G2TT
来源类型Discussion paper
规范类型论文
来源IDDP15319
DP15319 Non-Random Exposure to Exogenous Shocks: Theory and Applications
Kirill Borusyak; Peter Hull
发表日期2020-09-25
出版年2020
语种英语
摘要We develop new tools for estimating the causal effects of treatments or instruments that combine multiple sources of variation according to a known formula. Examples include treatments capturing spillovers in social and transportation networks, simulated instruments for policy eligibility, and shift-share instruments. We show how exogenous shocks to some, but not all, determinants of such variables can be leveraged while avoiding omitted variables bias. Our solution involves specifying counterfactual shocks that may as well have been realized and adjusting for a summary measure of non-randomness in shock exposure: the average treatment (or instrument) across such counterfactuals. We further show how to use shock counterfactuals for valid finite-sample inference, and characterize the valid instruments that are asymptotically efficient. We apply this framework to address bias when estimating employment effects of market access growth from Chinese high-speed rail construction, and to boost power when estimating coverage effects of expanded Medicaid eligibility.
主题International Trade and Regional Economics ; Labour Economics
关键词Treatment effects Identification strategies Randomization inference Natural experiments Instrumental variables Market access Simulated instruments Shift-share iv Network spillovers
URLhttps://cepr.org/publications/dp15319-0
来源智库Centre for Economic Policy Research (United Kingdom)
资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/544298
推荐引用方式
GB/T 7714
Kirill Borusyak,Peter Hull. DP15319 Non-Random Exposure to Exogenous Shocks: Theory and Applications. 2020.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Kirill Borusyak]的文章
[Peter Hull]的文章
百度学术
百度学术中相似的文章
[Kirill Borusyak]的文章
[Peter Hull]的文章
必应学术
必应学术中相似的文章
[Kirill Borusyak]的文章
[Peter Hull]的文章
相关权益政策
暂无数据
收藏/分享

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。