Data Sampling) model consisting of low frequency information variables and high-frequency financial variables. Through this …. The variance ratio statistic based on in-sample estimation of GARCH-MIDAS models shows that macroeconomic components … stock volatility. In addition to in-sample estimation, we conduct out-of-sample forecasts to investigate adequacy of …