The relationship between population density and the concentration of specific air pollutants is also analysed. Due to these differences in emission sources, urban areas do not face the same patterns of concentration of different air pollutants. The choice of the appropriate empirical specifications is hereby guided by a state-of-the-art econometric model selection method (Bayesian Model Averaging - BMA).