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When does forecast-based insurance benefit? An economic analysis of drought risk anticipatory insurance. 基于预测的保险何时受益?干旱风险预见性保险的经济分析。
IF 3.3 Pub Date : 2025-08-24 DOI: 10.1057/s41288-025-00355-2
Vaibhav Anand, Leah Poole-Selters, Alexa Gozdiff Spognardi, Biniam Taddese Bekele, Erin Coughlan de Perez

Improvements in forecasting technologies create opportunities for anticipatory actions before disasters occur. However, traditional ex post financing and limited operational capacity often prevent countries from acting early. This paper examines anticipatory index insurance, specifically African Risk Capacity's pilot program in Malawi and Zambia for drought risk, which offers capacity building and forecast-based financing for early actions. However, its benefits are unclear given the trade-off between early actions based on imperfect forecasts and post-disaster relief after certain losses. Since imperfect forecasts increase basis risk, anticipatory index insurance can exacerbate this trade-off. Using a stylized economic model and numerical analysis, we identify conditions under which anticipatory insurance is beneficial. Results show that its primary value lies in building operational capacity for forecast-based actions. However, due to basis risk, the incremental value from insurance payouts may not always justify the premium costs. Our findings can help governments and aid agencies design optimal financing strategies for anticipatory actions.

预测技术的改进为灾害发生前的预期行动创造了机会。然而,传统的事后融资和有限的业务能力往往阻碍各国及早采取行动。本文考察了预期指数保险,特别是非洲风险能力组织在马拉维和赞比亚开展的干旱风险试点项目,该项目为早期行动提供能力建设和基于预测的融资。然而,考虑到基于不完善的预测而采取的早期行动和灾后某些损失后的救援之间的权衡,它的好处尚不清楚。由于不完美的预测会增加基差风险,预期指数保险会加剧这种权衡。利用一个程式化的经济模型和数值分析,我们确定了预期保险是有益的条件。结果表明,其主要价值在于建立基于预测的行动的业务能力。然而,由于基础风险,保险赔付的增量价值可能并不总是证明保费成本是合理的。我们的研究结果可以帮助政府和援助机构为预期行动设计最佳融资策略。
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引用次数: 0
Insurtech strategies: a comparison of incumbent insurance firms with new entrants. 保险科技策略:现有保险公司与新进入者的比较。
Pub Date : 2025-01-01 Epub Date: 2024-12-03 DOI: 10.1057/s41288-024-00341-0
Christopher P Holland, Anil S Kavuri

Insurtech is closely associated with digital transformation by new entrants that seek to disrupt insurance markets. However, the insurtech concept also includes its use by incumbent insurance companies, which are actively deploying a wide variety of insurtech applications to protect their market positions through innovation of their existing business models, e.g. through improved business processes or new insurance services. A theoretical insurtech business innovation model is developed that captures the effects of digital technology in insurance markets by considering innovation as a multi-dimensional concept that encompasses business processes, novel insurance products and changes to the insurance value chain. This framework is applied to an empirical sample of digital leaders: three incumbents and four new entrants. The results illustrate a variety of insurtech applications that include the transformation of business processes, products and new types of value chain configuration, as well as relatively minor enhancements to existing systems and business practices. It is shown that all the new entrants exploit artificial intelligence, big data and digital technology to build brand-new insurance services that emphasise innovative product features, high customer value and a delightful customer experience. In contrast, the legacy insurance firms tend to use digital technology in a defensive manner, e.g. the enhancement of existing insurance services, distribution channels and market positions. The exception is the launch of a telematics insurance service by an incumbent firm, where the telematics insurance effectively operates as a standalone business within a legacy insurance firm. The theory model is effective at analysing and evaluating both the type and magnitude of innovation. The case studies make an empirical contribution by illustrating state-of-the-art innovation by insurance disruptors and contrasts this with the defensive and sometimes novel digital strategies of incumbent firms. Future trends and research opportunities are outlined.

