A forecast air pollution model applied to a hypothetical urban road pricing scheme: An empirical study in Madrid

•Hypothetical road pricing in Madrid could significantly decrease traffic congestion.•A forecast model can estimate the positive effects of decreases in urban pollution.•A pollution decrease is significant in peak hours.•A pollution decrease is effective due to modal shifts toward sustainable mobility.•The displaced pollution level is a risk factor that must be controlled.