TY - JOUR AU - Lo,Andrew W. AU - MacKinlay,A. Craig TI - When are Contrarian Profits Due to Stock Market Overreaction? JF - National Bureau of Economic Research Working Paper Series VL - No. 2977 PY - 1991 Y2 - February 1991 UR - http://www.nber.org/papers/w2977 L1 - http://www.nber.org/papers/w2977.pdf N1 - Author contact info: Andrew W. Lo MIT Sloan School of Management 100 Main Street, E62-618 Cambridge, MA 02142 Tel: 617/253-0920 Fax: 781/891-9783 E-Mail: alo@mit.edu A. Craig MacKinlay Department of Finance, Wharton School University of Pennsylvania, Steinberg-Dietrich Hal 3620 Locust Walk Philadelphia, PA 19104-6367 Tel: 215/898-5309 Fax: 215/898-6200 E-Mail: MACKINLAY@WHARTON.UPENN.EDU AB - The profitability of contrarian investment strategies need not be the result of stock market overreaction. Even if returns on individual securities are temporally independent, portfolio strategies that attempt to exploit return reversals may still earn positive expected profits. This is due to the effects of cross-autocovariances from which contrarian strategies inadvertently benefit. We provide an informal taxonomy of return-generating processes that yield positive [and negative] expected profits under a particular contrarian portfolio strategy, and use this taxonomy to reconcile the empirical findings of weak negative autocorrelation for returns on individual stocks with the strong positive autocorrelation of portfolio returns. We present empirical evidence against overreaction as the primary source of contrarian profits, and show the presence of important lead-lag relations across securities. ER -