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AI and Venture Capital

  • Francesco CoreaEmail author
Chapter
Part of the Studies in Big Data book series (SBD, volume 50)

Abstract

This chapter shows how AI can be used in Venture Capital. It exhibits what variables have an impact on the probability of a company to succeed or to raise funds, and it divides those variables into three clusters: personal and team characteristics, financial considerations, and business features.

References

  1. Belenzon, S., Chatterji, A. K., & Daley, B. (2017). Eponymous entrepreneurs. American Economic Review, 107(6), 1638–1655.CrossRefGoogle Scholar
  2. Bengtsson, O., & Hsu, D. (2010). How do venture capital partners match with startup founders? Unpublished working paper.Google Scholar
  3. Cockburn, I., & MacGarvie, M. (2009). Patents, thickets and the financing of early-stage firms: Evidence from the software industry. Journal of Economics and Management Strategy, 18, 729–773.CrossRefGoogle Scholar
  4. Cumming, D. (2008). Contracts and exits in venture capital finance. Review of Financial Studies, 21, 1947–1982.CrossRefGoogle Scholar
  5. Da Rin, M., Hellmann, T., & Puri, M. (2013). A survey of venture capital research. Handbook of the Economics of Finance, 2, 573–648.CrossRefGoogle Scholar
  6. Eesley, C. E., Hsu, D. H., & Roberts, E. B. (2014). The contingent effects of top management teams on venture performance: Aligning founding team composition with innovation strategy and commercialization environment. Strategic Management Journal, 35(12), 1798–1817.CrossRefGoogle Scholar
  7. Ewens, M., & Marx, M. (2017). Founder replacement and startup performance. The Review of Financial Studies, 31(4), 1532–1565.CrossRefGoogle Scholar
  8. Ewens, M., & Rhodes-Kropf, M. (2015). Is a VC partnership greater than the sum of its partners? The Journal of Finance, 70(3), 1081–1113.CrossRefGoogle Scholar
  9. Franke, N., Gruber, M., Harhoff, D., & Henkel, J. (2006). What you are is what you like-similarity biases in venture capitalists’ evaluations of start-up teams. Journal of Business Venturing, 21(6), 802–826.CrossRefGoogle Scholar
  10. Gloor, P. A., Dorsaz, P., & Fuehres, H. (2011). Analyzing success of startup entrepreneurs by measuring their social network distance to a business networking hub. In Proceedings 3rd international conference on collaborative innovation networks coins (pp. 8–10).Google Scholar
  11. Gloor, P., Dorsaz, P., Fuehres, H., & Vogel, M. (2013). Choosing the right friends–predicting success of startup entrepreneurs and innovators through their online social network structure. International Journal of Organisational Design and Engineering, 3(1), 67–85.CrossRefGoogle Scholar
  12. Gompers, P., Kovner, A., & Lerner, J. (2009). Specialization and success: Evidence from venture capital. Journal of Economics and Management Strategy, 18, 817–844.CrossRefGoogle Scholar
  13. Gompers, P., Lerner, J., Scharfstein, D., & Kovner, A. (2010). Performance persistence in entrepreneurship. Journal of Financial Economics, 96, 18–32.CrossRefGoogle Scholar
  14. Groenewegen, G., & de Langen, F. (2012). Critical success factors of the survival of start-ups with a radical innovation. Journal of Applied Economics and Business Research, 2(3), 155–171.Google Scholar
  15. Guzman, J., & Stern, S. (2014). Nowcasting and placecasting entrepreneurial quality and performance. MIT Working Paper.Google Scholar
  16. Halabi, C. E., & Lussier, R. N. (2014). A model for predicting small firm performance: Increasing the probability of entrepreneurial success in Chile. Journal of Small Business and Enterprise Development, 21(1), 4–25.CrossRefGoogle Scholar
  17. Hoenig, D., & Henkel, J. (2015). Quality signals? The role of patents, alliances, and team experience in venture capital financing. Research Policy, 44(5), 1049–1064.CrossRefGoogle Scholar
  18. Hsu, D. (2004). What do entrepreneurs pay for venture capital affiliation? Journal of Finance, 59, 1805–1844.CrossRefGoogle Scholar
  19. Hsu, D. (2006). Venture capitalists and cooperative start-up commercialization strategy. Management Science, 52, 204–219.CrossRefGoogle Scholar
  20. Hsu, D. (2007). Experienced entrepreneurial founders, organizational capital, and venture capital funding. Research Policy, 36, 722–741.CrossRefGoogle Scholar
  21. Hsu, D., & Ziedonis, R. (2011). Strategic factor markets and the financing of technology startups: When do patents matter more as signaling devices? Unpublished working paper.Google Scholar
  22. Inderst, R., & Mueller, H. M. (2009). Early-stage financing and firm growth in new industries. Journal of Financial Economics, 93(2), 276–291.CrossRefGoogle Scholar
