Fuzzy differences-in-differences with Stata

被引:15
作者
de Chaisemartin, Clement [1 ]
D'Haultfouille, Xavier [2 ]
Guyonvarch, Yannick [2 ]
机构
[1] Univ Calif Santa Barbara, Econ, Santa Barbara, CA 93106 USA
[2] CREST, Econ, Palaiseau, France
关键词
st0560; fuzzydid; differences-in-differences; fuzzy designs; local average treatment effects; local quantile treatment effects;
D O I
10.1177/1536867X19854019
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
Differences-in-differences evaluates the effect of a treatment. In its basic version, a control group is untreated at two dates, whereas a treatment group becomes fully treated at the second date. However, in many applications of this method, the treatment rate increases more only in the treatment group. In such fuzzy designs, de Chaisemartin and D'Haultf oe uille (2018b, Review of Economic Studies 85: 999-1028) propose various estimands that identify local average and quantile treatment effects under different assumptions. They also propose estimands that can be used in applications with a nonbinary treatment, multiple periods, and groups and covariates. In this article, we present the command fuzzydid, which computes the various corresponding estimators. We illustrate the use of the command by revisiting Gentzkow, Shapiro, and Sinkinson (2011, American Economic Review 101: 2980-3018).
引用
收藏
页码:435 / 458
页数:24
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