common volatility factors from a large dimensional and high-frequency asset returns dataset. In the first step, we apply … forecasts of daily integrated volatility. Our approach is based on a two-step shrinkage procedure designed to extract latent …, in order to estimate a latent return factor. This new factor is in turn utilized to construct a latent volatility factor …