A methodology for incorporating prior information into choice models

Two empirical illustrations are provided of our model: (i) showing the impact of a change in marketing strategy by including informative prior through subjective judgments, (ii) parameter estimation and sales forecasting when limited information is available. The results indicate that incorporating subjective prior information may lead to a significant improvement of parameter estimates and sales forecasts.