Using the well-known Harrison and Rubinfeld (1978) hedonicpricing data, this manuscript demonstrates the substantialbenefits obtained by modeling the spatial dependence of theerrors. Specifically, the estimated errors on the spatialautogregression fell by 44% relative to OLS. The...