First, causal interpretations of the identified relationships may be invalid, as the effect of time-invariant city characteristics is not controlled for. Second, the analysis cannot shed light on whether the identified relationships change over time. Even though changes in urban structure are relatively slow, changes in air pollution and the relative contribution of different sources in total emissions (e.g. road transport, manufacturing, electricity generation) may be more rapidly evolving over time.