保险科技与寻求颠覆保险市场的新进入者的数字化转型密切相关。然而,保险科技概念也包括现有保险公司对其的使用,这些保险公司正在积极部署各种保险科技应用,以通过创新现有业务模式来保护其市场地位,例如通过改进业务流程或提供新的保险服务。本文建立了一个理论保险科技业务创新模型,该模型将创新视为一个多维概念,包括业务流程、新型保险产品和保险价值链的变化,从而捕捉到了数字技术对保险市场的影响。该框架应用于数字领导者的实证样本:三名在职者和四名新进入者。结果显示了各种各样的保险科技应用,包括业务流程、产品和新型价值链配置的转变,以及对现有系统和业务实践的相对较小的增强。研究表明,所有新进入者都利用人工智能、大数据和数字技术,打造全新的保险服务,强调创新的产品功能、高客户价值和愉快的客户体验。相比之下,传统保险公司倾向于以防御性的方式使用数字技术,例如增强现有的保险服务,分销渠道和市场地位。唯一的例外是由现有公司推出的远程信息处理保险服务,其中远程信息处理保险有效地作为传统保险公司内的独立业务运作。该理论模型在分析和评价创新的类型和规模方面是有效的。案例研究通过说明保险颠覆者最先进的创新,并将其与现有公司的防御性和有时新颖的数字战略进行对比,从而做出了实证贡献。概述了未来的趋势和研究机会。
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引用次数: 0
Microinsurance research: status quo and future research directions 小额保险研究:现状与未来研究方向
Pub Date : 2024-08-19 DOI: 10.1057/s41288-024-00328-x
Martin Eling, Yi Yao
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引用次数: 0
Investment in big data analytics and loss reserve accuracy: evidence from the U.S. property-liability insurance industry 大数据分析投资与损失准备金准确性:来自美国财产责任保险业的证据
Pub Date : 2024-08-02 DOI: 10.1057/s41288-024-00336-x
Xin Che

This study explores the impact of big data analytics investment on loss reserve accuracy in the U.S. property-liability insurance industry. Utilising a dataset of 1243 insurers from 2002 to 2016, we find a significant association between higher investment in big data analytics and more accurate loss reserve estimates. Our analysis distinguishes between over-reserving and under-reserving behaviours, revealing that big data analytics contributes to the reduction of both. The study employs entropy balancing, internal instrumental variable estimation and errors-in-variables regressions to enhance the robustness of the findings. This research not only fills a gap in the academic literature but also provides practical implications for enhancing the precision of loss reserve estimates through technological investments.

本研究探讨了大数据分析投资对美国财产责任保险业损失准备金准确性的影响。利用 2002 年至 2016 年间 1243 家保险公司的数据集,我们发现在大数据分析方面的较高投资与更准确的损失准备金估算之间存在显著关联。我们的分析区分了过度准备金和准备金不足行为,发现大数据分析有助于减少这两种行为。研究采用了熵平衡、内部工具变量估计和变量误差回归等方法,以增强研究结果的稳健性。这项研究不仅填补了学术文献的空白,还为通过技术投资提高损失准备金估算的精确度提供了实际意义。
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引用次数: 0
Actuarial premium calculation for beekeeping insurance in Turkiye 土耳其养蜂保险的精算保费计算
Pub Date : 2024-07-29 DOI: 10.1057/s41288-024-00329-w
Canan Hamurkaroğlu, Sümeyra Sezer Kaplan

Turkiye is a country with significant production potential in the world beekeeping sector, being among the top four countries worldwide. In this study, aggregate claims based on data on the hive insurance policies of the companies operating in the beekeeping sector in Turkiye, covering the years 2014–2021, was modelled using a collective risk model and premium calculations for aggregate claims were determined according to different calculation principles. Cluster analysis was conducted to calculate the premiums, and similarities between provinces were revealed based on claims ratios. The results of the study revealed that the highest premiums are found in Eastern Anatolia while the lowest premiums are found in Central Anatolia. In the case of Muğla, Ordu and Hakkâri provinces, which differed in the cluster analysis, the highest premiums were found for Hakkâri province.

土耳其是世界养蜂业生产潜力巨大的国家,位居世界前四位。在本研究中,根据土耳其养蜂业公司的蜂巢保险保单数据(涵盖 2014-2021 年),使用集体风险模型对总索赔进行建模,并根据不同的计算原则确定总索赔的保费计算。在计算保费时进行了聚类分析,并根据索赔比率揭示了各省之间的相似性。研究结果表明,安纳托利亚东部的保险费最高,而安纳托利亚中部的保险费最低。穆拉省、奥尔杜省和哈卡里省在聚类分析中存在差异,哈卡里省的保费最高。
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引用次数: 0
Discretionary decisions in capital requirements under Solvency II 偿付能力 II》下资本要求的自由裁量决定
Pub Date : 2024-07-04 DOI: 10.1057/s41288-024-00330-3
Nicolaus Grochola, Sebastian Schlütter

