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arXiv:2304.02272 (econ)
[Submitted on 5 Apr 2023 (v1) , last revised 26 Jul 2024 (this version, v2)]

Title: Synthetic Controls with Multiple Outcomes

Title: 带有多个结果的合成控制

Authors:Wei Tian, Seojeong Lee, Valentyn Panchenko
Abstract: We generalize the synthetic control (SC) method to a multiple-outcome framework, where the conventional pre-treatment time dimension is supplemented with the extra dimension of related outcomes in computing the SC weights. This generalization improves the reliability of treatment effect estimation, and can be particularly useful for evaluating the effect of a treatment on multiple outcomes or when only a small number of pre-treatment periods are available. To illustrate our method, we provide a new perspective on the classic SC application to the 1990 German reunification.
Abstract: 我们将合成控制(SC)方法推广到多结果框架中,在计算SC权重时,传统的预处理时间维度被相关结果的额外维度所补充。 这种推广提高了处理效应估计的可靠性,尤其适用于评估处理对多个结果的影响,或当只有少量预处理时期可用时。 为了说明我们的方法,我们提供了对1990年德国统一经典SC应用的新视角。
Subjects: General Economics (econ.GN)
Cite as: arXiv:2304.02272 [econ.GN]
  (or arXiv:2304.02272v2 [econ.GN] for this version)
  https://doi.org/10.48550/arXiv.2304.02272
arXiv-issued DOI via DataCite

Submission history

From: Seojeong Lee [view email]
[v1] Wed, 5 Apr 2023 07:37:35 UTC (1,530 KB)
[v2] Fri, 26 Jul 2024 05:01:41 UTC (48 KB)
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