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粒度工具变量

Granular Instrumental Variables
Journal of Political Economy · 2024 · Xavier Gabaix、Ralph S. J. Koijen

中文摘要

我们提出了一种在广泛的经济环境中构建工具变量的新方法。在我们所研究的经济体中,少数大型企业、行业或国家占据了经济活动的重要份额。对这些大型主体的特异性冲击会显著影响总体结果,因而是有效的工具变量。我们提供了一种方法,用以提取这些特异性冲击,从而构建粒度工具变量(GIVs),即特异性冲击的规模加权和。我们展示了粒度工具变量如何使我们能够估计因果参数(如弹性和乘数),并可应用于广泛的、具有实证相关性的情境。

Abstract

We develop a new method to construct instruments in a broad class of economic environments. In the economies we study, a few large firms, industries, or countries account for an important share of economic activity. Idiosyncratic shocks to these large players significantly affect aggregate outcomes and are valid instruments. We provide a methodology to extract these idiosyncratic shocks to create granular instrumental variables (GIVs), which are size-weighted sums of idiosyncratic shocks. We show how GIVs enable us to estimate causal parameters, such as elasticities and multipliers, and are applicable in a broad range of empirically relevant settings.
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