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Capital Market Financing, Firm Growth, and Firm Size Distribution

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  • Tatiana Didier

    (World Bank)

  • Ross Levine

    (University of California at Berkeley and National Bureau of Economic Research)

  • Sergio L. Schmukler

    (World Bank and Hong Kong Institute for Monetary Research)

Abstract

How many and which firms issue equity and bonds in domestic and international markets, how do these firms grow relative to non-issuing firms, and how does firm performance vary along the firm size distribution (FSD)? To evaluate these questions, we construct a new dataset by matching data on firm-level capital raising activity with balance sheet data for 45,527 listed firms in 51 countries. Three main patterns emerge from the analysis. (1) Only a few large firms issue equity or bonds, and among them a small subset has raised a large proportion of the funds raised during the 1990s and 2000s. (2) Issuers grow faster than non-issuers in terms of assets, sales, and employment, that is, firms do not simply use securities markets to adjust their financial accounts. (3) The FSD of issuers evolves differently from that of non-issuers, tightening among issuers and widening among non-issuers.

Suggested Citation

  • Tatiana Didier & Ross Levine & Sergio L. Schmukler, 2015. "Capital Market Financing, Firm Growth, and Firm Size Distribution," Working Papers 172015, Hong Kong Institute for Monetary Research.
    • Handle: RePEc:hkm:wpaper:172015
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    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. Rui Albuquerque & Hugo A. Hopenhayn, 2004. "Optimal Lending Contracts and Firm Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(2), pages 285-315.
    3. Arellano, Cristina & Bai, Yan & Zhang, Jing, 2012. "Firm dynamics and financial development," Journal of Monetary Economics, Elsevier, vol. 59(6), pages 533-549.
    4. Gozzi, Juan Carlos & Levine, Ross & Schmukler, Sergio L., 2010. "Patterns of international capital raisings," Journal of International Economics, Elsevier, vol. 80(1), pages 45-57, January.
    5. 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.
    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. Ross Levine, 1990. "Financial structure and economic development," International Finance Discussion Papers 381, Board of Governors of the Federal Reserve System (U.S.).
    8. Lemmon, Michael L. & Zender, Jaime F., 2010. "Debt Capacity and Tests of Capital Structure Theories," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(5), pages 1161-1187, October.
    9. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    10. Paolo Angelini & Andrea Generale, 2008. "On the Evolution of Firm Size Distributions," American Economic Review, American Economic Association, vol. 98(1), pages 426-438, March.
    11. Didier, Tatiana & Schmukler, Sergio L., 2013. "The financing and growth of firms in China and India: Evidence from capital markets," Journal of International Money and Finance, Elsevier, vol. 39(C), pages 111-137.
    12. Acemoglu, Daron & Zilibotti, Fabrizio, 1997. "Was Prometheus Unbound by Chance? Risk, Diversification, and Growth," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 709-751, August.
    13. Evans, David S, 1987. "The Relationship between Firm Growth, Size, and Age: Estimates for 100 Manufacturing Industries," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 567-581, June.
    14. Obstfeld, Maurice, 1994. "Risk-Taking, Global Diversification, and Growth," American Economic Review, American Economic Association, vol. 84(5), pages 1310-1329, December.
    15. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    16. 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.
    17. Sanford J. Grossman & Joseph E. Stiglitz, 1980. "Stockholder Unanimity in Making Production and Financial Decisions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 94(3), pages 543-566.
    18. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian, 2005. "Does financial liberalization spur growth?," Journal of Financial Economics, Elsevier, vol. 77(1), pages 3-55, July.
    19. 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.
    20. Tri Vi Dang & Gary Gorton & Bengt Holmström & Guillermo Ordoñez, 2017. "Banks as Secret Keepers," American Economic Review, American Economic Association, vol. 107(4), pages 1005-1029, April.
