Abstract: The Bayes linear unbiased estimator (BLUE) of parameters is derived for general linear model under misspecified prior assumption. The robustness of BLUE over ordinary least square estimator (LSE) are shown in terms of mean square error matrix criterion and Pitman closeness criterion, the bounds of the relative efficiency of estimators are obtained.