We investigate the impact of potential information hiding or disclosure delay originated from private subsidiaries on the future returns of their public parent firms. We find a significantly positive link between private subsidiaries' information disclosure (PSID) and the cross-section of future...

Campbell and Shiller average 10 years of real S&P 500 earnings to construct its Cyclically Adjusted P/E ratio, or CAPE, which they then use to forecast its future 10-year returns. In essence, Campbell and Shiller kill two birds with one large stone - they use the 10-year average to reduce noise...

This paper shows that investments based on deep learning signals extract profitability from difficult-to-arbitrage stocks and during high limits-to-arbitrage market states. In particular, excluding microcaps, distressed stocks, or episodes of high market volatility considerably attenuates...

We perform the longest study of long-run reversal in commodity returns. Using a unique dataset of prices of 52 agricultural, industrial, and energy commodities, we examine the price behavior for the years 1265 to 2017. The findings reveal a strong and robust long-run reversal effect. The returns...

This study investigates the relation between firm-specific attributes and future equity returns in 23 emerging markets. Equal-weighted portfolio returns reveal strong evidence of short-term momentum (rather than reversal) and medium-term return momentum. We also find evidence that market beta,...

We present resiliency as a measure of liquidity, and assess its relationship to expected returns. We establish a covariance-based measure, RES, that captures opening period resiliency and, using it, find a significant non-resiliency premium that ranges from 33 to 57 basis points per month. The...

Factor performance is highly sensitive to the number of stocks composing its long and short basis portfolios. We examine three methodological choices that have an impact on portfolio diversification: the (in)dependence and the (a)symmetry of the stock sorting procedure and the sorting...

We zero in on the expected returns of long-short portfolios based on 120 stock market anomalies by accounting for (1) effective bid-ask spreads, (2) post-publication effects, and (3) the modern era of trading technology that began in the early 2000s. Net of these effects, the average anomaly's...

This paper documents a significantly negative cross-sectional relation between left-tail risk and future returns on individual stocks trading in the U.S. and international countries. We provide a behavioral explanation to this anomaly based on the idea that investors underestimate the...

This study reexamines the relation between downside beta and equity returns in the U.S. First, we replicate Ang, Chen and Xing (2006) who find a positive relation between downside beta and future equity returns for equal-weighted portfolios of NYSE stocks. We show that this relation doesn't hold...