Understanding momentum and reversal

Abstract Stock momentum, long-term reversal, and other past return characteristics that predict future returns also predict future realized betas, suggesting these characteristics capture time-varying risk compensation. We formalize this argument with a conditional factor pricing model. Using instrumented principal components analysis, we estimate latent factors with time-varying factor loadings that depend on observable firm characteristics. We show that factor loadings vary significantly over time, even at short horizons over which the momentum phenomenon operates (one year), and this variation captures reliable conditional risk premia missed by other factor models commonly used in the literature. Our estimates of conditional risk exposure can explain a sizable fraction of momentum and long-term reversal returns and can be used to generate even stronger return predictions.

[1]  Lu Zhang,et al.  Momentum Profits, Factor Pricing, and Macroeconomic Risk , 2006 .

[2]  Gautam Kaul,et al.  An Anatomy of Trading Strategies , 1998 .

[3]  Lu Zhang,et al.  A Neoclassical Interpretation of Momentum , 2014 .

[4]  Timothy C. Johnson Rational Momentum Effects , 2001 .

[5]  Stefan Nagel,et al.  Evaporating Liquidity , 2010 .

[6]  Michael Weber,et al.  Dissecting Characteristics Nonparametrically , 2017, The Review of Financial Studies.

[7]  A. Lo The Statistics of Sharpe Ratios , 2002 .

[8]  M. Rothschild,et al.  Arbitrage, Factor Structure, and Mean-Variance Analysis on Large Asset Markets , 1983 .

[9]  Kent D. Daniel,et al.  Momentum Crashes , 2011 .

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

[11]  E. Fama,et al.  A Five-Factor Asset Pricing Model , 2014 .

[12]  F. Belo Production-Based Measures of Risk for Asset Pricing , 2010 .

[13]  Dimitri Vayanos,et al.  An Institutional Theory of Momentum and Reversal , 2013 .

[14]  David I. Harvey The evaluation of economic forecasts , 1997 .

[15]  Campbell R. Harvey,et al.  The Variation of Economic Risk Premiums , 1990, Journal of Political Economy.

[16]  Narasimhan Jegadeesh,et al.  Cross-Sectional and Time-Series Determinants of Momentum Returns , 2002 .

[17]  Tarun Chordia,et al.  Momentum, Business Cycle and Time Varying Expected Returns , 2001 .

[18]  J. Stein,et al.  A Unified Theory of Underreaction, Momentum Trading and Overreaction in Asset Markets , 1997 .

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

[20]  Clifford S. Asness,et al.  Value and Momentum Everywhere: Value and Momentum Everywhere , 2013 .

[21]  Lu Zhang,et al.  The Value Premium , 2002 .

[22]  Toni M. Whited,et al.  Investment‐Based Expected Stock Returns , 2009, Journal of Political Economy.

[23]  Lu Zhang,et al.  Equilibrium Cross Section of Returns , 2002, Journal of Political Economy.

[24]  Gregory Connor,et al.  Performance Measurement with the Arbitrage Pricing Theory: A New Framework for Analysis , 1985 .

[25]  Narasimhan Jegadeesh,et al.  Evidence of Predictable Behavior of Security Returns , 1990 .

[26]  E. Fama,et al.  Multifactor Explanations of Asset Pricing Anomalies , 1996 .

[27]  Andrea Frazzini,et al.  Fact, Fiction, and Momentum Investing , 2014, The Journal of Portfolio Management.

[28]  Mark Grinblatt,et al.  Predicting stock price movements from past returns: The role of consistency and tax-loss selling , 2004 .

[29]  Jacob S. Sagi,et al.  Firm-specific attributes and the cross-section of momentum , 2007 .

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

[31]  Momentum, Contrarian, and the January Seasonality , 2011 .

[32]  T. Moskowitz,et al.  Trading Costs , 2018 .

[33]  Dongmei Li,et al.  Does Q-Theory with Investment Frictions Explain Anomalies in the Cross-Section of Returns? , 2010 .

[34]  R. Green,et al.  Optimal Investment, Growth Options, and Security Returns , 1998 .

[35]  Kent D. Daniel,et al.  Presentation Slides for 'Investor Psychology and Security Market Under and Overreactions' , 1998 .

[36]  Lu Zhang,et al.  Anomalies , 2005, Introduction to the Standard Model and Beyond.

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

[38]  A. Lo,et al.  When are Contrarian Profits Due to Stock Market Overreaction? , 1989 .

[39]  S. Kothari,et al.  Stock return variation and expected dividends: A time-series and cross-sectional analysis , 1992 .

[40]  R. Thaler,et al.  Does the Stock Market Overreact , 1985 .

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

[42]  B. Kelly,et al.  Characteristics Are Covariances: A Unified Model of Risk and Return , 2018, Journal of Financial Economics.

[43]  N. Barberis,et al.  A Model of Investor Sentiment , 1997 .