  23. Lasch, F., Le Roy, F., & Yami, S. (2007). Emergence of high-tech ventures in France: How do regional, individual and organizational factors influence birth and sustainability of new firms? In J. Ulijn, D. Drillon, F. Lasch (Eds.), Entrepreneurship, cooperation and the firm: The emergence and survival of high technology ventures in Europe (pp. 187–218). Northampton, MA: Edward Elgar Publishing, Inc.Google Scholar
  24. Lindsey, L. (2008). Blurring firm boundaries: The role of venture capital in strategic alliance. Journal of Finance, 63, 1137–1168.CrossRefGoogle Scholar
  25. Littunen, H., & Niitykangas, H. (2010). The rapid growth of young firms during various stages of entrepreneurship. Journal of Small Business and Enterprise Development, 17(1), 8–31.CrossRefGoogle Scholar
  26. Lussier, R. N., & Halabi, C. E. (2010). A three-country comparison of the business success versus failure prediction model. Journal of Small Business Management, 48(3), 360–377.CrossRefGoogle Scholar
  27. Mann, R., & Sager, T. (2007). Patents, venture capital, and software start-ups. Research Policy, 36, 193–208.CrossRefGoogle Scholar
  28. Marom, S., & Lussier, R. N. (2014). A business success versus failure prediction model for small businesses in Israel. Business and Economic Research, 4(2), 63–81.CrossRefGoogle Scholar
  29. McKenzie, D., & Paffhausen, A. L. (2017). Small firm death in developing countries. World Bank Policy Research Working Paper 8236.Google Scholar
  30. McKenzie, D., & Sansone, D. (2017). Man vs. machine in predicting successful entrepreneurs: Evidence from a business plan competition in Nigeria. World Bank Policy Research Working Paper 8271: 1–66.Google Scholar
  31. Miettinen, M. R., & Littunen, H. (2013). Factors contributing to the success of startup firms using two-point or multiple-point scale models. Entrepreneurship Research Journal, 3(4), 449–481.CrossRefGoogle Scholar
  32. Miloud, T., Aspelund, A., & Cabrol, M. (2012). Startup valuation by venture capitalists: An empirical study. Venture Capital, 14(2–3), 151–174.CrossRefGoogle Scholar
  33. Mueller, B., & Murmann, M. (2016). The workforce composition of young firms and product innovation—Complementarities in the skills of founders and their early employees. Centre for European Economic Research Discussion Paper 16–074.Google Scholar
  34. Nahata, R. (2008). Venture capital reputation and investment performance. Journal of Financial Economics, 90, 127–151.CrossRefGoogle Scholar
  35. Nann, S., Krauss, J. S., Schober, M., Gloor, P. A., Fischbach, K., & Führes, H. (2010). The power of alumni networks—Success of startup companies correlates with online social network structure of its founders. MIT Sloan Research Paper: 4766–10.Google Scholar
  36. Ng, W., & Stuart, T. (2016). Of hobos and highfliers: Disentangling the classes and careers of technology based entrepreneurs. Unpublished Working Paper.Google Scholar
  37. Puri, M., & Zarutskie, R. (2012). On the lifecycle dynamics of venture-capital- and non-venture capital-financed firms. Journal of Finance, 67(6), 2247–2293.CrossRefGoogle Scholar
  38. Shane, S., & Stuart, T. (2002). Organizational endowments and the performance of university start-ups. Management Science, 48, 154–170.CrossRefGoogle Scholar
  39. Sheehan, P., & Sheehan, A. (2017). The paradox of experience. ETF Partners White Paper.Google Scholar
  40. Sorensen, M. (2007). How smart is smart money? A two-sided matching model of venture capital. The Journal of Finance, 62(6), 2725–2762.CrossRefGoogle Scholar
  41. Sunesson, T. (2009). Alma mater matters: The value of school ties in the venture capital industry. Unpublished working paper.Google Scholar
  42. Teng, H., Singh Bhatia, G., & Anwar, S. (2011). A success versus failure prediction model for small businesses in Singapore. American Journal of Business, 26(1), 50–64.CrossRefGoogle Scholar
  43. Tian, X. (2011). The causes and consequences of venture capital stage financing. Journal of Financial Economics, 101, 132–159.CrossRefGoogle Scholar
  44. Zacharakis, A. L., & Meyer, G. D. (2000). The potential of actuarial decision models: Can they improve the venture capital investment decision? Journal of Business Venturing, 15(4), 323–346.CrossRefGoogle Scholar
  45. Zacharakis, A. L., & Shepherd, D. A. (2001). The nature of information and overconfidence on venture capitalists’ decision making. Journal of Business Venturing, 16(4), 311–332.CrossRefGoogle Scholar
  46. Zarutskie, R. (2010). The role of top management team human capital in venture capital markets: Evidence from first-time funds. Journal of Business Venturing, 25, 155–172.CrossRefGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  1. 1.Department of ManagementCa’ Foscari UniversityVeniceItaly

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