Nonparametric Approaches to Empirical Welfare Analysis

Debopam Bhattacharya
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Abstract

Welfare analysis of policy interventions is ubiquitous in economic research. It plays an important role in merger analysis and antitrust litigation, design of tax and subsidies, and informs the current debate on a universal basic income. This paper provides a survey of existing empirical methods, based on cross-sectional microdata, for calculating welfare effects and deadweight loss resulting from realized or hypothetical policy change. We briefly outline classical parametric methods that are computationally tractable, then discuss recent nonparametric approaches that avoid making statistical and functional-form restrictions on individual preferences. This makes the welfare estimates theoretically more credible, and clarifies exactly what welfare-relevant information is contained in demand distribution in various choice settings. However, these methods also demand greater in-sample variation in the data for practical implementation than classical parametric approaches. We then cover settings with externalities. The above results are theoretical, and take the demand function as known; therefore, we briefly discuss empirical problems around demand estimation. We conclude by suggesting areas for future research. (JEL C14, C35, D11, D60, D62)
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实证福利分析的非参数方法
政策干预的福利分析在经济研究中无处不在。它在兼并分析和反垄断诉讼、税收和补贴设计中发挥着重要作用,并为当前关于全民基本收入的辩论提供了参考。本文基于横截面微观数据,对现有的实证方法进行了调查,以计算已实现或假设的政策变化所带来的福利效应和自重损失。我们简要概述了可计算的经典参数方法,然后讨论了近期的非参数方法,这些方法避免了对个人偏好的统计和函数形式限制。这使得福利估算在理论上更加可信,并明确了在各种选择环境下,需求分布中究竟包含了哪些与福利相关的信息。然而,与经典参数方法相比,这些方法在实际应用中也需要更大的样本数据变化。然后,我们将讨论具有外部性的环境。上述结果都是理论性的,并将需求函数视为已知;因此,我们简要讨论了与需求估计有关的经验问题。最后,我们提出了未来的研究领域。(JEL C14, C35, D11, D60, D62)
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The Capitalist Manifesto: Why the Global Free Market Will Save the World Nonparametric Approaches to Empirical Welfare Analysis Monetary Policy and Its Unintended Consequences Data and the Aggregate Economy Journal of Economic Literature, June 2024, Volume LXII, Number 2
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