where Zi is a vector of time-constant variables, Xitis a vector of time varying observable independent variables, Xi is the average of covari- ates over time periods, and ρ, β, γ are parameters or vectors of para- meters to be estimated. To detect the presence of serious multi- collinearity, the variance inflation factors and correlations were checked, with no sign of serious multicollinearity