Identifying Delivery Driving Behavior in Telematics Auto Insurance Policies Using a Bayesian Approach

A Bayesian mixture model approach is used to efficiently identify policyholders who are likely to be engaging in delivery driving activities, by combining imperfect trip-level classifications with a probabilistic policy-level scoring system.