A Guide to Using the Synthetic Control Method to Quantify the Effects of Shocks, Policies, and Shocking Policies

B. Adhikari
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引用次数: 2

Abstract

Governments introduce various policies intending to improve the overall economy or to influence individual behavior. However, estimating the causal impact of these policies is challenging. I describe how the Synthetic Control Method (SCM) can be used in undergraduate econometrics or capstone courses to estimate the impact of economic policies. The SCM is a data-driven design that provides a systematic way of constructing a comparison group that looks very similar to the group implementing the policy. Thus, it allows us to estimate the policy’s impact by comparing the outcome variable’s post-policy path between the policy group and the comparison group. I review a broad range of policies and events that are analyzed using this method, briefly describe the theory behind the method, discuss various best practices, and provide a step-by-step implementation guide using the adoption of a value-added tax (VAT) by France as an example. JEL Classifications: C01, A1, A2
使用综合控制方法量化冲击、政策和令人震惊的政策的影响指南
政府出台各种政策,旨在改善整体经济或影响个人行为。然而,估计这些政策的因果影响具有挑战性。我描述了如何在本科计量经济学或顶点课程中使用综合控制方法来估计经济政策的影响。SCM是一种数据驱动的设计,它提供了一种系统的方法来构建一个看起来与实施政策的小组非常相似的比较小组。因此,它允许我们通过比较政策组和比较组之间的结果变量的政策后路径来估计政策的影响。我回顾了使用该方法分析的一系列政策和事件,简要描述了该方法背后的理论,讨论了各种最佳实践,并以法国采用增值税为例提供了逐步实施指南。JEL分类:C01、A1、A2
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