In this lecture, we study heteroskedasticity and how to deal with it. Remember that we
did not need the assumption of Homoskedasticity to show that OLS estimators are
unbiased under the finite sample properties and consistency under the asymptotic
properties. What matters is how to correct OLS standard errors.