Let OLS be the OLS estimator in (1), where the design matrix X has full rank

Let βˆ

OLS be the OLS estimator in (1), where the design matrix X has full rank p

OLS|X) = β and cov(βˆ

OLS|X) = (X

X)−1X

GX(X

X)−1.