1932

Abstract

This article reviews empirical methods to assess risk and return in private equity. I discuss data and econometric issues for fund-level, deal-level, and publicly traded partnerships data. Risk-adjusted return estimates vary substantially by method, time period, and data source. The weight of evidence suggests that, relative to a similarly risky investment in the stock market, the average venture capital (VC) fund earned positive risk-adjusted returns before the turn of the millennium, but net-of-fee returns have been zero or even negative since. Average leveraged buyout (BO) investments have generally earned positive risk-adjusted returns both before and after fees, compared with a levered stock portfolio. Based on an expanded set of risk factors from the literature, VC resembles a small-growth investment, while BO loads mostly on value. I also discuss the empirical evidence on liquidity and idiosyncratic volatility risks.

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2019-12-26
2024-12-14
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Literature Cited

  1. Acharya VV, Gottschalg OF, Hahn M, Kehoe C 2013. Corporate governance and value creation: evidence from private equity. Rev. Financ. Stud. 26:368–402
    [Google Scholar]
  2. Andonov A, Kräussl R, Rauh JD 2019. The subsidy to infrastructure as an asset class Work. Pap Univ. Amsterdam/Univ. Luxembourg/Stanford Univ.
    [Google Scholar]
  3. Ang A, Chen B, Goetzmann WN, Phalippou L 2018. Estimating private equity returns from limited partner cash flows. J. Finance 73:1751–83
    [Google Scholar]
  4. Ang A, Hodrick RJ, Xing Y, Zhang X 2006. The cross-section of volatility and expected returns. J. Finance 61:259–99
    [Google Scholar]
  5. Ang A, Liu J. 2004. How to discount cashflows with time-varying expected returns. J. Finance 59:2745–83
    [Google Scholar]
  6. Anson MJP. 2002. Managed pricing and the rule of conservatism in private equity portfolios. J. Priv. Equity 5:18–30
    [Google Scholar]
  7. Anson MJP. 2007. Performance measurement in private equity: another look. J. Priv. Equity 10:7–21
    [Google Scholar]
  8. Axelson U, Jenkinson T, Stromberg P, Weisbach MS 2013. Borrow cheap, buy high: the determinants of leverage and pricing in buyouts. J. Finance 68:2223–67
    [Google Scholar]
  9. Axelson U, Sorensen M, Stromberg P 2014. Alpha and beta of buyout deals: a jump CAPM for long-term illiquid investments Work. Pap London Sch: Econ./Columbia Bus. Sch./Stockholm Sch. Econ.
    [Google Scholar]
  10. Bailey MJ, Muth RF, Nourse HO 1963. A regression method for real estate price index construction. J. Am. Stat. Assoc. 58:933–42
    [Google Scholar]
  11. Barber BM, Yasuda A. 2017. Interim fund performance and fundraising in private equity. J. Financ. Econ. 124:172–94
    [Google Scholar]
  12. Berk JB, Green RC. 2004. Mutual fund flows and performance in rational markets. J. Political Econ. 112:1269–95
    [Google Scholar]
  13. Bollen NPB, Sensoy BA. 2016. How much for a haircut? Illiquidity, secondary markets, and the value of private equity Work. Pap Vanderbilt Univ Nashville, TN:
    [Google Scholar]
  14. Boyer B, Nadauld TD, Vorkink KP, Weisbach MS 2018. Private equity indices based on secondary market transactions NBER Work. Pap 25207
    [Google Scholar]
  15. Braun R, Jenkinson T, Stoff I 2017. How persistent is private equity performance? Evidence from deal-level data. J. Financ. Econ. 123:273–91
    [Google Scholar]
  16. Brennan MJ. 1997. The term structure of discount rates. Financ. Manag. 26:81–90
    [Google Scholar]
  17. Brown GW, Gredil O, Kaplan SN 2019. Do private equity funds manipulate reported returns. J. Financ. Econ. 132:267–97
    [Google Scholar]
  18. Buchner A. 2016. Risk-adjusting the returns of private equity using the CAPM and multi-factor extensions. Finance Res. Lett. 16:154–61
    [Google Scholar]
  19. Buchner A, Stucke R. 2014. The systematic risk of private equity Work. Pap Univ. Passau/Univ Oxford:
    [Google Scholar]
  20. Case KE, Shiller RJ. 1987. Prices of single-family homes since 1970: new indexes for four cities. N. Engl. Econ. Rev. 1987:46–56
    [Google Scholar]
  21. Case KE, Shiller RJ. 1989. The efficiency of the market for single-family homes. Am. Econ. Rev. 79:125–37
    [Google Scholar]
  22. Cochrane JH. 2005a. The risk and return of venture capital. J. Financ. Econ. 75:3–52
    [Google Scholar]
