In a bivariate linear structural relationship with replication, we obtain the finite sample and large sample properties of the ordinary least-squares estimator (OLSE) and the grouping least-squares estimator (GRLSE) of the slope. We compare the two estimators and the maximum likelihood estimator (MLE). The accuracy of the asymptotic distribution of the GRLSE is discussed by using numerical computation.
