A Diploma Thesis titled ‘Investigation of driver’s behaviour using vehicle diagnostics‘ was presented by Eustratios Saplaouras in November 2015, with the support and data from OSeven Telematics. The aim of this Diploma Thesis is to investigate the driver’s behavior through the on-board diagnostics of the vehicle. A large data set was exploited, which were recorded per second and concerned the exact position of the vehicle, its speed, the spots where the driver was performing a sudden change of speed or a sudden maneuver, the fuel consumption, etc. Mathematical statistical models were developed using linear and binary logistic regression. The results demonstrated a strong correlation between over-speeding and driver harsh behavior, although the two dimensions are disproportionate, as well as the occurrence of higher driving speeds during risky hours (00:00-04:00).