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Picking profitable investments: The success of equal weighting in simulated venture capitalist decision making

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  • Woike, Jan K.
  • Hoffrage, Ulrich
  • Petty, Jeffrey S.

Abstract

Using computer simulation, we investigate the impact of different strategies on the financial performance of VCs. We compare simple heuristics such as equal weighting and fast and frugal trees with more complex machine learning and regression models and analyze the impact of three factors: VC learning, the statistical properties of the investment environment, and the amount of information available in a business plan. We demonstrate that the performance of decision strategies and the relative quality of decision outcomes change critically between environments in which different statistical relationships hold between information contained in business plans and the likelihood of financial success. The Equal Weighting strategy is competitive with more complex investment decision strategies and its performance is robust across environments. Learning only from those plans that the simulated VC invested in, drastically reduces the VC's potential to learn from experience. Lastly, the results confirm that decision strategies differ in respect to the impact of added information on the outcomes of decisions. Finally, we discuss real-world implications for the practice of VCs and research on VC decision making.

Suggested Citation

  • Woike, Jan K. & Hoffrage, Ulrich & Petty, Jeffrey S., 2015. "Picking profitable investments: The success of equal weighting in simulated venture capitalist decision making," Journal of Business Research, Elsevier, vol. 68(8), pages 1705-1716.
    • Handle: RePEc:eee:jbrese:v:68:y:2015:i:8:p:1705-1716
    DOI: 10.1016/j.jbusres.2015.03.030
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    as
    1. Thomas Åstebro & Samir Elhedhli, 2006. "The Effectiveness of Simple Decision Heuristics: Forecasting Commercial Success for Early-Stage Ventures," Management Science, INFORMS, vol. 52(3), pages 395-409, March.
    2. Victor DeMiguel & Lorenzo Garlappi & Raman Uppal, 2009. "Optimal Versus Naive Diversification: How Inefficient is the 1-N Portfolio Strategy?," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1915-1953, May.
    3. Brighton, Henry & Gigerenzer, Gerd, 2015. "The bias bias," Journal of Business Research, Elsevier, vol. 68(8), pages 1772-1784.
    4. Tyzoon T. Tyebjee & Albert V. Bruno, 1984. "A Model of Venture Capitalist Investment Activity," Management Science, INFORMS, vol. 30(9), pages 1051-1066, September.
    5. Dixon, R, 1991. "Venture capitalists and the appraisal of investments," Omega, Elsevier, vol. 19(5), pages 333-344.
    6. Zacharakis, Andrew L. & Meyer, G. Dale, 1998. "A lack of insight: do venture capitalists really understand their own decision process?," Journal of Business Venturing, Elsevier, vol. 13(1), pages 57-76, January.
    7. Hisrich, Robert D. & Jankowicz, A. D., 1990. "Intuition in venture capital decisions: An exploratory study using a new technique," Journal of Business Venturing, Elsevier, vol. 5(1), pages 49-62, January.
    8. Chan, Yuk-Shee & Siegel, Daniel R & Thakor, Anjan V, 1990. "Learning, Corporate Control and Performance Requirements in Venture Capital Contracts," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 31(2), pages 365-381, May.
    9. Maier, John II & Walker, David A., 1987. "The role of venture capital in financing small business," Journal of Business Venturing, Elsevier, vol. 2(3), pages 207-214.
    10. Petty, Jeffrey S. & Gruber, Marc, 2011. ""In pursuit of the real deal": A longitudinal study of VC decision making," Journal of Business Venturing, Elsevier, vol. 26(2), pages 172-188, March.
    11. Gorman, Michael & Sahlman, William A., 1989. "What do venture capitalists do?," Journal of Business Venturing, Elsevier, vol. 4(4), pages 231-248, July.
    12. Dirk De Clercq & Harry J. Sapienza, 2005. "When Do Venture Capital Firms Learn from Their Portfolio Companies?," Entrepreneurship Theory and Practice, , vol. 29(4), pages 517-535, July.
    13. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    14. Shepherd, Dean A. & Zacharakis, Andrew, 2002. "Venture capitalists' expertise: A call for research into decision aids and cognitive feedback," Journal of Business Venturing, Elsevier, vol. 17(1), pages 1-20, January.
    15. Zacharakis, Andrew L. & Meyer, G. Dale, 2000. "The potential of actuarial decision models: Can they improve the venture capital investment decision?," Journal of Business Venturing, Elsevier, vol. 15(4), pages 323-346, July.
    16. Macmillan, Ian C. & Siegel, Robin & Narasimha, P. N. Subba, 1985. "Criteria used by venture capitalists to evaluate new venture proposals," Journal of Business Venturing, Elsevier, vol. 1(1), pages 119-128.
    17. Mason, Colin M. & Harrison, Richard T., 2002. "Is it worth it? The rates of return from informal venture capital investments," Journal of Business Venturing, Elsevier, vol. 17(3), pages 211-236, May.
