Suppose that you have heteroskedasticity of known form, where the conditional error variances are given by. The presence of heteroskedasticity does not alter the bias or consistency properties of ordinary least squares estimates, but OLS is no longer efficient and conventional estimates of the coefficient standard errors are not valid.