Synthetic Control Estimator: A Tool for Comparative Case Studies in Economic History

D. Gilchrist, T. Emery, Nuno Garoupa, R. Spruk
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Abstract

The Synthetic Control Method has become a widely used tool in estimating the causal impact of policies, shocks and interventions of interest on economic and social outcomes. The technique has become particularly popular in estimating the effect of these shocks on a single treated unit. As a transparent and data-driven statistical technique, the goal of the Synthetic Control Method is to construct an artificial control group for the treated unit that has similar pre-treatment characteristics but has not undergone the treatment itself. The synthetic control technique works well when the control group balances pre-intervention outcomes and auxiliary covariates as much as possible. In spite of its widespread adoption, the use of the Synthetic Control Method in comparative economic history has lagged behind other areas of economics. In this article, we critically review the properties of the Synthetic Control Method and discuss the necessary conditions for a plausible application of the technique to comparative economic history in support of research designed to answer some of the long-running historical questions.
综合控制估计器:经济史案例比较研究的工具
综合控制方法已成为一种广泛使用的工具,用于估计政策、冲击和干预措施对经济和社会结果的因果影响。该技术在估计这些冲击对单个处理单元的影响方面已变得特别流行。作为一种透明的、数据驱动的统计技术,合成控制法的目标是为处理单元构建一个具有类似预处理特征但本身未经历处理的人工对照组。当对照组尽可能平衡干预前结果和辅助协变量时,综合控制技术效果良好。尽管综合控制方法被广泛采用,但它在比较经济史上的应用却落后于其他经济学领域。在本文中,我们批判性地回顾了综合控制方法的性质,并讨论了将该技术合理地应用于比较经济史的必要条件,以支持旨在回答一些长期历史问题的研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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