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Microinsurance in Ghana: investigating the impact of Outreville's four-factor framework and firm and product characteristics on adoption 加纳的小额保险:研究 Outreville 的四要素框架以及公司和产品特征对采用小额保险的影响
Pub Date : 2024-05-04 DOI: 10.1057/s41288-024-00324-1
Emmanuel Owusu Oppong, Yu Baorong, Bruvine Orchidée Mazonga Mfoutou

Microinsurance is a risk management tool for low-income households. However, its adoption is low in Ghana. This study examines the determinants of microinsurance adoption in Ghana, analysing primary data from 1453 households across six key markets and three regions. We also gathered secondary data from 14 microinsurance firms and 47 microinsurance products between 2017 and 2021. We estimate the critical factors influencing microinsurance uptake using robust probit, fixed-effects and panel-corrected standard error models. Our findings indicate that income levels, trust in financial institutions and participation in community risk management groups and the national health insurance scheme are the key determinants affecting microinsurance adoption. Firm- and product-specific factors such as affordability, outstanding claims, risk premiums and benefits paid to microinsurance participants also influence adoption. This study also highlights the crucial role of structural, social and economic factors in predicting demand for microinsurance, utilising Outreville's four-factor insurance demand framework.

小额保险是低收入家庭的风险管理工具。然而,在加纳,其采用率很低。本研究探讨了加纳采用小额保险的决定因素,分析了来自六个主要市场和三个地区 1453 个家庭的原始数据。我们还收集了 2017 年至 2021 年间 14 家小额保险公司和 47 种小额保险产品的二手数据。我们使用稳健的 probit、固定效应和面板校正标准误差模型估算了影响小额保险吸收的关键因素。我们的研究结果表明,收入水平、对金融机构的信任以及对社区风险管理小组和国家医疗保险计划的参与是影响小额保险采用率的关键决定因素。公司和产品的具体因素,如可负担性、未决赔款、风险保费和向小额保险参与者支付的保险金,也会影响小额保险的采用。本研究还利用 Outreville 的四因素保险需求框架,强调了结构、社会和经济因素在预测小额保险需求方面的关键作用。
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引用次数: 0
Frailty-based mortality models and reserving for longevity risk 基于虚弱的死亡率模型和长寿风险储备金
Pub Date : 2024-04-29 DOI: 10.1057/s41288-024-00319-y
Maria Carannante, Valeria D’amato, Steven Haberman, Massimiliano Menzietti

For the life insurance industry and pension schemes, mortality projections are critical for accurately managing exposure to longevity risk in terms of both premium setting and reserving. Frailty has been identified as an important latent factor underpinning the evolution of mortality rates. It represents the comorbidities that drive the deterioration of the human body’s physiological capacity. In this paper, we propose a stochastic mortality model that incorporates the trend in frailty, and we analyse the gap between the actuarial evaluations of premiums and technical provisions calculated under frailty-based and traditional stochastic mortality models. We observe that the frailty-based model leads to higher levels of uncertainty in estimates and projections (compared to a traditional stochastic mortality model), which is attributed to the explicit modelling of the comorbidities. This leads to proposing a potentially important policy-oriented recommendation: the incorporation of frailty in mortality modelling would allow for the profiling of mortality according to the portfolio in force for the insurer (or pension scheme), thereby mitigating the problem of adverse selection.

对于寿险业和养老金计划而言,死亡率预测对于准确管理保费和准备金方面的长寿风险至关重要。虚弱已被确定为支撑死亡率演变的一个重要潜在因素。它代表了导致人体生理能力衰退的合并症。在本文中,我们提出了一个包含虚弱趋势的随机死亡率模型,并分析了基于虚弱模型和传统随机死亡率模型计算的保费和技术条款精算评估之间的差距。我们发现,与传统的随机死亡率模型相比,以虚弱为基础的模型在估算和预测方面具有更高的不确定性,这归因于对合并症的明确建模。因此,我们提出了一项潜在的重要政策性建议:在死亡率模型中纳入虚弱因素,可以根据保险人(或养老金计划)的有效投资组合对死亡率进行分析,从而减轻逆向选择的问题。
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引用次数: 0
A sustainable, variable lifetime retirement income solution for the Chilean pension system 智利养老金制度的可持续、可变终身退休收入解决方案
Pub Date : 2024-04-27 DOI: 10.1057/s41288-024-00315-2
Olga M. Fuentes, Richard K. Fullmer, Manuel García-Huitrón

Defined contribution retirement pension systems need to improve the level and stability of payments as pensioners age. Longevity risk pooling is key, but so is flexibility to satisfy members' individual needs and preferences. We propose a tontine construct as a flexible and cost-effective investment option for the Chilean pension system. Payouts are for life, but variable since there are no explicit guarantees. Our proposal provides transparency, investment flexibility, and higher expected income streams than any of the existing options available to the country’s pensioners. Importantly, it does not distort the existing investment and annuity markets; on the contrary, it complements them. Additionally, it provides a means to offer a form of longevity insurance even if insurers are unwilling to supply it. Furthermore, it is in line with the movement of many countries toward promoting longevity-risk sharing within their defined-contribution systems.

