estimation of VARMAs is perceived to be challenging and proposed various ways to simplify it. Nevertheless, VARMAs continue to be … extended to models with time-varying VMA coefficients and stochastic volatility. We illustrate the methodology through a … macroeconomic forecasting exercise. We show that in a class of models with stochastic volatility, VARMAs produce better density …