Usage-Based Insurance—Impact on Insurers and Potential Implications for InsurTech

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2021-11-05 DOI:10.1080/10920277.2021.1953536
Xin Che, Andre P. Liebenberg, Jianren Xu
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引用次数: 7

Abstract

Insurers are increasingly embracing the InsurTech ecosystem. The most important InsurTech-related trend in automobile insurance is usage-based insurance (UBI), which enables insurers to access and incorporate drivers’ behavioral risk factors in actuarial pricing. Using a difference-in-difference research design with firm fixed effects, we provide evidence that UBI improves private passenger auto liability (PPAL) insurers’ underwriting performance by reducing their loss ratio. However, the improvement in underwriting performance is only significant among early UBI adopters, highlighting the early-mover advantage in InsurTech. Also, UBI produces benefits only when it matures. Our findings are robust to analyses that address potential reverse causality and self-selection bias. Additional tests show that early UBI adopters experience a significant increase in their market share, implying UBI’s advantage to attract low-risk drivers from other insurers. The overall performance effect of UBI programs for early adopters is a 1% increase in ROA and a 3% increase in ROE. The policy implications of our findings from the perspective of insurers should be of interest to firms’ management, actuaries, investors, and rating agencies.
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基于使用的保险——对保险公司的影响和对保险科技的潜在影响
越来越多的保险公司开始拥抱保险科技生态系统。与保险技术相关的汽车保险领域最重要的趋势是基于使用的保险(UBI),它使保险公司能够在精算定价中获取并纳入驾驶员的行为风险因素。采用具有企业固定效应的差中差研究设计,我们提供了UBI通过降低私人客运汽车责任(PPAL)保险公司的损失率来改善其承保绩效的证据。然而,承保业绩的改善仅在早期UBI采用者中才显着,突出了InsurTech的先发优势。此外,全民基本收入只有在成熟时才会产生效益。我们的发现对于解决潜在的反向因果关系和自我选择偏差的分析是强有力的。额外的测试表明,早期采用UBI的人的市场份额显著增加,这意味着UBI在吸引其他保险公司的低风险司机方面具有优势。对于早期采用者来说,UBI计划的总体绩效影响是ROA增加1%,ROE增加3%。从保险公司的角度来看,我们的研究结果的政策含义应该引起公司管理层、精算师、投资者和评级机构的兴趣。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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