随着养老金领取者年龄的增长,固定缴费退休养老金制度需要提高支付水平和稳定性。长寿风险集中是关键,但满足成员个人需求和偏好的灵活性也很重要。我们提出了一种 "通廷"(tontine)结构,作为智利养老金制度的一种灵活且具有成本效益的投资选择。支付是终身的,但由于没有明确的保证,所以是可变的。与智利养老金领取者现有的任何选择相比,我们的建议具有透明度、投资灵活性和更高的预期收入流。重要的是,它不会扭曲现有的投资和年金市场;相反,它是对它们的补充。此外,即使保险公司不愿意提供长寿保险,它也提供了一种提供长寿保险的方式。此外,它也符合许多国家在其固定缴费制度中促进长寿风险分担的趋势。
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引用次数: 0
Machine learning in long-term mortality forecasting 长期死亡率预测中的机器学习
Pub Date : 2024-04-06 DOI: 10.1057/s41288-024-00320-5
Yang Qiao, Chou-Wen Wang, Wenjun Zhu

We propose a new machine learning-based framework for long-term mortality forecasting. Based on ideas of neighboring prediction, model ensembling, and tree boosting, this framework can significantly improve the prediction accuracy of long-term mortality. In addition, the proposed framework addresses the challenge of a shrinking pattern in long-term forecasting with information from neighboring ages and cohorts. An extensive empirical analysis is conducted using various countries and regions in the Human Mortality Database. Results show that this framework reduces the mean absolute percentage error (MAPE) of the 20-year forecasting by almost 50% compared to classic stochastic mortality models, and it also outperforms deep learning-based benchmarks. Moreover, including mortality data from multiple populations can further enhance the long-term prediction performance of this framework.

我们提出了一种新的基于机器学习的长期死亡率预测框架。该框架基于邻近预测、模型集合和树增强的思想,能显著提高长期死亡率预测的准确性。此外,该框架还利用邻近年龄和队列的信息解决了长期预测中的收缩模式难题。我们利用人类死亡率数据库中的不同国家和地区进行了广泛的实证分析。结果表明,与经典的随机死亡率模型相比,该框架将 20 年预测的平均绝对百分比误差(MAPE)降低了近 50%,其表现也优于基于深度学习的基准。此外,纳入多个人群的死亡率数据可以进一步提高该框架的长期预测性能。
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引用次数: 0
Bringing parametric mortality indexes to practice: a generalized CBD model with stochastic socioeconomic differentials in mortality improvements 将参数化死亡率指数应用于实践:死亡率改善中随机社会经济差异的广义 CBD 模型
Pub Date : 2024-04-04 DOI: 10.1057/s41288-024-00318-z
Kenneth Q. Zhou, Johnny S.-H. Li, Pintao Lyu

The concept of CBD mortality indexes was proposed in 2014. While it has been shown that the use of CBD mortality indexes can effectively reduce longevity risk exposures in idealized settings, the risk mitigation potential of such indexes in a more realistic environment, whereby, for example, population basis risk exists, is yet to be investigated. This research gap is addressed in this paper through the development of a generalized CBD model with stochastic socioeconomic differentials in mortality improvements. The proposed model incorporates possible co-integration effects between mortality dynamics of socioeconomic subgroups and the general population, and features a form of coherence that is less restrictive than the typically assumed full coherence. This paper is concluded with various numerical experiments that are conducted to demonstrate the possible bias in hedge effectiveness that may be resulted if the key features of the proposed model are altered.

