This paper suggests a three-stage procedure for the estimation of time-invariant and rarely changing variables in panel data models with unit effects. The first stage of the proposed estimator runs a fixed-effects model to obtain the unit effects, the second stage breaks down the unit effects...

The estimation of slowly and rarely changing variables in panel data with unobserved unit effects suffers from inefficiency of the fixed effects estimator. Point estimates lack reliability when the within variance (the variation across time) remains small. The estimate's efficiency can be...

This paper analyzes the estimation of time-invariant variables in panel data models with unit-effects. We compare three procedures that have frequently been employed in comparative politics, namely pooled-OLS, random effects and the Hausman-Taylor model, to a vector decomposition procedure that...