Analysing different type of insurance data, including auto portfolios, Hilbe (2014) argues that NB1 and NB2 are valuable models both to diagnose and to adjust overdispersion in data. Hence, there is no empirical evidence in the literature to support a certain count model, given the fact that the overdispersion appears for several reasons as discussed previous in this section.