Momentum Trading, Return Chasing, and Predictable Crashes

We combine self-collected historical data from 1867 to 1907 with CRSP data from 1926 to 2012, to examine the risk and return over the past 140 years of one of the most popular mechanical trading strategies — momentum. We find that momentum has earned abnormally high risk-adjusted returns — a three factor alpha of 1 percent per month between 1927 and 2012 and 0.5 percent per month between 1867 and 1907 — both statistically significantly different from zero. However, the momentum strategy also exposed investors to large losses (crashes) during both periods. Momentum crashes were predictable — more likely when momentum recently performed well (both eras), interest rates were relatively low (1867–1907), or momentum had recently outperformed the stock market (CRSP era) — times when borrowing or attracting return chasing “blind capital” would have been easier. Based on a stylized model and simulated outcomes from a richer model, we argue that a money manager has an incentive to remain invested in momentum even when the crash risk is known to be high when (1) he competes for funds from return-chasing investors and (2) he is compensated via fees that are convex in the amount of money managed and the return on that money.

[1]  D. A. Anderson,et al.  Stock Returns and Real Activity , 2016 .

[2]  Pedro Barroso,et al.  Momentum Has Its Moments , 2014 .

[3]  Tony Elavia,et al.  Managing the Volatility of Alpha Models , 2012 .

[4]  Yao Hua Ooi,et al.  Time Series Momentum , 2011 .

[5]  R. Jagannathan,et al.  Momentum Cycles and Limits to Arbitrage Evidence from Victorian England and Post-Depression Us Stock Markets , 2009 .

[6]  L. Pedersen When Everyone Runs for the Exit , 2009 .

[7]  Péter Kondor,et al.  Risk in Dynamic Arbitrage: The Price Effects of Convergence Trading , 2009 .

[8]  Clifford S. Asness,et al.  Value and Momentum Everywhere , 2009 .

[9]  H. Shin,et al.  A Theory of Slow-Moving Capital and Contagion , 2009 .

[10]  Dimitri Vayanos,et al.  An Institutional Theory of Momentum and Reversal , 2008 .

[11]  John Geanakoplos,et al.  Leverage Cycles and the Anxious Economy , 2008 .

[12]  Tarun Ramadorai,et al.  Hedge Funds: Performance, Risk, and Capital Formation , 2006, The Journal of Finance.

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

[14]  L. Pedersen,et al.  Slow Moving Capital , 2007 .

[15]  Vikas Agarwal,et al.  Role of Managerial Incentives and Discretion in Hedge Fund Performance , 2009 .

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

[17]  J. Annaert,et al.  Long Horizon Mean Reversion for the Brussels Stock Exchange: Evidence for the 19th Century , 2004 .

[18]  A. Timmermann,et al.  Duration Dependence in Stock Prices , 2003 .

[19]  Michael J. Cooper,et al.  Market States and Momentum , 2004 .

[20]  Denis Gromb,et al.  Equilibrium and Welfare in Markets with Financially Constrained Arbitrageurs , 2001 .

[21]  Darrell Duffie,et al.  Securities Lending, Shorting, and Pricing , 2001 .

[22]  John Geanakoplos,et al.  Liquidity, Default and Crashes: Endogenous Contracts in General Equilibrium , 2001 .

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

[24]  William N. Goetzmann,et al.  A New Historical Database for the NYSE 1815 to 1925: Performance and Predictability , 2000 .

[25]  Jun Liu,et al.  Losing Money on Arbitrage: Optimal Dynamic Portfolio Choice in Markets with Arbitrage Opportunities , 2000 .

[26]  A. Timmermann,et al.  Duration Dependence in Stock Prices: An Analysis of Bull and Bear Markets , 2000 .

[27]  Mark Grinblatt,et al.  Do Industries Explain Momentum , 1999 .

[28]  J. Carpenter,et al.  Does Option Compensation Increase Managerial Risk Appetite? , 1999 .

[29]  Stephen E. Wilcox Investor Psychology and Security Market Under- and Overreactions , 1999 .

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

[31]  S. Aiyagari,et al.  "Overreaction" of Asset Prices in General Equilibrium , 1998 .

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

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

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

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

[36]  William N. Goetzmann,et al.  Patterns in Three Centuries of Stock Market Prices , 1993 .

[37]  G. Schwert,et al.  Stock Returns and Real Activity: a Century of Evidence , 1990 .

[38]  L. Summers,et al.  Positive Feedback Investment Strategies and Destabilizing Rational Speculation , 1989 .

[39]  G. Schwert Why Does Stock Market Volatility Change Over Time? , 1988 .

[40]  J A Swets,et al.  Measuring the accuracy of diagnostic systems. , 1988, Science.

[41]  P. Allison Discrete-Time Methods for the Analysis of Event Histories , 1982 .

[42]  R. Prentice,et al.  Regression analysis of grouped survival data with application to breast cancer data. , 1978, Biometrics.

[43]  Francis Chiswell Key to the Rules of the Stock Exchange; Embodying a Full Exposition of the Theory and Practice of Business in the House , 1902 .

[44]  C. Duguid How to read the money article , 1901 .