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

  • Bertoni, Fabio
  • Colombo, Massimo G.
  • Grilli, Luca

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.

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Article provided by Elsevier in its journal Research Policy.

Volume (Year): 40 (2011)
Issue (Month): 7 (September)
Pages: 1028-1043

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Handle: RePEc:eee:respol:v:40:y:2011:i:7:p:1028-1043
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  1. 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.
  2. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-12, March.
  3. 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 1543-68, December.
  4. Kaplan, Steven & Strömberg, Per Johan, 2002. "Characteristics, Contracts and Actions: Evidence from Venture Capitalist Analyses," CEPR Discussion Papers 3243, C.E.P.R. Discussion Papers.
  5. Richard Blundell & Steve Bond, 1995. "Initial conditions and moment restrictions in dynamic panel data models," IFS Working Papers W95/17, Institute for Fiscal Studies.
  6. 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.
  7. 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.
  8. Bronwyn H. Hall, 2002. "The Financing of Research and Development," NBER Working Papers 8773, National Bureau of Economic Research, Inc.
  9. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-59, July.
  10. Max Keilbach & Dirk Engel, . "Firm Level Implications of Early Stage Venture Capital Investment - An Empiri cal Investigation," Papers on Entrepreneurship, Growth and Public Policy 2005-22, Max Planck Institute of Economics, Entrepreneurship, Growth and Public Policy Group.
  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. Arellano, Manuel & Bond, Stephen, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Wiley Blackwell, vol. 58(2), pages 277-97, April.
  13. Marco Da Rin & Giovanna Nicodano & Alessandro Sembenelli, 2004. "Public Policy and the Creation of Active Venture Capital Markets," Working Papers 270, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
  14. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-38, May.
  15. 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.
  16. 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 F54-F72, February.
  17. 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.
  18. Kaplan, Steven & Strömberg, Per Johan, 2000. "Financial Contracting Theory Meets The Real World: An Empirical Analysis Of Venture Capital Contracts," CEPR Discussion Papers 2421, C.E.P.R. Discussion Papers.
  19. Manju Puri & Rebecca Zarutskie, 2008. "On the Lifecycle Dynamics of Venture-Capital- and Non-Venture-Capital-Financed Firms," Working Papers 08-13, Center for Economic Studies, U.S. Census Bureau.
  20. 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.
  21. 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.
  22. 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.
  23. Paul Gompers & Josh Lerner, 2001. "The Venture Capital Revolution," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 145-168, Spring.
  24. Heckman, James J, 1990. "Varieties of Selection Bias," American Economic Review, American Economic Association, vol. 80(2), pages 313-18, May.
  25. 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, 03.
  26. L. Bottazzi & M. Da Rin & T. Hellmann, 2007. "Who are the active investors? Evidence from Venture Capital," Working Papers 611, Dipartimento Scienze Economiche, Universita' di Bologna.
  27. Hellmann, Thomas, 2002. "A theory of strategic venture investing," Journal of Financial Economics, Elsevier, vol. 64(2), pages 285-314, May.
  28. 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.
  29. Thomas J. Chemmanur & Karthik Krishnan & Debarshi K. Nandy, 0. "How Does Venture Capital Financing Improve Efficiency in Private Firms? A Look Beneath the Surface," Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 4037-4090.
  30. Lerner, Josh, 1995. " Venture Capitalists and the Oversight of Private Firms," Journal of Finance, American Finance Association, vol. 50(1), pages 301-18, March.
  31. David H. Hsu, 2006. "Venture Capitalists and Cooperative Start-up Commercialization Strategy," Management Science, INFORMS, vol. 52(2), pages 204-219, February.
  32. Engel, Dirk, 2002. "The Impact of Venture Capital on Firm Growth: An Empirical Investigation," ZEW Discussion Papers 02-02, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
  33. 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.
  34. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January.
  35. 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.
  36. Sapienza, Harry J., 1992. "When do venture capitalists add value?," Journal of Business Venturing, Elsevier, vol. 7(1), pages 9-27, January.
  37. 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 473-78, October.
  38. Tyzoon T. Tyebjee & Albert V. Bruno, 1984. "A Model of Venture Capitalist Investment Activity," Management Science, INFORMS, vol. 30(9), pages 1051-1066, September.
  39. 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, 02.
  40. Steve 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. 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.
  42. Laura Bottazzi & Marco Da Rin, 2002. "Venture capital in Europe and the financing of innovative companies," Economic Policy, CEPR;CES;MSH, vol. 17(34), pages 229-270, 04.
  43. 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.
  44. 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, 06.
  45. Masako Ueda, 2004. "Banks versus Venture Capital: Project Evaluation, Screening, and Expropriation," Journal of Finance, American Finance Association, vol. 59(2), pages 601-621, 04.
  46. John Sutton, 1997. "Gibrat's Legacy," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 40-59, March.
  47. Chesher, Andrew, 1979. "Testing the Law of Proportionate Effect," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 403-11, June.
  48. 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.
  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. Gorman, Michael & Sahlman, William A., 1989. "What do venture capitalists do?," Journal of Business Venturing, Elsevier, vol. 4(4), pages 231-248, July.
  51. 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.
  52. 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.
  53. David B. Audretsch, 1995. "Innovation and Industry Evolution," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011468, June.
  54. 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.
  55. 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.
  56. 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.
  57. 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.
  58. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-54, July.
  59. 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.
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