A reminder in the air: Attention to pollution and the purchase of critical illness insurance

Feng Gao, J. Lien, Jun Wang, Qian Wang, Jie Zheng
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Abstract

How do environmental conditions influence the purchase of critical illness insurance, and why? The mechanism for any potential relationship between them has substantial welfare and policy implications. Prior literature has found a positive relationship between supplementary health insurance and pollution in selected major cities in China. By examining nationwide serious illness insurance purchases under fluctuating air pollution levels across 258 cities in China from 2012 to 2016, we confirm a robust positive relationship between air pollution levels and insurance purchase timing, which is in line with the prior finding. However, we further hypothesize and empirically test whether indicators of public attention drive this result. Localized internet search data shows that search frequencies for the “harmful effects of pollution” and related search terms are highly correlated with recent local air pollution levels. In addition, the level of news media coverage about air pollution sharply reduces the significance of the air pollution-critical illness insurance purchase relationship, showing that attention to pollution-related news drives this effect. The attention effect is also confirmed by comparing the influence of AQI variables as opposed to API, an earlier version of a pollution index which was not made widely available to the public. Furthermore, a survey of potential insurance consumers shows that current local air pollution does not influence individuals’ beliefs about future pollution in China, contributing to doubts about a projection-bias explanation of insurance purchase, previously discussed in the literature. Altogether, our evidence points to attention towards pollution as the primary reason for increased purchase of serious illness insurance during high air pollution time intervals.
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空气中提醒:注意污染并购买重大疾病保险
环境状况如何影响重大疾病保险的购买,为什么?它们之间任何潜在关系的机制都具有实质性的福利和政策影响。已有文献发现,在中国选定的主要城市,补充医疗保险与污染之间存在正相关关系。通过研究2012年至2016年中国258个城市在波动空气污染水平下的全国大病保险购买情况,我们证实了空气污染水平与保险购买时间之间存在强烈的正相关关系,这与之前的发现一致。然而,我们进一步假设并实证检验了公众关注指标是否驱动了这一结果。本地互联网搜索数据显示,“污染的有害影响”和相关搜索词的搜索频率与当地最近的空气污染水平高度相关。此外,新闻媒体对空气污染的报道水平大幅降低了空气污染重疾保险购买关系的显著性,表明对污染相关新闻的关注推动了这种效应。通过比较空气质量指数和空气污染指数的影响,也证实了注意力效应。空气污染指数是一种较早版本的污染指数,但并未向公众广泛提供。此外,一项对潜在保险消费者的调查显示,当前当地的空气污染并不影响个人对中国未来污染的看法,这对之前文献中讨论的保险购买的预测偏差解释产生了怀疑。总之,我们的证据表明,在空气污染严重的时间段内,对污染的关注是购买严重疾病保险增加的主要原因。
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