different frequencies but also due to the preservation of high-frequency features such as time-varying volatility. Temporally … aggregated models misspecify the evolution frequency of the volatility dynamics, resulting in poor volatility timing and worse … mixed-frequency nature of predictors and volatility in predictive regressions …