The Power of Past Stock Returns to Explain Future Stock Returns

Topics - Equities Factor/Style Investing Momentum

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The Power of Past Stock Returns to Explain Future Stock Returns

AQR Working Paper

Researchers have long argued over whether strategies based on past stock returns have the power to explain future stock returns. Some have discovered past-return-based strategies that appear powerful for predicting future stock returns. The most important are short-term contrarian strategies, near-term momentum strategies, and long-term contrarian strategies. This paper makes several important contributions to this ongoing work.

Other research has commonly focused on these strategies one at a time. We test each past return based strategy in a common framework. We define a new three-variable specification for past returns so as to clearly distinguish the strategies discussed above.

While this paper finds no convincing evidence that either short-run or long-run contrarian strategies represent important factors for explaining the cross-section of stock returns, we do find that the properly specified one-year momentum strategy has explanatory power for stock returns when used alone, when tested against size and book-to-market, and when subjected to exhaustive robustness checks.

We extend our common framework to test past return based strategies against firm size and book-to-market, variables found by other authors to predict stock returns and to subsume the power of many other measures. We test whether other effects may be driving our results (e.g., risk changes, liquidity, bid-ask effects), and we uncover a new and powerful conditional relation between liquidity and future returns (i.e., that this relation changes based on short-term performance). Finally, we test whether our strong results are period specific.

Published In

Alternative Investment Analyst Review

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The information contained herein is only as current as of the date indicated, and may be superseded by subsequent market events or for other reasons. The views and opinions expressed herein are those of the author and do not necessarily reflect the views of AQR Capital Management, LLC, its affiliates or its employees. This information is not intended to, and does not relate specifically to any investment strategy or product that AQR offers. It is being provided merely to provide a framework to assist in the implementation of an investor’s own analysis and an investor’s own view on the topic discussed herein. Past performance is not a guarantee of future results.


Hypothetical performance results have many inherent limitations, some of which, but not all, are described herein. The hypothetical performance shown was derived from the retroactive application of a model developed with the benefit of hindsight.  Hypothetical performance results are presented for illustrative purposes only.


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