我国商业车险奖惩系统的改进研究
Study on Improvement of Bonus-Malus System in Commercial Auto Insurance in China
始于2015年的我国新一轮的商车费改发布了新版的奖惩系统,相较上一版细化了等级、拓展了系数范围,但其仍存在未考虑索赔金额、下年保费等级与当前等级无关等问题。针对未考虑索赔金额这一重大缺陷,本文构建了同时纳入索赔次数与索赔金额的奖惩系统,并创新性地考虑两者间相关性,提供了基于决策树算法的索赔金额划分、基于GLM模型及DHGLM模型的奖惩系数测算的解决方案,并基于某保险公司实际数据进行实证研究。结果表明:DHGLM模型较GLM模型拟合效果更好;上年索赔金额是十分重要的风险区分变量,一个更优的奖惩系统需同时考虑索赔次数与索赔金额;使用本文构建的奖惩系统可在一定程度上改进我国现行的商业车险奖惩系统。
he revival reform of the clause and rate making of commercial auto insurance started in China in 2015, this round of reform released a new version of the bonus-malus system which elaborated the levels, expanded the range of factors compared to the previous edition. However, there is still a certain gap with the accurate depiction of the insured\'s historical claim experience and there is still room for improvement in this version of the bonus-malus system. The paper starts with the analysis and evaluation of the current bonus-malus system of commercial auto insurance in China, and deeply explores the problems it is facing currently. To deal with the major defect result from that the claim amount is not considered, a bonus-malus system that includes both the number of claims and claim amount is built, the correlation between these two are considered, a solution for claim amount division based on decision tree algorithm and the calculation of relativities based on GLM and DHGLM is provided, and an empirical study based on actual data of an insurance company was conducted. It shows that the DHGLM provide better goodness-of-fits than the GLM; the claim amounts in last year is an important variable for risk differentiation, and a better bonus-malus system needs to take both the number of claims and the claim size; and the use of the bonus-malus system built in this paper can improve the shortcomings of China\'s current one to a certain extent.
周媛、汤薇、林晓婕、张琳
财政、金融
保险学商业车险奖惩系统索赔金额双分层广义线性模型
insurancecommercial auto insurancebonus-malus systemclaim sizedouble hierarchical generalized linear models
周媛,汤薇,林晓婕,张琳.我国商业车险奖惩系统的改进研究[EB/OL].(2019-05-05)[2025-08-18].http://www.paper.edu.cn/releasepaper/content/201905-6.点此复制
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