In this paper the problem of constructing a generalized error of forecast for a set of dependent variables in a multi variate regression model (which may be the set of reduced-form equations of an econometric model) is considered. The distribution of this multivariate error of forecast is derived and its use in the construction of probabilistic forecast regions is presented.