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来源类型 | Working Paper |
规范类型 | 报告 |
DOI | 10.3386/w26104 |
来源ID | Working Paper 26104 |
Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics | |
Guido Imbens | |
发表日期 | 2019-07-29 |
出版年 | 2019 |
语种 | 英语 |
摘要 | In this essay I discuss potential outcome and graphical approaches to causality, and their relevance for empirical work in economics. I review some of the work on directed acyclic graphs, including the recent “The Book of Why,” ([Pearl and Mackenzie, 2018]). I also discuss the potential outcome framework developed by Rubin and coauthors, building on work by Neyman. I then discuss the relative merits of these approaches for empirical work in economics, focusing on the questions each answer well, and why much of the work in economics is closer in spirit to the potential outcome framework. |
主题 | Econometrics |
URL | https://www.nber.org/papers/w26104 |
来源智库 | National Bureau of Economic Research (United States) |
引用统计 | |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/583777 |
推荐引用方式 GB/T 7714 | Guido Imbens. Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics. 2019. |
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文件名称/大小 | 资源类型 | 版本类型 | 开放类型 | 使用许可 | ||
w26104.pdf(467KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 |
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