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Venture capital financing and the growth of high-tech start-ups : Disentangling treatment from selection effects

Author

Listed:
  • Fabio Bertoni

    (POLIMI - Politecnico di Milano [Milan])

  • Massimo G. Colombo

    (POLIMI - Politecnico di Milano [Milan])

  • Luca Grilli

    (POLIMI - Politecnico di Milano [Milan])

Abstract

The financial and innovation literature generally claims that venture capital (VC) investments spur the growth of new technology-based firms (NTBFs). However, it has proved difficult so far to separate the "treatment" effect of the VC investment from the "selection" effect attributable to the ability of the VC investor to screen high growth NTBFs. The aim of this work is to test whether VC investments have a positive treatment effect on the growth of employment and sales of NTBFs. For this purpose we consider a 10-year longitudinal data set for 538 Italian NTBFs, most of which are privately held. The sample includes both VC-backed and non-VC-backed firms. We estimate Gibrat-law-type dynamic panel-data models augmented with time-varying variables that capture the VC status of firms. To control for the endogeneity of VC investments we use several GMM estimators. The econometric results strongly support the view that VC investments positively influence firm growth. The treatment effect of VC investments is of large economic magnitude, especially on growth of employment. Most of it is obtained immediately after the first round of VC finance. Conversely, the selection effect of VC appears to be negligible in the Italian context.