European insurers are allowed to make discretionary decisions in the calculation of Solvency II capital requirements. These choices include the design of risk models (ranging from a standard formula to a full internal model) and the use of long-term guarantees measures. This article examines the situation of insurers that utilize the discretionary scope regarding capital requirements for market risks. In a first step of our analysis, we assess the risk profiles of 49 stock insurers using daily market data. In a second step, we exploit hand-collected Solvency II data for the years 2016 to 2020. We find that long-term guarantees measures substantially influence the reported solvency ratios. The measures are chosen particularly by less solvent insurers and those with high interest rate and sovereign credit risk sensitivities. Internal models are used more frequently by large insurers and especially for market risks for which they have already found adequate immunization strategies.

允许欧洲保险公司在计算偿付能力 II 资本要求时酌情做出决定。这些选择包括风险模型的设计(从标准公式到完整的内部模型)以及长期担保措施的使用。本文研究了在市场风险资本要求方面使用自由裁量权的保险公司的情况。在分析的第一步,我们利用每日市场数据评估了 49 家股票保险公司的风险状况。第二步,我们利用手工收集的 2016 年至 2020 年偿付能力 II 数据。我们发现,长期担保措施对报告的偿付能力比率有很大影响。偿付能力较低的保险公司以及利率和主权信用风险敏感度较高的保险公司尤其会选择这些措施。大型保险公司更频繁地使用内部模型,尤其是对于已经找到适当免疫策略的市场风险。
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引用次数: 0
Technology investment and insurer efficiency 技术投资与保险公司效率
Pub Date : 2024-07-02 DOI: 10.1057/s41288-024-00327-y
Faith Roberts Neale, Pamela Peterson Drake, Licheng Jin, Gene Lai

We examine the role of technology expense and asset data items with insurer efficiency. We show that insurers increasing investment in technology classified as expenses, experience increases in allocative efficiency the following year. Insurers that increase expenditures classified as technology assets realize decreases in cost and allocative efficiency the next year. In addition, we find that expensed technology contains different information than those classified as assets with the association of expenditures in assets with efficiency dominating expensed technology. Our findings support that expensed technology items are for innovative applications and technology assets are used to support general business operations. We also explore the possibility that the reduction of commissions to agents is a mediator through which technology expenses affect efficiency, but do not find support for this mediation.

我们研究了技术支出和资产数据项对保险公司效率的影响。我们发现,增加技术投资的保险公司在第二年的分配效率会提高。增加技术资产支出的保险公司第二年的成本和分配效率都会下降。此外,我们还发现,计入费用的技术与计入资产的技术所包含的信息不同,计入资产的技术支出与效率的关系占主导地位。我们的研究结果证明,费用化技术项目用于创新应用,而技术资产则用于支持一般业务运营。我们还探讨了减少代理佣金作为技术支出影响效率的中介的可能性,但没有发现这种中介的支持。
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引用次数: 0
The effect of corporate risk management on cyber risk mitigation: Evidence from the insurance industry 企业风险管理对网络风险缓解的影响:来自保险业的证据
Pub Date : 2024-05-22 DOI: 10.1057/s41288-024-00326-z
Kwangmin Jung, Chanjin Kim, Jiyeon Yun

We examine how corporate risk management can be used to address a firm’s vulnerability to cyber risk. We use a large, novel dataset on cyber risk and corporate risk management to analyse US insurers’ cyber loss events during the period of 2000–2021. Our analysis includes information on whether insurers have implemented an enterprise risk management (ERM) programme and whether they report applying cyber risk management (CRM). The results illustrate that the implementation of CRM measures may have no significant effect on cyber risk mitigation. However, we determine that the likelihood (frequency) of a cyber loss event decreases by 3.9% (6.8%) as ERM programmes mature year on year. We also find that an insurer can benefit from implementing both CRM and ERM through a lowered event likelihood (frequency) of 3.8 percentage points on average (3.7 percentage points) per year compared to solely implementing an ERM programme.

