Hi
The theorem states that following assumptions of linear regression and linearity,ols(ordinary least square method which results in regression equation)estimates of regression coefficients are BLUE(best linear unbiased estimators) among all available methods of finding estimates of regression. The theorem states that ols estimators are most efficient( means have least std error)among all available methods.
Thanks
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