The first step in developing any pricing model, i.e., predicting pure premium or also known as loss cost model is predicting claim frequencies (expected claim count per unit of exposure), which is a rate instead of a simple count. The common assumption is insurance claim count follows a Poisson distribution which means mean and variance is equal. Therefore a generalized linear model with Poisson distribution and log link function is a natural choice, to begin with.