  23. Cochrane JH. 2005b. Asset Pricing Princeton, NJ: Princeton Univ. Press Revis. ed.
    [Google Scholar]
  24. Constantinides GM. 1980. Admissible uncertainty in the intertemporal asset pricing model. J. Financ. Econ. 8:71–86
    [Google Scholar]
  25. Dimson E. 1979. Risk measurement when shares are subject to infrequent trading. J. Financ. Econ. 7:197–226
    [Google Scholar]
  26. Driessen J, Lin T-C, Phalippou L 2012. A new method to estimate risk and return of nontraded assets from cash flows: the case of private equity funds. J. Financ. Quant. Anal. 47:511–35
    [Google Scholar]
  27. Emery K. 2003. Private equity risk and reward: assessing the stale pricing problem. J. Priv. Equity 6:43–50
    [Google Scholar]
  28. Ewens M, Gorbenko A, Korteweg A 2019. Venture capital contracts Work. Pap Calif. Inst. Technol./Univ South. Calif.:
    [Google Scholar]
  29. Ewens M, Jones CM, Rhodes-Kropf M 2013. The price of diversifiable risk in venture capital and private equity. Rev. Financ. Stud. 26:1854–89
    [Google Scholar]
  30. Ewens M, Rhodes-Kropf M. 2015. Is a VC partnership greater than the sum of its partners. J. Finance 70:1081–113
    [Google Scholar]
  31. Fama EF, French KR. 1993. Common risk factors in the returns on stocks and bonds. J. Financ. Econ. 33:3–56
    [Google Scholar]
  32. Fang L, Ivashina V, Lerner J 2015. The disintermediation of financial markets: direct investing in private equity. J. Financ. Econ. 116:160–78
    [Google Scholar]
  33. Franzoni F, Nowak E, Phalippou L 2012. Private equity performance and liquidity risk. J. Finance 67:2341–73
    [Google Scholar]
  34. Gatzlaff DH, Haurin DR. 1997. Sample selection bias and repeat-sales index estimates. J. Real Estate Finance Econ. 14:33–50
    [Google Scholar]
  35. Gatzlaff DH, Haurin DR. 1998. Sample selection and biases in local house value indices. J. Urban Econ. 43:199–222
    [Google Scholar]
  36. Giacoletti M, Westrupp V. 2018. The risk-adjusted performance of asset flippers Work. Pap Univ South. Calif./AQR:
    [Google Scholar]
  37. Goetzmann WN. 1992. The accuracy of real estate indices: repeat sale estimators. J. Real Estate Finance Econ. 5:5–53
    [Google Scholar]
  38. Goetzmann WN, Peng L. 2006. Estimating house price indexes in the presence of seller reservation prices. Rev. Econ. Stat. 88:100–12
    [Google Scholar]
  39. Gompers PA, Gornall W, Kaplan SN, Strebulaev IA 2019. How do venture capitalists make decisions?. J. Financ. Econ. In press
    [Google Scholar]
  40. Gompers PA, Kaplan SN, Mukharlyamov V 2016. What do private equity firms say they do?. J. Financ. Econ. 121:449–76
    [Google Scholar]
  41. Gompers PA, Lerner J. 1997. Risk and reward in private equity investments: the challenge of performance assessment. J. Priv. Equity 1:5–12
    [Google Scholar]
  42. Gornall W, Strebulaev IA. 2019. Squaring venture capital valuations with reality. J. Financ. Econ. In press
    [Google Scholar]
  43. Gredil O, Griffiths BE, Stucke R 2014. Benchmarking private equity: the direct alpha method Work. Pap., Tulane Univ./Landmark Partners/Univ Oxford:
    [Google Scholar]
  44. Gredil O, Sorensen M, Waller W 2018. Evaluating private equity performance using stochastic discount factors Work. Pap. Tulane Univ./Copenhagen Bus. Sch.
