Abstract In this paper, the existence of a statistically significant relation between microscopic traffic variables that reflect the individual driving behavior with macroscopic traffic dynamics at network level is investigated. Empirical evidence and machine learning techniques are used, applied on a publicly available dataset of vehicle trajectories recorded using Unmanned Aerial Units in the city center of Athens, from which acceleration, speed and outflow information is extracted. The explor