Can Mutual Fund 'Stars' Really Pick Stocks? New Evidence from a Bootstrap Analysis

We apply an innovative bootstrap statistical technique to examine the performance of the U.S. equity mutual fund industry during the 1962 to 1994 period. Using this new method, we bootstrap the distribution of the performance measure (the “alpha”) across mutual funds to determine whether funds with the best alphas are simply lucky, or whether managers of these funds possess genuine stockpicking skills—this bootstrap technique is necessary because of the complicated form of the distribution of alphas across funds and the non-normal nature of individual funds’ alphas. Our results indicate that, controlling for luck, fund managers that pick stocks well enough to more than cover their costs do exist. That is, the distribution of alphas computed from bootstrapped fund returns (and assuming that no stockpicking talent exists) has a much smaller right tail than the distribution of alphas computed from actual fund returns. Unfortunately for investors, our bootstrap results also show strong evidence of funds with significant inferior performance. Further, our evidence suggests that stockpicking skills are most clearly evident among growth-fund managers. In general, our study supports the value of active mutual fund management, although it also highlights the drawbacks of funds actively managed by those who cannot pick stocks.

[1]  Glenn Ellison,et al.  Risk Taking by Mutual Funds as a Response to Incentives , 1995, Journal of Political Economy.

[2]  Joel L. Horowitz,et al.  Bootstrap Methods for Markov Processes , 2003 .

[3]  David Blake,et al.  Mutual Fund Performance: Evidence from the UK , 1998 .

[4]  Stephen A. Ross,et al.  On Timing and Selectivity , 1986 .

[5]  P. Hall On the Bootstrap and Confidence Intervals , 1986 .

[6]  R. Jagannathan,et al.  The Conditional CAPM and the Cross-Section of Expected Returns , 1996 .

[7]  Athanasios S Margellos The conditional CAPM and the cross section of expected returns : evidence for the Canadian market , 1998 .

[8]  R. Wermers,et al.  Momentum Investment Strategies of Mutual Funds , Performance Persistence , and Survivorship Bias , 1997 .

[9]  Jay Shanken,et al.  Intertemporal asset pricing: An Empirical Investigation , 1990 .

[10]  S. Titman,et al.  Momentum Investment Strategies, Portfolio Performance, and Herding: A Study of Mutual Fund Behavior , 1994 .

[11]  Roger M. Edelen Investor flows and the assessed performance of open-end mutual funds , 1999 .

[12]  L. Glosten,et al.  Economic Significance of Predictable Variations in Stock Index Returns , 1989 .

[13]  R. Wermers,et al.  Mutual Fund Herding and the Impact on Stock Prices , 1998 .

[14]  Jeffrey A. Busse Volatility Timing in Mutual Funds: Evidence from Daily Returns , 1999 .

[15]  E. Fama,et al.  Common risk factors in the returns on stocks and bonds , 1993 .

[16]  L. A. Leger UK investment trusts: performance, timing and selectivity , 1997 .

[17]  Barr Rosenberg and Vinay Marathe.,et al.  Tests of Capital Asset Pricing Hypotheses , 1975 .

[18]  W. Ferson,et al.  Conditioning Manager Alphas on Economic Information: Another Look at the Persistence of Performance , 1996 .

[19]  Fischer Black,et al.  How to Use Security Analysis to Improve Portfolio Selection , 1973 .

[20]  H. White,et al.  A Reality Check for Data Snooping , 2000 .

[21]  Russ Wermers,et al.  The Value of Active Mutual Fund Management: An Examination of the Stockholdings and Trades of Fund Managers , 2000, Journal of Financial and Quantitative Analysis.

[22]  Russ Wermers,et al.  Is Money Really 'Smart'? New Evidence on the Relation between Mutual Fund Flows, Manager Behavior, and Performance Persistence , 2003 .

[23]  P. J. Green,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[24]  David K. Musto,et al.  Mutual Fund Survivorship , 1997 .

[25]  Glenn Ellison,et al.  Are some mutual fund managers better than others , 1999 .

[26]  Melvyn Teo,et al.  Persistence in Style-Adjusted Mutual Fund Returns , 2001 .

[27]  Jessica A. Wachter,et al.  Should Investors Avoid All Actively Managed Mutual Funds? A Study in Bayesian Performance Evaluation , 2001 .

[28]  Laurie Prather,et al.  Mutual Fund Characteristics, Managerial Attributes and Fund Performance , 2004 .

[29]  Sheridan Titman,et al.  On Persistence in Mutual Fund Performance , 1997 .

[30]  C. D. Kemp,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[31]  Campbell R. Harvey,et al.  The Risk and Predictability of International Equity Returns , 1993 .

[32]  Kent D. Daniel,et al.  Measuring mutual fund performance with characteristic-based benchmarks , 1997 .

[33]  Klaas Baks,et al.  On the performance of mutual fund managers , 2002 .

[34]  W. Newey,et al.  A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelationconsistent Covariance Matrix , 1986 .

[35]  M. C. Jensen The Performance of Mutual Funds in the Period 1945-1964 , 1967 .

[36]  Jeffrey A. Busse,et al.  Short-Term Persistence in Mutual Fund Performance , 2005 .

[37]  E. Mammen The Bootstrap and Edgeworth Expansion , 1997 .

[38]  Eric Ghysels,et al.  On Stable Factor Structures in the Pricing of Risk: Do Time-Varying Betas Help or Hurt? , 1998 .

[39]  R. Kalra,et al.  Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses , 2001 .

[40]  Wayne E. Ferson,et al.  Measuring Fund Strategy and Performance in Changing Economic Conditions , 1996 .

[41]  Ľuboš Pástor,et al.  Credit Suisse Asset Management , 2000 .

[42]  Anat R. Admati,et al.  Measuring Investment Performance in a Rational Expectations Equilibrium Model , 1985 .

[43]  Roy. Henriksson,et al.  Market Timing and Mutual Fund Performance: An Empirical Investigation , 1984 .

[44]  Alan J. Marcus,et al.  The Magellan Fund and market efficiency , 1990 .

[45]  Martin J. Gruber,et al.  Another puzzle: the growth in actively managed mutual funds , 1996, Annals of Operations Research.

[46]  A. Timmermann,et al.  Predictability of Stock Returns: Robustness and Economic Significance , 1995 .

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

[48]  J. Cochrane A Cross-Sectional Test of a Production-Based Asset Pricing Model , 1992 .

[49]  David K. Musto,et al.  How Investors Interpret Past Fund Returns , 2000 .

[50]  Sheridan Titman,et al.  Portfolio Performance Evaluation: Old Issues and New Insights , 1989 .

[51]  Michael A. Martin On the bootstrap and confidence intervals , 1989 .

[52]  B. Efron Better Bootstrap Confidence Intervals , 1987 .