Suggested Citation

  • Fabio Bertoni & Massimo G. Colombo & Luca Grilli, 2011. "Venture capital financing and the growth of high-tech start-ups : Disentangling treatment from selection effects," Post-Print hal-02312956, HAL.
    • Handle: RePEc:hal:journl:hal-02312956
    DOI: 10.1016/j.respol.2011.03.008
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    1. Gregoriou, Greg N. & Kooli, Maher & Kraeussl, Roman, 2006. "Venture Capital in Europe," Elsevier Monographs, Elsevier, edition 1, number 9780750682596.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    4. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    5. Da Rin, Marco & Nicodano, Giovanna & Sembenelli, Alessandro, 2006. "Public policy and the creation of active venture capital markets," Journal of Public Economics, Elsevier, vol. 90(8-9), pages 1699-1723, September.
    6. John Sutton, 1997. "Gibrat's Legacy," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 40-59, March.
    7. Bottazzi, Laura & Da Rin, Marco & Hellmann, Thomas, 2008. "Who are the active investors?: Evidence from venture capital," Journal of Financial Economics, Elsevier, vol. 89(3), pages 488-512, September.
    8. Chan, Yuk-Shee, 1983. "On the Positive Role of Financial Intermediation in Allocation of Venture Capital in a Market with Imperfect Information," Journal of Finance, American Finance Association, vol. 38(5), pages 1543-1568, December.
    9. James A. Brander & Edward Egan & Thomas F. Hellmann, 2010. "Government Sponsored versus Private Venture Capital: Canadian Evidence," NBER Chapters, in: International Differences in Entrepreneurship, pages 275-320, National Bureau of Economic Research, Inc.
    10. Vella, Francis & Verbeek, Marno, 1999. "Estimating and Interpreting Models with Endogenous Treatment Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(4), pages 473-478, October.
    11. Jeng, Leslie A. & Wells, Philippe C., 2000. "The determinants of venture capital funding: evidence across countries," Journal of Corporate Finance, Elsevier, vol. 6(3), pages 241-289, September.
    12. Jonathan T. Eckhardt & Scott Shane & Frédéric Delmar, 2006. "Multistage Selection and the Financing of New Ventures," Management Science, INFORMS, vol. 52(2), pages 220-232, February.
    13. Chesher, Andrew, 1979. "Testing the Law of Proportionate Effect," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 403-411, June.
    14. Goddard, John & Wilson, John & Blandon, Peter, 2002. "Panel tests of Gibrat's Law for Japanese manufacturing," International Journal of Industrial Organization, Elsevier, vol. 20(3), pages 415-433, March.
    15. Thomas J. Chemmanur & Karthik Krishnan & Debarshi K. Nandy, 2011. "How Does Venture Capital Financing Improve Efficiency in Private Firms? A Look Beneath the Surface," The Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 4037-4090.
    16. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    17. Kim P. Huynh & Robert J. Petrunia, 2006. "Financial Market Imperfections: Does it Matter for Firm Size Dynamics?," Computing in Economics and Finance 2006 428, Society for Computational Economics.
    18. Steven N. Kaplan & Per Strömberg, 2003. "Financial Contracting Theory Meets the Real World: An Empirical Analysis of Venture Capital Contracts," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 281-315.
    19. Tyzoon T. Tyebjee & Albert V. Bruno, 1984. "A Model of Venture Capitalist Investment Activity," Management Science, INFORMS, vol. 30(9), pages 1051-1066, September.
    20. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    21. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    22. Massimo G. Colombo & Luca Grilli, 2013. "The Creation of A Middle‐Management Level by Entrepreneurial Ventures: Testing Economic Theories of Organizational Design," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 22(2), pages 390-422, June.
    23. Wooldridge, Jeffrey M., 1995. "Selection corrections for panel data models under conditional mean independence assumptions," Journal of Econometrics, Elsevier, vol. 68(1), pages 115-132, July.
    24. Engel, Dirk & Keilbach, Max, 2007. "Firm-level implications of early stage venture capital investment -- An empirical investigation," Journal of Empirical Finance, Elsevier, vol. 14(2), pages 150-167, March.
    25. Benfratello, Luigi & Sembenelli, Alessandro, 2006. "Foreign ownership and productivity: Is the direction of causality so obvious?," International Journal of Industrial Organization, Elsevier, vol. 24(4), pages 733-751, July.
    26. Thomas Hellmann & Manju Puri, 2002. "Venture Capital and the Professionalization of Start‐Up Firms: Empirical Evidence," Journal of Finance, American Finance Association, vol. 57(1), pages 169-197, February.
    27. David H. Hsu, 2006. "Venture Capitalists and Cooperative Start-up Commercialization Strategy," Management Science, INFORMS, vol. 52(2), pages 204-219, February.
    28. Amit, Raphael & Brander, James & Zott, Christoph, 1998. "Why do venture capital firms exist? theory and canadian evidence," Journal of Business Venturing, Elsevier, vol. 13(6), pages 441-466, November.
    29. Colombo, Massimo G. & Delmastro, Marco & Grilli, Luca, 2004. "Entrepreneurs' human capital and the start-up size of new technology-based firms," International Journal of Industrial Organization, Elsevier, vol. 22(8-9), pages 1183-1211, November.
    30. Frédéric Delmar & Scott Shane, 2006. "Does Experience Matter? : The Effect of Founding Team Experience on the Survival and Sales of Newly Founded Ventures," Post-Print hal-02311638, HAL.
    31. Semykina, Anastasia & Wooldridge, Jeffrey M., 2010. "Estimating panel data models in the presence of endogeneity and selection," Journal of Econometrics, Elsevier, vol. 157(2), pages 375-380, August.
    32. Heckman, James J, 1990. "Varieties of Selection Bias," American Economic Review, American Economic Association, vol. 80(2), pages 313-318, May.
    33. Lerner, Josh, 1995. "Venture Capitalists and the Oversight of Private Firms," Journal of Finance, American Finance Association, vol. 50(1), pages 301-318, March.
    34. Morck, Randall K. (ed.), 2000. "Concentrated Corporate Ownership," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226536781, April.
    35. Baum, Joel A. C. & Silverman, Brian S., 2004. "Picking winners or building them? Alliance, intellectual, and human capital as selection criteria in venture financing and performance of biotechnology startups," Journal of Business Venturing, Elsevier, vol. 19(3), pages 411-436, May.
    36. Richard E. Caves, 1998. "Industrial Organization and New Findings on the Turnover and Mobility of Firms," Journal of Economic Literature, American Economic Association, vol. 36(4), pages 1947-1982, December.