    21. Claessens, Stijn & Schmukler, Sergio L., 2007. "International financial integration through equity markets: Which firms from which countries go global?," Journal of International Money and Finance, Elsevier, vol. 26(5), pages 788-813, September.
    22. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    23. Asli Demirgüç-Kunt & Erik Feyen & Ross Levine, 2013. "The Evolving Importance of Banks and Securities Markets," The World Bank Economic Review, World Bank, vol. 27(3), pages 476-490.
    24. Levine, Ross & Zervos, Sara, 1996. "Stock Market Development and Long-Run Growth," The World Bank Economic Review, World Bank, vol. 10(2), pages 323-339, May.
    25. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    26. Fama, Eugene F. & French, Kenneth R., 2005. "Financing decisions: who issues stock?," Journal of Financial Economics, Elsevier, vol. 76(3), pages 549-582, June.
    27. Gomes, Armando & Phillips, Gordon, 2012. "Why do public firms issue private and public securities?," Journal of Financial Intermediation, Elsevier, vol. 21(4), pages 619-658.
    28. 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.
    29. Chang-Tai Hsieh & Peter J. Klenow, 2014. "The Life Cycle of Plants in India and Mexico," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(3), pages 1035-1084.
    30. Luís M B Cabral & José Mata, 2003. "On the Evolution of the Firm Size Distribution: Facts and Theory," American Economic Review, American Economic Association, vol. 93(4), pages 1075-1090, September.
    31. Gian Luca Clementi & Hugo A. Hopenhayn, 2006. "A Theory of Financing Constraints and Firm Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(1), pages 229-265.
    32. Levine, Ross, 2002. "Bank-Based or Market-Based Financial Systems: Which Is Better?," Journal of Financial Intermediation, Elsevier, vol. 11(4), pages 398-428, October.
    33. 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.
    34. Ergungor, O. Emre, 2004. "Market- vs. bank-based financial systems: Do rights and regulations really matter?," Journal of Banking & Finance, Elsevier, vol. 28(12), pages 2869-2887, December.
    35. 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.
    36. Sreedhar T. Bharath & Paolo Pasquariello & Guojun Wu, 2009. "Does Asymmetric Information Drive Capital Structure Decisions?," Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 3211-3243, August.
    37. Hart, Oliver, 1995. "Firms, Contracts, and Financial Structure," OUP Catalogue, Oxford University Press, number 9780198288817, Decembrie.
    38. 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.
    39. Thomas F. Cooley & Vincenzo Quadrini, 2001. "Financial Markets and Firm Dynamics," American Economic Review, American Economic Association, vol. 91(5), pages 1286-1310, December.
    40. 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.
    41. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    42. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2003. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, edition 1, volume 1, number 1.
    43. Erzo G. J. Luttmer, 2011. "On the Mechanics of Firm Growth," Review of Economic Studies, Oxford University Press, vol. 78(3), pages 1042-1068.
    44. Ayyagari, Meghana & Demirguc-Kunt, Asli & Maksimovic, Vojislav, 2014. "Does local financial development matter for firm lifecycle in India ?," Policy Research Working Paper Series 7008, The World Bank.
    45. Shen, Carl Hsin-han, 2014. "Pecking order, access to public debt market, and information asymmetry," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 291-306.
    46. Virgiliu Midrigan & Daniel Yi Xu, 2014. "Finance and Misallocation: Evidence from Plant-Level Data," American Economic Review, American Economic Association, vol. 104(2), pages 422-458, February.
    47. Asli Demirgüç-Kunt & Vojislav Maksimovic, 1998. "Law, Finance, and Firm Growth," Journal of Finance, American Finance Association, vol. 53(6), pages 2107-2137, December.
    48. John R. Graham & Mark T. Leary, 2011. "A Review of Empirical Capital Structure Research and Directions for the Future," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 309-345, December.
    49. G. Andrew Karolyi, 2006. "The World of Cross-Listings and Cross-Listings of the World: Challenging Conventional Wisdom," Review of Finance, European Finance Association, vol. 10(1), pages 99-152.
