We also proposed to generalize this new queuing system by adding some explanatory variables into each of the 4 parameters of the model. It was then possible to segment the portfolio and to determine which policyholders’ profiles are more likely to add or remove vehicles from their insurance policy, cancel their contract or renew annually.