Regression Equations, Generalized Least Squares, Correlation Matrices, Python, Statsmodels.
their standard errors (outlined in red), p values and 95% confidence intervals. The blue rows contain the values estimated by GLS for the stacked SUR model while the orange rows contain the values estimated by individually estimating the 8 equations using OLS. A comparison between the coefficient