Regression Equations, Generalized Least Squares, Correlation Matrices, Python, Statsmodels.
estimates from GLS and OLS (Image by Author) From looking at the table, one thing is starkly clear. The standard errors of the estimates from GLS are systematically smaller than those estimated by OLS. It vindicates the theory that in such cases where there is heteroskedasticity and/or correlation