In this article, we propose a detailed analysis of the modeling and estimation of accident distributions of vehicles belonging to a fleet. This analysis uses panel data to account simultaneously for vehicle as well as fleet effects. The distribution of accidents can be affected by both observable and non-observable factors. Nonobservable factors are modeled as random effects.