We test the efficient market hypothesis by using machine learning to forecast future stock returns from historical performance. These forecasts strongly predict the cross section of future stock returns. The predictive power holds in most subperiods, is strong among the largest 500 stocks, and...

Using several multi-factor models, I find strong "betting against beta'' effects - flat relations between betas and expected returns - for most non-market factors in US and international stock markets. "Arbitrage portfolios'' designed to profit from these effects earn average returns similar to...

This paper demonstrates that rating-based capital requirements, through their impact on insurers' investment demand, affect corporate bond prices. Consistent with insurers' low demand for investment-grade (IG) bonds with a rating close to non-investment-grade, these bonds are underpriced....

We propose the first factor model that explains cross-sectional variation in optionable stock returns. Our model includes new factors based on option-implied volatility minus realized volatility, the call minus put implied volatility spread, and the difference between changes in call and put...

We develop an ex-ante measure of expected stock returns based on analyst price targets. We then show that ex-ante measures of volatility, skewness, and kurtosis implied from stock option prices are positively related to the cross section of ex-ante expected stock returns. While expected returns...

We test whether bear market risk - time-variation in the probability of future bear market states - is priced. We construct an Arrow-Debreu security that pays off in bear market states (AD Bear) from traded S&P 500 index options and use its returns to measure bear market risk. We find that bear...

Frazzini and Pedersen (2014) document that a betting against beta strategy that takes long positions in low-beta stocks and short positions in high-beta stocks generates a large abnormal return of 6.6% per year and they attribute this phenomenon to funding liquidity risk. We demonstrate that...