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Nonlinearity and smoothing in venture capital performance data

Author

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  • McKenzie, Michael
  • Satchell, Stephen
  • Wongwachara, Warapong

Abstract

Performance indices for illiquid investments are known to suffer from returns smoothing, and the purpose of this paper is to investigate the presence and nature of such smoothing in the context of venture capital. We find that while the standard techniques may or may not indicate the presence of smoothing, significant evidence of smoothing exists when a nonlinear regime-dependent model is specified. Further, the model suggests the presence of regime-specific responsiveness of venture capital returns whereby different weights are placed on newly arrived information in different regimes.

Suggested Citation

  • McKenzie, Michael & Satchell, Stephen & Wongwachara, Warapong, 2012. "Nonlinearity and smoothing in venture capital performance data," Journal of Empirical Finance, Elsevier, vol. 19(5), pages 782-795.
    • Handle: RePEc:eee:empfin:v:19:y:2012:i:5:p:782-795
    DOI: 10.1016/j.jempfin.2012.08.004
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    1. Getmansky, Mila & Lo, Andrew W. & Makarov, Igor, 2004. "An econometric model of serial correlation and illiquidity in hedge fund returns," Journal of Financial Economics, Elsevier, vol. 74(3), pages 529-609, December.
    2. Christof Beuselinck & Marc Deloof & Sophie Manigart, 2008. "Private Equity Investments and Disclosure Policy," European Accounting Review, Taylor & Francis Journals, vol. 17(4), pages 607-639.
    3. Hansen, Bruce E, 1996. "Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis," Econometrica, Econometric Society, vol. 64(2), pages 413-430, March.
    4. Arthur Korteweg & Morten Sorensen, 2010. "Risk and Return Characteristics of Venture Capital-Backed Entrepreneurial Companies," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3738-3772, October.
    5. Andrew C. Harvey, 1990. "The Econometric Analysis of Time Series, 2nd Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 026208189x, April.
    6. Fisher, Jeffrey D & Geltner, David M & Webb, R Brian, 1994. "Value Indices of Commercial Real Estate: A Comparison of Index Construction Methods," The Journal of Real Estate Finance and Economics, Springer, vol. 9(2), pages 137-164, September.
    7. Tanaka, Katsuto & Satchell, S.E., 1989. "Asymptotic Properties of the Maximum-Likelihood and Nonlinear Least-Squares Estimators for Noninvertible Moving Average Models," Econometric Theory, Cambridge University Press, vol. 5(3), pages 333-353, December.
    8. Bollen, Nicolas P. B. & Pool, Veronika K., 2008. "Conditional Return Smoothing in the Hedge Fund Industry," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(2), pages 267-298, June.
    9. Pham, Tuan D. & Tran, Lanh T., 1985. "Some mixing properties of time series models," Stochastic Processes and their Applications, Elsevier, vol. 19(2), pages 297-303, April.
    10. Knight John & Satchell Stephen, 2011. "Some New Results for Threshold AR(1) Models," Journal of Time Series Econometrics, De Gruyter, vol. 3(2), pages 1-42, April.
    11. Geltner, David Michael, 1991. "Smoothing in Appraisal-Based Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 4(3), pages 327-345, September.
    12. Hwang Min & Quigley John M. & Woodward Susan E., 2005. "An Index For Venture Capital, 1987-2003," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 4(1), pages 1-43, November.
    13. Pesaran, M Hashem & Timmermann, Allan, 1995. "Predictability of Stock Returns: Robustness and Economic Significance," Journal of Finance, American Finance Association, vol. 50(4), pages 1201-1228, September.
    14. Douglas Cumming & Uwe Walz, 2010. "Private equity returns and disclosure around the world," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(4), pages 727-754, May.
    15. Pesaran, M. Hashem & Timmermann, Allan, 2002. "Market timing and return prediction under model instability," Journal of Empirical Finance, Elsevier, vol. 9(5), pages 495-510, December.
    16. Cumming, Douglas J. & MacIntosh, Jeffrey G., 2003. "A cross-country comparison of full and partial venture capital exits," Journal of Banking & Finance, Elsevier, vol. 27(3), pages 511-548, March.
    17. Dimson, Elroy, 1979. "Risk measurement when shares are subject to infrequent trading," Journal of Financial Economics, Elsevier, vol. 7(2), pages 197-226, June.
    18. Nicolas P.B. Bollen & Robert E. Whaley, 2009. "Hedge Fund Risk Dynamics: Implications for Performance Appraisal," Journal of Finance, American Finance Association, vol. 64(2), pages 985-1035, April.
    19. Cochrane, John H., 2005. "The risk and return of venture capital," Journal of Financial Economics, Elsevier, vol. 75(1), pages 3-52, January.
    20. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    21. David M. Geltner, 1993. "Estimating Market Values from Appraised Values without Assuming an Efficient Market," Journal of Real Estate Research, American Real Estate Society, vol. 8(3), pages 325-346.
    22. Hansen Bruce E., 1997. "Inference in TAR Models," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 2(1), pages 1-16, April.
    23. Susan E. Woodward & Robert E. Hall, 2004. "Benchmarking the Returns to Venture," NBER Working Papers 10202, National Bureau of Economic Research, Inc.
    24. Douglas Cumming, 2008. "Contracts and Exits in Venture Capital Finance," The Review of Financial Studies, Society for Financial Studies, vol. 21(5), pages 1947-1982, September.
    25. N/A, 1991. "Appraisal," National Institute Economic Review, National Institute of Economic and Social Research, vol. 138(1), pages 3-5, November.
    26. Douglas J. Cumming & Jeffrey G. MacIntosh, 2007. "Mutual funds that invest in private equity? An analysis of labour-sponsored investment funds," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 31(3), pages 445-487, May.
    27. Cumming, Douglas & Dai, Na, 2010. "Local bias in venture capital investments," Journal of Empirical Finance, Elsevier, vol. 17(3), pages 362-380, June.
    28. Cumming, Douglas & Dai, Na, 2011. "Fund size, limited attention and valuation of venture capital backed firms," Journal of Empirical Finance, Elsevier, vol. 18(1), pages 2-15, January.
    29. Michael D. McKenzie & William H. Janeway, 2011. "Venture capital funds and the public equity market," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 51(3), pages 764-786, September.
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    Cited by:

    1. McKenzie, Michael & Satchell, Stephen & Wongwachara, Warapong, 2014. "Converting true returns into reported returns: A general theory of linear smoothing and anti-smoothing," Journal of Empirical Finance, Elsevier, vol. 28(C), pages 215-229.
    2. Loic Mar'echal & Alain Mermoud & Dimitri Percia David & Mathias Humbert, 2024. "Measuring the performance of investments in information security startups: An empirical analysis by cybersecurity sectors using Crunchbase data," Papers 2402.04765, arXiv.org, revised Feb 2024.

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    More about this item

    Keywords

    Regime switching; Threshold autoregressive model; Venture capital returns;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage

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