Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects

被引:580
作者
Abadie, Alberto [1 ]
机构
[1] MIT, Dept Econ, Cambridge, MA 02139 USA
关键词
CREDIBLE RESEARCH DESIGNS; PANEL-DATA; ECONOMIC COSTS; IMPACT; CRIME; INTERVENTIONS; STATE; WAGE; BIAS;
D O I
10.1257/jel.20191450
中图分类号
F [经济];
学科分类号
02 ;
摘要
Probably because of their interpretability and transparent nature, synthetic controls have become widely applied in empirical research in economics and the social sciences. This article aims to provide practical guidance to researchers employing synthetic control methods. The article starts with an overview and an introduction to synthetic control estimation. The main sections discuss the advantages of the synthetic control framework as a research design, and describe the settings where synthetic controls provide reliable estimates and those where they may fail. The article closes with a discussion of recent extensions, related methods, and avenues for future research.
引用
收藏
页码:391 / 425
页数:35
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