RT Journal Article SR Electronic T1 Sources of Outperformance in Equity Markets JF The Journal of Portfolio Management FD Institutional Investor Journals SP 170 OP 185 DO 10.3905/jpm.2004.170 VO 30 IS 4 A1 Carol Alexander A1 Anca Dimitriu YR 2004 UL https://pm-research.com/content/30/4/170.abstract AB The general portfolio construction model described here is designed to replicate the first principal component of a group of stocks instead of a traditional benchmark, thus capturing only the common trend in stock returns. Reduction of the noise in stock returns facilitates the replication considerably, and the optimal portfolio structure is very stable. Analysis of the portfolio performance over different time horizons in European and U.S. equity markets reveals a time-varying structure. Throughout most of the period studied, the portfolio’s value component dominated the market and the volatility components, but during the volatile periods of the last few years the strategy earned a significant volatility premium. One explanation for the mean-reversion is behavioral; portfolio performance is influenced by the extent of investor herding toward the common trend in stock returns.