Miremad Soleymanian, Charles B. Weinberg, Ting Zhu
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引用次数: 0
摘要
在本文中,我们研究了基于使用情况的汽车保险对客户在续保时决定变更保险范围的作用。我们以 135 540 位客户为样本,研究了基于使用情况的保险(UBI)是否能促进公司的追加销售和交叉销售,从而可能导致更多的保险选择和额外的保险产品购买。我们的研究结果表明,与非 UBI 客户相比,UBI 客户在首次续保(而非第二次续保)时更有可能改变其保险选择。价格折扣和 UBI 提供的信息都会影响客户的投保变化。在 UBI 客户中,获得较高 UBI 折扣的客户更有可能增加保险范围(向上销售)和增加综合保险选项(交叉销售),这与首次(年度)续保时的驾驶行为没有直接关系。此外,收到较多负面反馈(日常急刹车)的客户更有可能增加保险额度。
Insurtech, sensor data, and changes in customers' coverage choices: Evidence from usage‐based automobile insurance
In this paper, we examine the role of usage‐based auto insurance on customers' decisions to change their insurance coverage at the renewal. Using a sample of 135,540 customers, we study whether usage‐based insurance (UBI) can facilitate the upselling and cross‐selling efforts of the firm, possibly leading to higher coverage choices and additional insurance product purchases. Our results suggest that UBI customers are more likely to change their coverage choice than non‐UBI customers at first (but not second) renewal. Both price discounts and the information provided by UBI affect the customers' coverage changes. Among UBI customers, those who get higher UBI discounts are more likely to both increase their insurance coverage (upselling) and add the comprehensive coverage option (cross‐selling), which is not directly related to driving behavior at the time of first (annual) renewal. Moreover, customers who have received more negative feedback (daily hard brakes) are more likely to increase their insurance coverage.