    [Google Scholar]
  45. Groh AP, Gottschalg O. 2011. The effect of leverage on the cost of capital of US buyouts. J. Bank. Finance 35:2099–110
    [Google Scholar]
  46. Gupta A, van Nieuwerburgh S 2018. Valuing private equity investments strip by strip Work. Pap NYU New York:
    [Google Scholar]
  47. Hall RE, Woodward SE. 2010. The burden of the nondiversifiable risk of entrepreneurship. Am. Econ. Rev. 100:1163–94
    [Google Scholar]
  48. Harris RS, Jenkinson T, Kaplan SN 2014. Private equity performance: What do we know. J. Finance 69:1851–82
    [Google Scholar]
  49. Harris RS, Jenkinson T, Kaplan SN, Stucke R 2014. Has persistence persisted in private equity? Evidence from buyout and venture capital funds Work. Pap Univ. Va./Univ Chicago/Univ. Oxford:
    [Google Scholar]
  50. Harris RS, Jenkinson T, Kaplan SN, Stucke R 2018. Financial intermediation in private equity: How well do funds of funds perform. J. Financ. Econ. 129:287–305
    [Google Scholar]
  51. Haurin DR, Hendershott PH. 1991. House price indexes: issues and results. Real Estate Econ 19:259–69
    [Google Scholar]
  52. Heckman JJ. 1979. Sample selection bias as a specification error. Econometrica 47:153–61
    [Google Scholar]
  53. Higson C, Stucke R. 2012. The performance of private equity Work. Pap London Bus: Sch./Univ. Oxford
    [Google Scholar]
  54. Hochberg YV, Ljungqvist A, Vissing-Jorgensen A 2014. Informational holdup and performance persistence in venture capital. Rev. Financ. Stud. 27:102–52
    [Google Scholar]
  55. Hwang M, Quigley JM. 2004. Selectivity, quality adjustment and mean reversion in the measurement of house values. J. Real Estate Finance Econ. 28:161–78
    [Google Scholar]
  56. Hwang M, Quigley JM, Woodward SE 2005. An index for venture capital, 1987–2003. Contrib. Econ. Anal. Policy 4:1–43
    [Google Scholar]
  57. Jegadeesh N, Kräussl R, Pollet JM 2015. Risk and expected returns of private equity investments: evidence based on market prices. Rev. Financ. Stud. 28:3269–302
    [Google Scholar]
  58. Jenkinson T, Sousa M, Stucke R 2013. How fair are the valuations of private equity funds? Work. Pap Univ. Oxford Oxford, UK:
    [Google Scholar]
  59. Jud GD, Seaks TG. 1994. Sample selection bias in estimating housing sales prices. J. Real Estate Res. 9:289–98
    [Google Scholar]
  60. Kaplan SN. 1989. The effects of management buyouts on operating performance and value. J. Financ. Econ. 24:217–54
    [Google Scholar]
  61. Kaplan SN, Schoar A. 2005. Private equity performance: returns, persistence, and capital flows. J. Finance 60:1791–823
    [Google Scholar]
  62. Kaplan SN, Sensoy BA. 2015. Private equity performance: a survey. Annu. Rev. Financ. Econ. 7:597–614
    [Google Scholar]
  63. Kocis JM, Bachman JC, Long AM, Nickels CJ 2009. Inside Private Equity Hoboken, NJ: Wiley
    [Google Scholar]
  64. Korteweg A, Kräussl R, Verwijmeren P 2016. Does it pay to invest in art? A selection-corrected returns perspective. Rev. Financ. Stud. 29:1007–38
    [Google Scholar]
  65. Korteweg A, Nagel S. 2016. Risk-adjusting the returns to venture capital. J. Finance 71:1437–70
    [Google Scholar]
  66. Korteweg A, Nagel S. 2018. Risk-adjusted returns of private equity funds: a new approach Work. Pap Univ South. Calif./Univ. Chicago:
    [Google Scholar]
  67. Korteweg A, Sorensen M. 2010. Risk and return characteristics of venture capital–backed entrepreneurial companies. Rev. Financ. Stud. 23:3738–72
    [Google Scholar]
  68. Korteweg A, Sorensen M. 2016. Estimating loan-to-value distributions. Real Estate Econ 44:41–86
    [Google Scholar]
  69. Korteweg A, Sorensen M. 2017. Skill and luck in private equity performance. J. Financ. Econ. 124:535–62
    [Google Scholar]
