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指数保险项目是否兑现了其承诺?来自多项实验的证据汇总

Do index insurance programs live up to their promises? Aggregating evidence from multiple experiments
Journal of Development Economics · 2025 · Pauline Castaing、Jules Gazeaud

中文摘要

尽管参与率有限,指数保险常被视为过去数十年间帮助小农户管理风险并促进其生产性投资的最显著创新之一。本文中,我们使用贝叶斯分层模型汇总来自八项实验的证据,并评估其结果的外部效度。我们发现,扩大指数保险获取渠道的干预措施平均使生产性投资增加0.06–0.11个标准差(相当于对照组均值的8%–16%)。不同研究之间的处理效应异质性很高,但估计不精确,而控制基本的、预先登记的家庭特征对这些估计没有影响。对实际参与指数保险者的效应更大,但异质性也更强。我们得出结论,现有证据基础对于预测新情境下的效应所提供的洞见有限,政策制定者在投资于广泛推广指数保险之前应保持谨慎。

Abstract

Despite limited uptake, index insurance is often seen as one of the most remarkable innovations of the past decades to help smallholder farmers manage risks and boost their productive investments. In this paper, we use a Bayesian hierarchical model to aggregate evidence from eight experiments and assess the external validity of their results. We find that interventions expanding access to index insurance increase productive investments by 0.06–0.11 SD on average (equivalent to 8%–16% of the control mean). Heterogeneity in treatment effects across studies is high but imprecisely estimated, and controlling for basic, pre-registered household characteristics has no impact on these estimates. Effects on those who take up index insurance are larger but even more heterogeneous. We conclude that the existing evidence base offers limited insights to predict effects in new settings, and that policymakers should be cautious before investing in the widespread promotion of index insurance.
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