in the mixed frequency context. In this paper, we show, analytically, in Monte Carlo simulations and in a forecasting …-term forecasting performance of MIDAS-ARMA and UMIDAS-ARMA is better than that of, respectively, MIDAS and UMIDAS. The empirical …