4While in the fixed effect model a dummy variable is introduced for N - 1 spatial unit or T - 1 time periods (to avoid perfect multicollinearity), in random effects model, μi and ξT are assumed to be i.d.d. random variables, independent from each other, with zero mean and variance σμ2 and σξ2.