Difference-in-Differences Estimators with Continuous Treatments and no Stayers

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Tác giả: Clément de Chaisemartin, Xavier D'Haultfœuille, Gonzalo Vazquez-Bare

Ngôn ngữ: eng

Ký hiệu phân loại: 385.3610924 Facilities and vehicles

Thông tin xuất bản: 2024

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Bộ sưu tập: Metadata

ID: 201509

 Comment: 7 pagesMany treatments or policy interventions are continuous in nature. Examples include prices, taxes or temperatures. Empirical researchers have usually relied on two-way fixed effect regressions to estimate treatment effects in such cases. However, such estimators are not robust to heterogeneous treatment effects in general
  they also rely on the linearity of treatment effects. We propose estimators for continuous treatments that do not impose those restrictions, and that can be used when there are no stayers: the treatment of all units changes from one period to the next. We start by extending the nonparametric results of de Chaisemartin et al. (2023) to cases without stayers. We also present a parametric estimator, and use it to revisit Desch\^enes and Greenstone (2012).
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