  70. Lerner J, Schoar A, Mao J, Zhang NR 2018. Investing outside the box: evidence from alternative vehicles in private capital NBER Work. Pap 24941
    [Google Scholar]
  71. Ljungqvist A, Richardson M. 2003. The cash flow, return and risk characteristics of private equity NBER Work. Pap 9454
    [Google Scholar]
  72. Long AM, Nickels CJ. 1996. A private investment benchmark Work. Pap Univ. Tex. Invest. Manag. Co Austin:
    [Google Scholar]
  73. McCourt M. 2018. Estimating skill in private equity performance using market data Work. Pap Univ Melbourne, Melbourne, Aust.:
    [Google Scholar]
  74. McKenzie M, Janeway W. 2008. Venture capital fund performance and the IPO market Work. Pap Univ. Cambridge Cambridge, UK:
    [Google Scholar]
  75. Moskowitz TJ, Vissing-Jorgensen A. 2002. The returns to entrepreneurial investment: a private equity premium puzzle. Am. Econ. Rev. 92:745–78
    [Google Scholar]
  76. Munneke HJ, Slade BA. 2000. An empirical study of sample-selection bias in indices of commercial real estate. J. Real Estate Finance Econ. 21:45–64
    [Google Scholar]
  77. Munneke HJ, Slade BA. 2001. A metropolitan transaction-based commercial price index: a time-varying parameter approach. Real Estate Econ 29:55–84
    [Google Scholar]
  78. NACUBO (Natl. Assoc. Coll. Univ. Bus. Off.) 2016. 2016 NACUBO–Commonfund Study of Endowments Final Rep., NACUBO Washington, DC:
    [Google Scholar]
  79. Nadauld TD, Sensoy BA, Vorkink K, Weisbach MS 2019. The liquidity cost of private equity investments: evidence from secondary market transactions. J. Financ. Econ. 132:158–81
    [Google Scholar]
  80. Pastor L, Stambaugh RF. 2003. Liquidity risk and expected stock returns. J. Political Econ. 111:642–85
    [Google Scholar]
  81. Peng L. 2001. Building a venture capital index Work. Pap Univ Colo., Boulder:
    [Google Scholar]
  82. Pensions & Investments 2017. Assets of top funds up 6.2% to $9.4 trillion. Defined Benefit Blog Febr 6 https://www.pionline.com/article/20170206/PRINT/302069976/assets-of-top-funds-up-6-2-to-9-4-trillion
    [Google Scholar]
  83. Peters RH. 2018. Volatility and venture capital Work. Pap Tulane Univ New Orleans:
    [Google Scholar]
  84. Phalippou L. 2014. Performance of buyout funds revisited. Rev. Finance 18:189–218
    [Google Scholar]
  85. Phalippou L, Gottschalg O. 2009. The performance of private equity funds. Rev. Financ. Stud. 22:1747–76
    [Google Scholar]
  86. Phalippou L, Rauch C, Umber M 2018. Private equity portfolio company fees. J. Financ. Econ. 129:559–85
    [Google Scholar]
  87. Robinson DT, Sensoy BA. 2016. Cyclicality, performance measurement, and cash flow liquidity in private equity. J. Financ. Econ. 122:521–43
    [Google Scholar]
  88. Rubinstein M. 1976. The strong case for the generalized logarithmic utility model as the premier model of financial markets. J. Finance 31:551–71
    [Google Scholar]
  89. Sorensen M, Jagannathan R. 2015. The public market equivalent and private equity performance. Financ. Anal. J. 71:43–50
    [Google Scholar]
  90. Sorensen M, Wang N, Yang J 2014. Valuing private equity. Rev. Financ. Stud. 27:1977–2021
    [Google Scholar]
  91. Stafford E. 2017. Replicating private equity with value investing, homemade leverage, and hold-to-maturity accounting Work. Pap Harvard Bus. Sch Boston:
    [Google Scholar]
  92. Stucke R. 2011. Updating history Work. Pap Univ Oxford, Oxford, UK:
    [Google Scholar]
  93. Wallace NE, Meese RA. 1997. The construction of residential housing price indices: a comparison of repeat-sales, hedonic-regression, and hybrid approaches. J. Real Estate Finance Econ. 14:51–73
    [Google Scholar]
  94. Woodward SE. 2009. Measuring risk for venture capital and private equity portfolios Work. Pap Sand Hill Econom Palo Alto, CA:
    [Google Scholar]
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