We introduce a new approach to measuring riskiness in the equity market. We propose option implied and physical measures of riskiness and investigate their performance in predicting future market returns. The predictive regressions indicate a positive and significant relation between...

We propose options' implied and physical measures of riskiness and investigate their performance in predicting future returns on the U.S. equity market. The predictive regressions indicate a positive and significant relation between time-varying riskiness and expected market returns. The...

We examine the cross-section of international equity risk premia with machine learning methods. We identify, classify, and calculate 88 market characteristics and use them to forecast country returns with various machine learning techniques. While all algorithms produce substantial economic...