During the research on automobile prize and punishment system, a novel method is proposed in terms of grouping by the history to claim the record, the ages of drivers and the types of the vehicle. When the factors are considered, the related data can be classified by homogeneity of risks and applied to design the prize and punishment system. Experimental results show that a more reasonable and fair system is obtained by using the above method.