    50. Peter Blair Henry, 2000. "Stock Market Liberalization, Economic Reform, and Emerging Market Equity Prices," Journal of Finance, American Finance Association, vol. 55(2), pages 529-564, April.
    51. Hertzel, Michael G. & Li, Zhi, 2010. "Behavioral and Rational Explanations of Stock Price Performance around SEOs: Evidence from a Decomposition of Market-to-Book Ratios," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(4), pages 935-958, August.
    52. Gozzi, Juan Carlos & Levine, Ross & Schmukler, Sergio L., 2008. "Internationalization and the evolution of corporate valuation," Journal of Financial Economics, Elsevier, vol. 88(3), pages 607-632, June.
    53. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    54. Henderson, Brian J. & Jegadeesh, Narasimhan & Weisbach, Michael S., 2006. "World markets for raising new capital," Journal of Financial Economics, Elsevier, vol. 82(1), pages 63-101, October.
    55. Myers, Stewart C., 2003. "Financing of corporations," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 4, pages 215-253, Elsevier.
    56. Julian di Giovanni & Andrei A. Levchenko, 2012. "Country Size, International Trade, and Aggregate Fluctuations in Granular Economies," Journal of Political Economy, University of Chicago Press, vol. 120(6), pages 1083-1132.
    57. Holmstrom, Bengt & Tirole, Jean, 1993. "Market Liquidity and Performance Monitoring," Journal of Political Economy, University of Chicago Press, vol. 101(4), pages 678-709, August.
    58. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    59. Mitton, Todd, 2008. "Institutions and concentration," Journal of Development Economics, Elsevier, vol. 86(2), pages 367-394, June.
    60. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2013. "Who Creates Jobs? Small versus Large versus Young," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 347-361, May.
    61. Jonathan Eaton & Samuel S. Kortum & Sebastian Sotelo, 2012. "International Trade: Linking Micro and Macro," NBER Working Papers 17864, National Bureau of Economic Research, Inc.
    62. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    63. Kim, Woojin & Weisbach, Michael S., 2008. "Motivations for public equity offers: An international perspective," Journal of Financial Economics, Elsevier, vol. 87(2), pages 281-307, February.
    64. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    65. de Jong, Abe & Verbeek, Marno & Verwijmeren, Patrick, 2011. "Firms' debt-equity decisions when the static tradeoff theory and the pecking order theory disagree," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1303-1314, May.
    66. Beck, Thorsten & Levine, Ross, 2002. "Industry growth and capital allocation:*1: does having a market- or bank-based system matter?," Journal of Financial Economics, Elsevier, vol. 64(2), pages 147-180, May.
    67. G.M. Constantinides & M. Harris & R. M. Stulz (ed.), 2003. "Handbook of the Economics of Finance," Handbook of the Economics of Finance, Elsevier, edition 1, volume 1, number 2.
    68. Francisco Buera & Roberto Fattal-Jaef & Yongseok Shin, 2015. "Anatomy of a Credit Crunch: From Capital to Labor Markets," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(1), pages 101-117, January.
    69. McConnell, John J. & Servaes, Henri, 1995. "Equity ownership and the two faces of debt," Journal of Financial Economics, Elsevier, vol. 39(1), pages 131-157, September.
    70. Hovakimian, Armen & Hovakimian, Gayane & Tehranian, Hassan, 2004. "Determinants of target capital structure: The case of dual debt and equity issues," Journal of Financial Economics, Elsevier, vol. 71(3), pages 517-540, March.
    71. Gatchev, Vladimir A. & Spindt, Paul A. & Tarhan, Vefa, 2009. "How do firms finance their investments?: The relative importance of equity issuance and debt contracting costs," Journal of Corporate Finance, Elsevier, vol. 15(2), pages 179-195, April.
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    Cited by:

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    More about this item

    Keywords

    Access to Finance; Bond Markets; Capital Market Development; Capital Raisings; Firm Dynamics; Firm Financing; Stock Markets;
    All these keywords.

    JEL classification:

    • F65 - International Economics - - Economic Impacts of Globalization - - - Finance
    • G00 - Financial Economics - - General - - - General
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance

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