TY - RPRT AU - Baltagi, Badi H. AU - Bresson, Georges AU - Pirotte, Alain TI - Forecasting with Spatial Panel Data PY - 2009/Jun/ PB - Institute of Labor Economics (IZA) CY - Bonn T2 - IZA Discussion Paper IS - 4242 UR - https://www.iza.org/index.php/publications/dp4242 AB - This paper compares various forecasts using panel data with spatial error correlation. The true data generating process is assumed to be a simple error component regression model with spatial remainder disturbances of the autoregressive or moving average type. The best linear unbiased predictor is compared with other forecasts ignoring spatial correlation, or ignoring heterogeneity due to the individual effects, using Monte Carlo experiments. In addition, we check the performance of these forecasts under misspecification of the spatial error process, various spatial weight matrices, and heterogeneous rather than homogeneous panel data models. KW - BLUP KW - panel data KW - spatial dependence KW - forecasting KW - heterogeneity ER -