), firms in these economies face lower risk of financial distress and thereby less adverse effect on firm profitability and productivity, relative to their counterparts in advanced economies. We also find that retained earnings and equity financing improve performance, while debt financing by firms particularly in the form of bank loans leads to lower performance, although not so in the case of debt raised through issuing bonds.

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  • Sushanta Mallick & Yong Yang, 2011. "Sources of Financing, Profitability and Productivity: First Evidence from Matched Firms," Financial Markets, Institutions & Instruments, John Wiley & Sons, vol. 20(5), pages 221-252, December.
  • Handle: RePEc:wly:finmar:v:20:y:2011:i:5:p:221-252
    DOI: 10.1111/j.1468-0416.2011.00170.x
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    1. 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.
    2. 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.
    3. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    4. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    5. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    6. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    7. Arestis, Philip & Demetriades, Panicos O & Luintel, Kul B, 2001. "Financial Development and Economic Growth: The Role of Stock Markets," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(1), pages 16-41, February.
    8. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    9. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    10. 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.
    11. repec:bla:pacecr:v:9:y:2004:i:3:p:155-171 is not listed on IDEAS
    12. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    13. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    14. Love, Inessa & Zicchino, Lea, 2006. "Financial development and dynamic investment behavior: Evidence from panel VAR," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 190-210, May.
    15. 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.
    16. Yong Yang & Pedro S. Martins, 2010. "Firm Performance and the Geography of FDI: Evidence from 46 Countries," Working Papers 30, Queen Mary, University of London, School of Business and Management, Centre for Globalisation Research.
    17. Arestis, Philip & Demetriades, Panicos O, 1997. "Financial Development and Economic Growth: Assessing the Evidence," Economic Journal, Royal Economic Society, vol. 107(442), pages 783-799, May.
    18. Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2002. "Funding growth in bank-based and market-based financial systems: evidence from firm-level data," Journal of Financial Economics, Elsevier, vol. 65(3), pages 337-363, September.
    19. 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.
    20. Hart, Oliver, 1995. "Firms, Contracts, and Financial Structure," OUP Catalogue, Oxford University Press, number 9780198288817.
    21. 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.
    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. Pedro S. Martins, 2009. "Dismissals for Cause: The Difference That Just Eight Paragraphs Can Make," Journal of Labor Economics, University of Chicago Press, vol. 27(2), pages 257-279, April.
    24. Patrick Bolton & Xavier Freixas, 2000. "Equity, Bonds, and Bank Debt: Capital Structure and Financial Market Equilibrium under Asymmetric Information," Journal of Political Economy, University of Chicago Press, vol. 108(2), pages 324-351, April.
    25. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    26. Campello, Murillo, 2006. "Debt financing: Does it boost or hurt firm performance in product markets?," Journal of Financial Economics, Elsevier, vol. 82(1), pages 135-172, October.
    27. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    28. Greenaway, David & Kneller, Richard, 2008. "Exporting, productivity and agglomeration," European Economic Review, Elsevier, vol. 52(5), pages 919-939, July.
    29. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    30. 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.
    31. 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.
    32. Sumon Kumar Bhaumik & Nigel Driffield & Sarmistha Pal, 2010. "Does ownership structure of emerging-market firms affect their outward FDI? The case of the Indian automotive and pharmaceutical sectors," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(3), pages 437-450, April.
    33. 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.
    34. Harris, Milton & Raviv, Artur, 1990. "Capital Structure and the Informational Role of Debt," Journal of Finance, American Finance Association, vol. 45(2), pages 321-349, June.
    35. Phillips, Gordon M., 1995. "Increased debt and industry product markets An empirical analysis," Journal of Financial Economics, Elsevier, vol. 37(2), pages 189-238, February.
    36. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
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