the other ones are considered risk factors that are known a priori by the insurer. In
comparison with similar empirical studies, we group the risk factors into three categories that
reflect the policyholder characteristics: age, occupation; the vehicle features: value, type,
category, use, GPS; the insurance policy characteristics: insurance policy duration, bonusmalus
coefficient. Table 1 summarizes the information available about each policyholder.