Stratifying on Treatment Status

Fuente: arXiv
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Autori principali: Hahn, Jinyong, Ham, John, Ridder, Geert, Sheng, Shuyang
Natura: Preprint
Pubblicazione: 2024
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author Hahn, Jinyong
Ham, John
Ridder, Geert
Sheng, Shuyang
author_facet Hahn, Jinyong
Ham, John
Ridder, Geert
Sheng, Shuyang
contents We study the estimation of treatment effects using samples stratified by treatment status. Standard estimators of the average treatment effect and the local average treatment effect are inconsistent in this setting. We propose consistent estimators and characterize their asymptotic distributions.
format Preprint
id arxiv_https___arxiv_org_abs_2404_04700
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Stratifying on Treatment Status
Hahn, Jinyong
Ham, John
Ridder, Geert
Sheng, Shuyang
Econometrics
We study the estimation of treatment effects using samples stratified by treatment status. Standard estimators of the average treatment effect and the local average treatment effect are inconsistent in this setting. We propose consistent estimators and characterize their asymptotic distributions.
title Stratifying on Treatment Status
topic Econometrics
url https://arxiv.org/abs/2404.04700