The Analysis of Mutual Fund Performance: Evidence from U.S. Equity Mutual Funds

textabstractWe study the mutual fund performance for about 45 years. There are several key points that we can withdraw from this dissertation. First, to study the persistence of mutual fund performance, it is important to consider time-varying exposures because when they are ignored, the persistence will be overestimated or underestimated. Second, the popular investment strategy in literature is to use only past performance to select mutual funds. We find that an investor can select superior funds by additionally using fund characteristics (fund turnover ratio and ability). Importantly, this strategy also requires less turnover, which is more appealing from the economic point of view. Third, the average alpha of mutual funds is an indication of whether it pays off to invest in actively managed funds. We show that a substantial part of the variation in the average alpha can be explained by the average expense ratio, the ratio between skilled and unskilled funds, and combining the average turnover ratio with the skill ratio and trading costs. The latter demonstrates that average turnover hurts the average funds performance due to there not being enough skilled funds. Fourth, selecting mutual funds on only alpha or a single style timing skill leads to overestimating the loading on the selected characteristic and a negative bias towards other characteristics. By estimating for each fund simultaneously alpha and style timing skills over its complete ex-ante available history based on daily returns we achieve two important results, namely the estimated alphas and style timing loadings of the top decile are estimated more accurately; and the ex-post performance of the top decile is superior to that of deciles selected on a subset of characteristics, using monthly data or a shorter estimation window.

[1]  Ming Huang,et al.  Does Fund Size Erode Mutual Fund Performance? The Role of Liquidity and Organization , 2004 .

[2]  Seoyoung Kim,et al.  Return Performance Surrounding Reverse Stock Splits: Can Investors Profit? , 2005 .

[3]  Frank J. Fabozzi,et al.  The Investment Performance of U.S. Equity Pension Fund Managers: An Empirical Investigation , 2011 .

[4]  M. Martens,et al.  Persistence in Mutual Fund Performance and Time-Varying Risk Exposures , 2009 .

[5]  M. Martens,et al.  Mutual Fund Style Timing Skills and Alpha , 2009 .

[6]  Richard K. Crump,et al.  Nonparametric Tests for Treatment Effect Heterogeneity , 2006, The Review of Economics and Statistics.

[7]  William N. Goetzmann,et al.  COGNITIVE DISSONANCE AND MUTUAL FUND INVESTORS , 1997 .

[8]  Martin J. Gruber,et al.  Another Puzzle: The Growth in Actively Managed Mutual Funds , 1996 .

[9]  David Webster Mutual Fund Performance and Fund Age , 2002 .

[10]  William N. Goetzmann,et al.  Survivorship Bias in Performance Studies , 1992 .

[11]  M. Martens,et al.  MUTUAL FUNDS SELECTION BASED ON FUNDS CHARACTERISTICS , 2010 .

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

[13]  M. C. Jensen,et al.  Risk, the Pricing of Capital Assets, and the Evaluation of Investment Portfolios , 1969 .

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

[15]  Sheridan Titman,et al.  Mutual Fund Performance: An Analysis of Quarterly Portfolio Holdings , 1989 .

[16]  Burton G. Malkiel,et al.  Reflections on the Efficient Market Hypothesis: 30 Years Later , 2005 .

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

[18]  Geoffrey C. Friesen,et al.  Mutual Fund Flows and Investor Returns: An Empirical Examination of Fund Investor Timing Ability , 2007 .

[19]  Russ Wermers,et al.  Can Mutual Fund 'Stars' Really Pick Stocks? New Evidence from a Bootstrap Analysis , 2005 .

[20]  C. S. Jones,et al.  Mutual Fund Performance with Learning Across Funds , 2002 .

[21]  The Impact of the Short-Short Rule Repeal on the Timing Ability of Mutual Funds , 2008 .

[22]  R. M. Korkie,et al.  What's a Portfolio Manager Worth? , 2002 .

[23]  J. Lintner THE VALUATION OF RISK ASSETS AND THE SELECTION OF RISKY INVESTMENTS IN STOCK PORTFOLIOS AND CAPITAL BUDGETS , 1965 .

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

[25]  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.

[26]  K. French,et al.  Presidential Address: The Cost of Active Investing , 2008 .

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

[28]  B. Malkiel Passive Investment Strategies and Efficient Markets , 2003 .

[29]  The Dynamics of Average Mutual Fund Alphas , 2009 .

[30]  Marcin T. Kacperczyk,et al.  On the Industry Concentration of Actively Managed Equity Mutual Funds , 2004 .

[31]  Sheridan Titman,et al.  A Study of Monthly Mutual Fund Returns and Performance Evaluation Techniques , 1994, Journal of Financial and Quantitative Analysis.

[32]  William N. Goetzmann,et al.  Do Winners Repeat? , 1994 .

[33]  Stanley J. Kon The Market-Timing Performance of Mutual Fund Managers , 1983 .

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

[35]  Bruce D. Grundy,et al.  Understanding the Nature of the Risks and the Source of the Rewards to Momentum Investing , 1998 .

[36]  Jonathan D. Taylor Risk-taking behavior in mutual fund tournaments , 2003 .

[37]  Daniel J. Larocco Do Mutual Funds Time the Market? Evidence from Portfolio Holdings , 2008 .

[38]  Don M. Chance,et al.  The performance of professional market timers: daily evidence from executed strategies , 2001 .

[39]  Richard C. Grinold,et al.  The fundamental law of active management , 1989 .

[40]  Stanley J. Kon,et al.  Estimation of Time-Varying Systematic Risk and Performance for Mutual Fund Portfolios: An Application of Switching Regression , 1978 .

[41]  E. Fama,et al.  Risk, Return, and Equilibrium: Empirical Tests , 1973, Journal of Political Economy.