This chapter reviews the panel data forecasting literature. Starting with simple forecasts based on fixed and random … effects panel data models. Next, these forecasts are extended to allow for various ARMA type structure on the disturbances, as … context of seemingly unrelated regressions. We highlight several forecasting empirical applications using panel data, as well …