Option prices predict the cross section of equity returns. We show that, unconditionally, the prices of long-dated options contain all the information relevant for predicting returns. Information, however, shifts towards short-dated options when an earnings announcement is imminent and when...

Value investing, as defined by the Fama–French HML factor, has underperformed growth investing since 2007, producing a drawdown of 55% as of mid-2020. The underperformance leads many to argue that value is dead. Our analysis attributes value's recent underperformance to two sources: the HML...

Using data spanning the 20th century, we show that most accounting-based return anomalies are spurious. When examined out-of-sample by moving either backward or forward in time, anomalies' average returns decrease, and volatilities and correlations with other anomalies increase. The...

Implementation shortfall, whether from trading costs, discontinuous trading, or other frictions, erodes the performance of any investment strategy. These frictions, along with asset management fees, are the main sources of the sometimes-vast gap between live results and paper portfolio...

Equilibrium asset pricing models prescribe a correspondence between assets' risk exposures and premiums. Empirical factor models do not, however, satisfy this relationship. We show that a portfolio sorted on a multi-factor model's alphas is the optimal correction to this problem. This correction...

A strategy that selects stocks based on their historical same-calendar-month returns earns an average return of 13% per year. We document similar return seasonalities in anomalies, commodities, international stock market indices, and at the daily frequency. The seasonalities overwhelm...