Variance, Covariance Matrix, Linear Regression, Standard Error, Confidence Interval.
assumptions (2) and (3) — linear form and residuals as unbiased estimates of error terms — are baked into the OLS technique. It is important to verify that assumptions (1), (4) and (5) — mean independence, homoskedasticity, and uncorrelatedness of error terms are satisfied by the fitted model. But