We perform a comparative analysis of machine learning methods for the canonical problem of empirical asset pricing …: measuring asset risk premia. We demonstrate large economic gains to investors using machine learning forecasts, in some cases …, liquidity, and volatility. Improved risk premium measurement through machine learning simplifies the investigation into economic …