    37. Ahn, Seung C. & Schmidt, Peter, 1995. "Efficient estimation of models for dynamic panel data," Journal of Econometrics, Elsevier, vol. 68(1), pages 5-27, July.
    38. Sapienza, Harry J. & Manigart, Sophie & Vermeir, Wim, 1996. "Venture capitalist governance and value added in four countries," Journal of Business Venturing, Elsevier, vol. 11(6), pages 439-469, November.
    39. Gorman, Michael & Sahlman, William A., 1989. "What do venture capitalists do?," Journal of Business Venturing, Elsevier, vol. 4(4), pages 231-248, July.
    40. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    41. Manju Puri & Rebecca Zarutskie, 2012. "On the Life Cycle Dynamics of Venture-Capital- and Non-Venture-Capital-Financed Firms," Journal of Finance, American Finance Association, vol. 67(6), pages 2247-2293, December.
    42. Robert E. Carpenter & Bruce C. Petersen, 2002. "Capital Market Imperfections, High-Tech Investment, and New Equity Financing," Economic Journal, Royal Economic Society, vol. 112(477), pages 54-72, February.
    43. Chang, Sea Jin, 2004. "Venture capital financing, strategic alliances, and the initial public offerings of Internet startups," Journal of Business Venturing, Elsevier, vol. 19(5), pages 721-741, September.
    44. Colombo, Massimo G. & Grilli, Luca, 2010. "On growth drivers of high-tech start-ups: Exploring the role of founders' human capital and venture capital," Journal of Business Venturing, Elsevier, vol. 25(6), pages 610-626, November.
    45. Laura Bottazzi & Marco Da Rin, 2002. "Venture capital in Europe and the financing of innovative companies [‘Robust financial contracting and the role of venture capitalists’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 17(34), pages 229-270.
    46. David B. Audretsch & Erik E. Lehmann, 2004. "Financing High-Tech Growth: The Role Of Banks And Venture Capitalists," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 56(4), pages 340-357, October.
    47. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    48. Rajan, Raghuram G. & Zingales, Luigi, 2003. "The great reversals: the politics of financial development in the twentieth century," Journal of Financial Economics, Elsevier, vol. 69(1), pages 5-50, July.
    49. Colombo, Massimo G. & Grilli, Luca, 2005. "Founders' human capital and the growth of new technology-based firms: A competence-based view," Research Policy, Elsevier, vol. 34(6), pages 795-816, August.
    50. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-512, March.
    51. 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.
    52. Hellmann, Thomas, 2002. "A theory of strategic venture investing," Journal of Financial Economics, Elsevier, vol. 64(2), pages 285-314, May.
    53. Aldrich, Howard & Kalleberg, Arne & Marsden, Peter & Cassel, James, 1989. "In pursuit of evidence: Sampling procedures for locating new businesses," Journal of Business Venturing, Elsevier, vol. 4(6), pages 367-386, November.
    54. Colombo, Massimo G. & Grilli, Luca & Piva, Evila, 2006. "In search of complementary assets: The determinants of alliance formation of high-tech start-ups," Research Policy, Elsevier, vol. 35(8), pages 1166-1199, October.
    55. David B. Audretsch, 1995. "Innovation and Industry Evolution," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011468, April.
    56. Engel, Dirk, 2002. "The Impact of Venture Capital on Firm Growth: An Empirical Investigation," ZEW Discussion Papers 02-02, ZEW - Leibniz Centre for European Economic Research.
    57. Morten Sørensen, 2007. "How Smart Is Smart Money? A Two‐Sided Matching Model of Venture Capital," Journal of Finance, American Finance Association, vol. 62(6), pages 2725-2762, December.
    58. repec:bla:jfinan:v:59:y:2004:i:2:p:601-621 is not listed on IDEAS
    59. Massimo Colombo & Luca Grilli, 2007. "Funding Gaps? Access To Bank Loans By High-Tech Start-Ups," Small Business Economics, Springer, vol. 29(1), pages 25-46, June.
    60. Paul Gompers & Josh Lerner, 2001. "The Venture Capital Revolution," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 145-168, Spring.
    61. Sapienza, Harry J., 1992. "When do venture capitalists add value?," Journal of Business Venturing, Elsevier, vol. 7(1), pages 9-27, January.
    62. Barringer, Bruce R. & Jones, Foard F. & Neubaum, Donald O., 2005. "A quantitative content analysis of the characteristics of rapid-growth firms and their founders," Journal of Business Venturing, Elsevier, vol. 20(5), pages 663-687, September.
    63. Massimo G. Colombo & Luca Grilli & Lucia Piscitello & Cristina Rossi-Lamastra (ed.), 2011. "Science and Innovation Policy for the New Knowledge Economy," Books, Edward Elgar Publishing, number 13746.
    64. 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.
    65. Laura Lindsey, 2008. "Blurring Firm Boundaries: The Role of Venture Capital in Strategic Alliances," Journal of Finance, American Finance Association, vol. 63(3), pages 1137-1168, June.
    66. Denis, David J., 2004. "Entrepreneurial finance: an overview of the issues and evidence," Journal of Corporate Finance, Elsevier, vol. 10(2), pages 301-326, March.
    67. Vladimir I. Ivanov & Fei Xie, 2010. "Do Corporate Venture Capitalists Add Value to Start‐Up Firms? Evidence from IPOs and Acquisitions of VC‐Backed Companies," Financial Management, Financial Management Association International, vol. 39(1), pages 129-152, March.
    68. Fabio Bertoni & Massimo G. Colombo & Annalisa Croce, 2010. "The Effect of Venture Capital Financing on the Sensitivity to Cash Flow of Firm's Investments," European Financial Management, European Financial Management Association, vol. 16(4), pages 528-551, September.
    69. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    70. 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.
    71. repec:bla:jfinan:v:59:y:2004:i:5:p:2177-2210 is not listed on IDEAS
    72. Da Rin, Marco & Nicodano, Giovanna & Sembenelli, Alessandro, 2006. "Public policy and the creation of active venture capital markets," Journal of Public Economics, Elsevier, vol. 90(8-9), pages 1699-1723, September.
    73. Henry R. Feeser & Gary E. Willard, 1990. "Founding strategy and performance: A comparison of high and low growth high tech firms," Strategic Management Journal, Wiley Blackwell, vol. 11(2), pages 87-98, February.
    74. Fabio Bertoni & Annalisa Croce, 2011. "Policy Reforms for Venture Capital in Europe," Chapters, in: Massimo G. Colombo & Luca Grilli & Lucia Piscitello & Cristina Rossi-Lamastra (ed.), Science and Innovation Policy for the New Knowledge Economy, chapter 6, Edward Elgar Publishing.
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