我们研究了如何利用企业风险管理来解决企业易受网络风险影响的问题。我们使用有关网络风险和企业风险管理的大型新数据集来分析美国保险公司在 2000-2021 年期间的网络损失事件。我们的分析包括保险公司是否实施了企业风险管理(ERM)计划以及是否报告应用了网络风险管理(CRM)的信息。结果表明,实施客户关系管理措施对降低网络风险可能没有显著影响。但是,我们发现,随着企业风险管理计划的逐年成熟,网络损失事件发生的可能性(频率)降低了 3.9%(6.8%)。我们还发现,与只实施企业风险管理计划相比,同时实施客户关系管理和企业风险管理可降低事件发生的可能性(频率),平均每年降低 3.8 个百分点(3.7 个百分点)。
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引用次数: 0
The great health challenge: levelling up the U.K. 巨大的健康挑战:提升英国的健康水平
Pub Date : 2024-05-08 DOI: 10.1057/s41288-024-00317-0
Les Mayhew, Mei Sum Chan, Andrew J. G. Cairns

Around the world, there are persistent and growing health inequalities both between and within countries. The U.K. Government’s flagship policy for addressing inequalities is called ‘Levelling Up’. One of its missions is to narrow the gap in healthy life expectancy (HLE) between the healthiest and unhealthiest areas in England and to improve overall HLE by 5 years by 2035. We show that smoking is one of the major causes of health inequalities. We find a 17-year difference in HLE between local authorities, and that the number of years spent in ill health tended to be greatest in areas with the highest mortality from smoking-related disease. Our aim is to see if the 5-year target could be achieved, assuming there were drastic controls on the sale and consumption of tobacco. We show that never smokers enjoy six more years of good health at age 20 than current or ex-smokers. A complete ban on smoking would lead to a 2.5-year improvement in HLE, and also lengthen the working lives of both men and women. We conclude that while a complete tobacco ban is significant, other public health measures are needed for the full achievement of the target. The paper briefly considers wider issues and suggestions for further research and its international significance.

在世界范围内,国家之间和国家内部的健康不平等现象持续存在且日益加剧。英国政府解决不平等问题的旗舰政策名为 "Levelling Up"。其任务之一是缩小英格兰最健康地区和最不健康地区之间在健康预期寿命 (HLE) 方面的差距,并在 2035 年之前将整体健康预期寿命提高 5 年。我们的研究表明,吸烟是造成健康不平等的主要原因之一。我们发现,地方当局之间的健康生活水平相差 17 年,在吸烟相关疾病死亡率最高的地区,健康不良的年数往往最多。我们的目标是,假设对烟草的销售和消费进行严格控制,是否可以实现 5 年目标。我们的研究表明,从不吸烟的人在 20 岁时比现在吸烟或曾经吸烟的人多享有 6 年的健康。全面禁烟将使健康生活质量提高 2.5 年,并延长男性和女性的工作寿命。我们的结论是,尽管全面禁烟意义重大,但要完全实现目标,还需要采取其他公共卫生措施。本文简要探讨了更广泛的问题、进一步研究的建议及其国际意义。
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引用次数: 0
The effect of microinsurance on the financial resilience of low-income households in Ghana: evidence from a propensity score matching analysis 小额保险对加纳低收入家庭财务复原力的影响:倾向得分匹配分析的证据
Pub Date : 2024-05-05 DOI: 10.1057/s41288-024-00325-0
Emmanuel Owusu Oppong, Baorong Yu, Bruvine Orchidée Mazonga Mfoutou

Microinsurance has emerged as a potential way to fortify the financial resilience of low-income households by providing a safety net against economic uncertainty and promoting financial inclusion for the poor. In light of the current economic downturn in Ghana, several institutions have advocated for the implementation of microinsurance programmes to support the financial stability of low-income households in the informal sector. This study assesses the impact of microinsurance on the financial resilience of the poor in Ghana, proxied by income and precautionary savings. The study analyses data on 1453 households from three regions using propensity score matching, Tobit and Probit instrumental variable techniques. The study finds that microinsurance adoption improves the financial resilience of the poor and reduces dependence on precautionary savings, a self-insurance strategy which significantly increases the financial burden on households, thereby exacerbating the impact of shocks.

小额保险为低收入家庭提供了一个应对经济不确定性的安全网,促进了对穷人的金融普惠,从而成为加强低收入家庭金融复原力的一种潜在方式。鉴于加纳当前的经济衰退,一些机构主张实施小额保险计划,以支持非正规部门低收入家庭的财务稳定。本研究以收入和预防性储蓄为指标,评估了小额保险对加纳贫困人口财务复原力的影响。研究使用倾向得分匹配、Tobit 和 Probit 工具变量技术分析了三个地区 1453 个家庭的数据。研究发现,采用小额保险提高了穷人的财务复原力,减少了对预防性储蓄的依赖,这种自我保险策略大大增加了家庭的财务负担,从而加剧了冲击的影响。
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引用次数: 0
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