A General Approach to Relaxing Unconfoundedness

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Tác giả: Matthew A Masten, Alexandre Poirier, Muyang Ren

Ngôn ngữ: eng

Ký hiệu phân loại: 613.792 Relaxation

Thông tin xuất bản: 2025

Mô tả vật lý:

Bộ sưu tập: Metadata

ID: 223116

This paper defines a general class of relaxations of the unconfoundedness assumption. This class includes several previous approaches as special cases, including the marginal sensitivity model of Tan (2006). This class therefore allows us to precisely compare and contrast these previously disparate relaxations. We use this class to derive a variety of new identification results which can be used to assess sensitivity to unconfoundedness. In particular, the prior literature focuses on average parameters, like the average treatment effect (ATE). We move beyond averages by providing sharp bounds for a large class of parameters, including both the quantile treatment effect (QTE) and the distribution of treatment effects (DTE), results which were previously unknown even for the marginal sensitivity model.
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