2014年提出了CBD死亡率指数的概念。虽然已有研究表明,在理想化的环境中,使用 CBD 死亡率指数可以有效降低长寿风险,但在更现实的环境中,例如存在人口基础风险的环境中,此类指数的风险缓解潜力还有待研究。本文通过建立一个具有随机社会经济差异的死亡率改善的广义 CBD 模型来填补这一研究空白。所提出的模型纳入了社会经济亚群体与总人口死亡率动态之间可能存在的协整效应,并采用了一种比通常假定的完全一致性限制更少的一致性形式。本文最后通过各种数值实验来证明,如果改变拟议模型的关键特征,可能会导致对冲效果的偏差。
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引用次数: 0
Do sustainability attributes play a role for individuals’ decisions regarding unit-linked life insurance? A survey research on German private investors 可持续发展属性对个人决定是否购买单位挂钩人寿保险有影响吗?对德国私人投资者的调查研究
Pub Date : 2024-04-03 DOI: 10.1057/s41288-024-00313-4

Abstract

The aim of this paper is to investigate the relevance of sustainable product attributes as compared to ongoing costs and risk–return profiles when individuals choose funds underlying unit-linked life insurances. Regarding sustainability attributes, we focus on the product classification according to the Sustainable Finance Disclosure Regulation as a European regulatory transparency standard, and on sustainable investment strategies. We conduct two choice-based conjoint analyses using a German panel for unit-linked life insurances as well as fund savings plans as a financial product comparison. We estimate the relative importance, part-worth utilities, and the marginal willingness to pay for changes in product attributes. Our results suggest that private investors of unit-linked life insurances value sustainable product attributes and that they result in a slightly higher marginal willingness to pay, but risk–return indicators and especially ongoing costs are currently more relevant. We find further indications that sustainability attributes are less relevant in the setting of a unit-linked life insurance as compared to a fund savings plans setting.

摘要 本文旨在研究当个人选择与单位挂钩的人寿保险相关的基金时,可持续产品属性与持续成本和风险收益情况的相关性。关于可持续发展属性,我们重点关注作为欧洲监管透明度标准的《可持续金融信息披露条例》规定的产品分类以及可持续投资策略。我们使用一个德国面板对单位挂钩人寿保险和基金储蓄计划作为金融产品比较,进行了两项基于选择的联合分析。我们估算了产品属性变化的相对重要性、部分价值效用和边际支付意愿。我们的研究结果表明,单位挂钩人寿保险的私人投资者重视可持续发展的产品属性,这些属性导致边际支付意愿略高,但风险回报指标,尤其是持续成本目前更为重要。我们还发现,与基金储蓄计划相比,可持续属性在单位挂钩人寿保险中的相关性较低。
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引用次数: 0
Mortality improvement neural-network models with autoregressive effects 具有自回归效应的死亡率改进神经网络模型
Pub Date : 2024-04-01 DOI: 10.1057/s41288-024-00321-4
Hung-Tsung Hsiao, Chou-Wen Wang, I.-Chien Liu, Ko-Lun Kung

In this paper, we propose a neural network (NN) architecture of mortality improvement model with cohort effect. We then extend the mortality improvement NN model to consider autoregressive effects, which allows mortality improvement to depend on the lagged mortality rates. The advantage of our NN model setup is that the parameters of period and cohort effects are implicitly estimated by the NN models, and hence, the mortality projection can be obtained without taking the extra steps of selecting and estimating the suitable time-series model for period and cohort effects. Our empirical results suggests that, based on 48 populations in the Human Mortality Database with complete sets of observations from 1950 with the age span of 55–90, the NN models with cohort and autoregressive effects improve the forecast accuracy of mortality rate projections and provide better prediction performance.

在本文中,我们提出了一种具有队列效应的死亡率改进模型神经网络(NN)结构。然后,我们扩展了死亡率改善神经网络模型,以考虑自回归效应,从而使死亡率改善取决于滞后死亡率。我们的 NN 模型设置的优势在于,NN 模型隐含了时期效应和队列效应的参数估计,因此,无需为时期效应和队列效应选择和估计合适的时间序列模型等额外步骤,即可获得死亡率预测结果。我们的实证结果表明,基于人类死亡率数据库中从 1950 年起年龄跨度为 55-90 岁的 48 个人群的完整观测数据,具有队列效应和自回归效应的 NN 模型提高了死亡率预测的准确性,并提供了更好的预测性能。
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引用次数: 0
How suitable are equity release mortgages as investments for pension funds? 股权释放抵押贷款作为养老基金的投资有多合适?
Pub Date : 2024-03-24 DOI: 10.1057/s41288-024-00316-1

Abstract

This article examines the claim that equity release mortgages, the U.K. equivalent of reverse mortgages in the U.S., are suitable investments for pension funds. We present valuation, stress test and scenario analysis results that suggest that equity release mortgages are unsuitable for pension funds because: (i) they bear returns that are typically below the risk-free rate; (ii) they are not hedges for annuity books, let alone good hedges; and (iii) they are heavily exposed to house price risk, which annuity books are not. Our results suggest that equity release mortgages meet none of these criteria to be suitable for pension funds and are almost entirely dominated by risk-free government bonds. We offer an explanation for why investors appear to be unaware of the low returns on equity release mortgages.

