This paper describes a particular type of a posteriori rating scheme, namely bonus-malus systems within the general framework of mixed Poisson regression. It is shown that the bonus-malus scale is not independent of the a priori rating applied by the insurer. Considerations about bonus hunger, moral hazard, and signal theory are briefly introduced.