Journal of Empirical Finance (forthcoming) Theory and Evidence from Long/short Equity Hedge Funds

Theory suggests that long/short equity hedge funds’ returns come from directional as well as spread bets on the stock market. Empirical analysis finds persistent net exposures to the spread between small versus large cap stocks in addition to the overall market. Together, these factors account for more than 80 percent of return variation. Additional factors are price momentum and market activity. Combining two major branches of hedge fund research, our model is the first that explicitly incorporates the effect of funding (stock loan) on alpha. Using a comprehensive data set compiled from three major database sources, we find that among the three thousand plus hedge funds with similar style classification, less than twenty percent of long/short equity hedge funds delivered significant, persistent, stable positive non-factor related returns. Consistent with the predictions of the Berk and Green (2004) model we find alpha producing funds decays to “beta-only” over time. However, we do not find evidence of a negative effect of fund size on managers’ ability to deliver alpha. Finally, we show that non-factor related returns, or alpha, are positively correlated to market activity and negatively correlated to aggregate short interest. In contrast, equity mutual funds and long-bias equity hedge funds have no significant, persistent, non-factor related return. Expressed differently, L/S equity hedge funds, as the name suggests, do benefit from shorting. Besides differences in risk taking behavior, this is a key feature distinguishing L/S funds from long-bias funds.

[1]  David Hsieh,et al.  Hedge Fund Benchmarks: A Risk-Based Approach , 2004, Financial Analysts Journal.

[2]  David A. Hsieh,et al.  A heteroscedasticity-consistent covariance matrix estimator for time series regressions , 1983 .

[3]  W. Sharpe Asset allocation , 1992 .

[4]  Richard W. McEnally,et al.  The Performance of Hedge Funds: Risk, Return, and Incentives , 1999 .

[5]  David A. Hsieh,et al.  Extracting Portable Alphas From Equity Long-Short Hedge Funds , 2004 .

[6]  Yilin Wu,et al.  An Empirical Investigation of Short Interest Changes around Private Placements of Common Stocks , 2010 .

[7]  V. Agarwal,et al.  Risks and Portfolio Decisions Involving Hedge Funds , 2004 .

[8]  Keith H. Black Do Hedge Funds Deliver Alpha? A Bayesian and Bootstrap Analysis , 2007 .

[9]  Stephen M. Horan Short Interest, Institutional Ownership, and Stock Returns , 2006 .

[10]  Markus K. Brunnermeier,et al.  Market Liquidity and Funding Liquidity , 2005 .

[11]  C. Peake,et al.  Hedge Funds: Performance, Risk, and Capital Formation , 2009 .

[12]  Narasimhan Jegadeesh,et al.  Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency , 1993 .

[13]  Christopher J. Malloy,et al.  Supply and Demand Shifts in the Shorting Market , 2005 .

[14]  Markus K. Brunnermeier,et al.  Hedge Funds and the Technology Bubble , 2003 .

[15]  M. Gopalan Short Constraints, Difference of Opinion and Stock Returns , 2003 .

[16]  Christopher J. Malloy,et al.  Differences of Opinion and the Cross Section of Stock Returns , 2002 .

[17]  E. Miller Risk, Uncertainty, and Divergence of Opinion , 1977 .

[18]  David Hsieh,et al.  Performance Characteristics of Hedge Funds and Commodity Funds: Natural vs. Spurious Biases , 2000, Journal of Financial and Quantitative Analysis.

[19]  Joseph P. Romano,et al.  The stationary bootstrap , 1994 .

[20]  David A. Hsieh,et al.  Measurement Biases in Hedge Fund Performance Data: An Update , 2009 .

[21]  L. Pedersen,et al.  Asset Pricing with Liquidity Risk , 2003 .

[22]  G. Chow Tests of equality between sets of coefficients in two linear regressions (econometrics voi 28 , 1960 .

[23]  A. Shleifer,et al.  The Limits of Arbitrage , 1995 .

[24]  William N. Goetzmann,et al.  High-Water Marks and Hedge Fund Management Contracts , 2001 .

[25]  Mark M. Carhart On Persistence in Mutual Fund Performance , 1997 .

[26]  M. Spiegel,et al.  Cross-Sectional Variation in Stock Returns: Liquidity and Idiosyncratic Risk , 2005 .

[27]  S. Morris Speculative Investor Behavior and Learning , 1996 .

[28]  Bing Liang Hedge Funds: The Living and the Dead , 2000, Journal of Financial and Quantitative Analysis.

[29]  G. D'Avolio,et al.  The Market for Borrowing Stock , 2002 .

[30]  W. Fung,et al.  Empirical Characteristics of Dynamic Trading Strategies: The Case of Hedge Funds , 1997 .

[31]  W. Fung,et al.  The Risk in Hedge Fund Strategies: Theory and Evidence from Trend Followers , 2001 .

[32]  Ravi Jagannathan,et al.  A contingent claim approach to performance evaluation , 1993 .

[33]  David M. Kreps,et al.  Speculative Investor Behavior in a Stock Market with Heterogeneous Expectations , 1978 .

[34]  H. White A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity , 1980 .

[35]  Wei Xiong,et al.  Contagion as a Wealth Effect , 2001 .

[36]  Clifford S. Asness,et al.  Do Hedge Funds Hedge? , 2001 .

[37]  Igor Makarov,et al.  An econometric model of serial correlation and illiquidity in hedge fund returns , 2004 .