摘要 本文研究了英国的股权解除抵押贷款(相当于美国的反向抵押贷款)适合养老基金投资的说法。我们介绍了估值、压力测试和情景分析的结果,这些结果表明股权解除抵押贷款不适合养老基金,因为:(i)它们的回报通常低于无风险利率;(ii)它们不是年金账簿的对冲工具,更不用说良好的对冲工具了;(iii)它们严重暴露于房价风险,而年金账簿不存在这种风险。我们的研究结果表明,股权释放抵押贷款不符合上述任何一项适合养老基金的标准,而且几乎完全被无风险政府债券所主导。我们解释了为什么投资者似乎没有意识到股权解除抵押贷款的低回报率。
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引用次数: 0
Exploring the link between financial literacy and business interruption insurance: evidence from Italian micro-enterprises 探索金融知识与业务中断保险之间的联系:来自意大利微型企业的证据
Pub Date : 2024-03-01 DOI: 10.1057/s41288-024-00312-5
Ornella Ricci, Gianluca Santilli

This article examines the relationship between financial literacy and business interruption (BI) insurance among Italian entrepreneurs. Following an increase in unexpected shocks, such as COVID-19 and geopolitical conflicts, a high level of BI risk is expected to persist, especially among small firms, which play a key role in the Italian economy. Using a Bank of Italy 2021 survey of 1998 non-financial firms with fewer than 10 employees, we show a significant positive association between the level of the entrepreneur’s financial literacy and the purchase of BI insurance. Our results highlight the key role of financial literacy in shaping risk management strategies and are robust to different model specifications, also addressing endogeneity concerns.

本文研究了意大利企业家的金融知识与业务中断(BI)保险之间的关系。随着 COVID-19 和地缘政治冲突等意外冲击的增加,预计高水平的 BI 风险将持续存在,尤其是在意大利经济中发挥关键作用的小型企业中。利用意大利银行 2021 年对 1998 年雇员少于 10 人的非金融企业进行的调查,我们发现企业家的金融知识水平与购买商业保险之间存在显著的正相关关系。我们的研究结果凸显了金融知识在形成风险管理策略中的关键作用,并且对不同的模型规格都是稳健的,同时也解决了内生性问题。
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引用次数: 0
Infrastructure development in sub-Saharan African countries: does insurance matter? 撒哈拉以南非洲国家的基础设施发展:保险重要吗?
Pub Date : 2024-02-14 DOI: 10.1057/s41288-023-00311-y

Abstract

The objective of this paper is to assess the contribution of insurance to infrastructure development in Sub-Saharan Africa. The researchers used a sample of 31 Sub-Saharan African countries from a panel of data observed over the period 2003–2020. The methodologies used in this paper are the Driscoll-Kraay and Panels Corrected Standard Error. The results show that insurance (life and non-life) positively explains the level of infrastructure in Sub-Saharan Africa. Furthermore, using disaggregated infrastructure indices, the effect remains the same for transport, electricity, and water and sanitation infrastructure. However, insurance has no significant effect on telecommunications infrastructure. Our results remain robust using an instrumental variable technique, two stage least square. The economic policy suggestions concern the improvement of the regulatory framework for the insurance business so that it can participate effectively in financing the economy. In addition, a strengthening of the public–private partnership is commendable in order to provide governments with an alternative source of infrastructure financing, different from the generally used public financing, whose capacity is likely to be insufficient.

摘要 本文旨在评估保险对撒哈拉以南非洲基础设施发展的贡献。研究人员使用了 2003-2020 年期间观察到的 31 个撒哈拉以南非洲国家的面板数据作为样本。本文使用的方法是 Driscoll-Kraay 和面板校正标准误差。结果表明,保险(人寿和非人寿)对撒哈拉以南非洲的基础设施水平有积极的解释作用。此外,使用分类基础设施指数,对交通、电力、水和卫生基础设施的影响仍然相同。然而,保险对电信基础设施没有重大影响。使用工具变量技术、两阶段最小平方法,我们的结果仍然是稳健的。经济政策建议涉及改善保险业的监管框架,使其能够有效参与经济融资。此外,加强公私合作伙伴关系也值得称赞,这样可以为政府提供另一种基础设施融资来源,有别于通常使用的公共融资,因为公共融资的能力可能不足。
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引用次数: 0
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The Geneva papers on risk and insurance. Issues and practice
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