When OLS and SUR Disagree
Under Zellner’s classical SUR assumptions—the same regressors in each equation and a common sample of observations—OLS and SUR produce the same coefficient estimates, but SUR yields smaller standard errors. Differences in coefficients appear in practice for good and bad reasons:
Efficient, “good” differences arise from intentional GLS