    18. Hall, John & Hofer, Charles W., 1993. "Venture capitalists' decision criteria in new venture evaluation," Journal of Business Venturing, Elsevier, vol. 8(1), pages 25-42, January.
    19. Muzyka, Dan & Birley, Sue & Leleux, Benoit, 1996. "Trade-offs in the investment decisons of European venture capitalists," Journal of Business Venturing, Elsevier, vol. 11(4), pages 273-287, July.
    20. Riquelme, Hernan & Rickards, Tudor, 1992. "Hybrid conjoint analysis: An estimation probe in new venture decisions," Journal of Business Venturing, Elsevier, vol. 7(6), pages 505-518, November.
    21. Shepherd, Dean A. & Zacharakis, Andrew & Baron, Robert A., 2003. "VCs' decision processes: Evidence suggesting more experience may not always be better," Journal of Business Venturing, Elsevier, vol. 18(3), pages 381-401, May.
    22. Khan, Arshad M., 1987. "Assessing venture capital investments with noncompensatory behavioral decision models," Journal of Business Venturing, Elsevier, vol. 2(3), pages 193-205.
    23. Mark A Burgman & Marissa McBride & Raquel Ashton & Andrew Speirs-Bridge & Louisa Flander & Bonnie Wintle & Fiona Fidler & Libby Rumpff & Charles Twardy, 2011. "Expert Status and Performance," PLOS ONE, Public Library of Science, vol. 6(7), pages 1-7, July.
    24. repec:bla:jfinan:v:59:y:2004:i:5:p:2177-2210 is not listed on IDEAS
    25. Cumming, Douglas & Fleming, Grant & Suchard, Jo-Ann, 2005. "Venture capitalist value-added activities, fundraising and drawdowns," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 295-331, February.
    26. Gupta, Anil K. & Sapienza, Harry J., 1992. "Determinants of venture capital firms' preferences regarding the industry diversity and geographic scope of their investments," Journal of Business Venturing, Elsevier, vol. 7(5), pages 347-362, September.
    27. Vance H. Fried & Robert D. Hisrich, 1994. "Toward a Model of Venture Capital Investment Decision Making," Financial Management, Financial Management Association, vol. 23(3), Fall.
    28. Bruno, Albert V. & Tyebjee, Tyzoon T., 1985. "The entrepreneur's search for capital," Journal of Business Venturing, Elsevier, vol. 1(1), pages 61-74.
    29. Armstrong, J. Scott & Graefe, Andreas, 2011. "Predicting elections from biographical information about candidates: A test of the index method," Journal of Business Research, Elsevier, vol. 64(7), pages 699-706, July.
    30. Bergemann, Dirk & Hege, Ulrich, 1998. "Venture capital financing, moral hazard, and learning," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 703-735, August.
    31. Shepherd, Dean A. & Armstrong, Michael J. & Levesque, Moren, 2005. "Allocation of attention within venture capital firms," European Journal of Operational Research, Elsevier, vol. 163(2), pages 545-564, June.
    32. Graefe, Andreas, 2015. "Improving forecasts using equally weighted predictors," Journal of Business Research, Elsevier, vol. 68(8), pages 1792-1799.
    33. Robinson, Richard Jr., 1987. "Emerging strategies in the venture capital industry," Journal of Business Venturing, Elsevier, vol. 2(1), pages 53-77.
    34. Vance H. Freid & Robert D Hisrich, 1994. "Toward a Model of Venture Capital Investment Decision Making," Financial Management, Financial Management Association, vol. 23(3), Fall.
    35. Lockett, Andy & Wright, Mike, 2001. "The syndication of venture capital investments," Omega, Elsevier, vol. 29(5), pages 375-390, October.
    36. Sahlman, William A., 1990. "The structure and governance of venture-capital organizations," Journal of Financial Economics, Elsevier, vol. 27(2), pages 473-521, October.
    37. Zacharakis, Andrew & Shepherd, Dean A., 2005. "A non-additive decision-aid for venture capitalists' investment decisions," European Journal of Operational Research, Elsevier, vol. 162(3), pages 673-689, May.
    38. Goldstein, Daniel G. & Gigerenzer, Gerd, 2009. "Fast and frugal forecasting," International Journal of Forecasting, Elsevier, vol. 25(4), pages 760-772, October.
    39. Gifford, Sharon, 1997. "Limited attention and the role of the venture capitalist," Journal of Business Venturing, Elsevier, vol. 12(6), pages 459-482, November.
    40. Dean A. Shepherd, 1999. "Venture Capitalists' Assessment of New Venture Survival," Management Science, INFORMS, vol. 45(5), pages 621-632, May.
    41. Megginson, William L & Weiss, Kathleen A, 1991. "Venture Capitalist Certification in Initial Public Offerings," Journal of Finance, American Finance Association, vol. 46(3), pages 879-903, July.
    42. Paul Gompers & Josh Lerner, 2001. "The Venture Capital Revolution," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 145-168, Spring.
    43. Gompers, Paul A., 1998. "Venture capital growing pains: Should the market diet?," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 1089-1104, August.
    44. Laura Martignon & Ulrich Hoffrage, 2002. "Fast, frugal, and fit: Simple heuristics for paired comparison," Theory and Decision, Springer, vol. 52(1), pages 29-71, February.
    45. Jerker Denrell, 2003. "Vicarious Learning, Undersampling of Failure, and the Myths of Management," Organization Science, INFORMS, vol. 14(3), pages 227-243, June.
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