You can incorporate forecasted values of X(t) as an exogeneous variable in the VARMAX model to find forecast of Y(t).
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ANOVA, or Analysis Of Variance, is used to compare the averages or means of two or more populations to better understand how they differ. Watch this tutorial for more.