A Practical Guide to Instrumental Variables Methods with Heterogeneous Treatment Effects
作者
Authors
Tymon Słoczyński | Liyang Sun | S. Derya Uysal
期刊
Journal
暂无期刊信息
年份
Year
2026
分类
Category
国家
Country
-
📝 摘要
Abstract
Instrumental variables (IV) methods are central to applied microeconomics. While classical approaches assume linear models with constant effects, recent literature has shifted toward the local average treatment effect (LATE) framework to accommodate heterogeneous treatment effects. This paper provides a practical guide to aligning empirical practice with recent theory. We first examine how different specifications with covariates lead to distinct weighted averages of covariate-specific LATEs. We then discuss how parametric misspecification can undermine the causal interpretation of these estimands and suggest flexible specifications as essential robustness checks. Finally, we review formal tests for LATE assumptions and methods robust to monotonicity violations. We provide a guide to software implementations to help researchers apply the methods in practice.
📊 文章统计
Article Statistics
基础数据
Basic Stats
38
浏览
Views
0
下载
Downloads
25
引用
Citations
引用趋势
Citation Trend
阅读国家分布
Country Distribution
阅读机构分布
Institution Distribution
月度浏览趋势
Monthly Views