2SLS with multiple treatments

IF 9.9 3区 经济学 Q1 ECONOMICS
Manudeep Bhuller , Henrik Sigstad
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引用次数: 0

Abstract

We study what two-stage least squares (2SLS) identifies in models with multiple treatments under treatment effect heterogeneity. Two conditions are shown to be necessary and sufficient for the 2SLS to identify positively weighted sums of agent-specific effects of each treatment: average conditional monotonicity and no cross effects. Our identification analysis allows for any number of treatments, any number of continuous or discrete instruments, and the inclusion of covariates. We provide testable implications and present characterizations of choice behavior implied by our identification conditions.

多重处理的 2SLS
我们研究了在治疗效果异质性条件下,两阶段最小二乘法(2SLS)在具有多种治疗方法的模型中的识别能力。结果表明,有两个条件是 2SLS 识别出每种处理对特定代理人影响的正加权总和的必要条件和充分条件:平均条件单调性和无交叉效应。我们的识别分析允许任何数量的处理、任何数量的连续或离散工具以及协变量的加入。我们提供了可检验的含义,并介绍了我们的识别条件所隐含的选择行为特征。
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来源期刊
Journal of Econometrics
Journal of Econometrics 社会科学-数学跨学科应用
CiteScore
8.60
自引率
1.60%
发文量
220
审稿时长
3-8 weeks
期刊介绍: The Journal of Econometrics serves as an outlet for important, high quality, new research in both theoretical and applied econometrics. The scope of the Journal includes papers dealing with identification, estimation, testing, decision, and prediction issues encountered in economic research. Classical Bayesian statistics, and machine learning methods, are decidedly within the range of the Journal''s interests. The Annals of Econometrics is a supplement to the Journal of Econometrics.
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