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Causal mediation analysis

delete2018-11-19
delete629
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OA
AI
R
Raymond Hicks *
D
Dustin Tingley
DOI:10.1177/1536867X1101100407delete
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摘要

摘要

En 中文
Estimating the mechanisms that connect explanatory variables with the explained variable, also known as mediation analysis, is central to a variety of social-science fields, especially psychology, and increasingly to fields like epidemiology,. Recent work on the statistical methodology behind mediation analysis points to limitations in earlier methods. We implement in Stata computational approaches based on recent developments in the statistical methodology of mediation analysis. In particular, we provide functions for the correct calculation of causal mediation effects using several different types of parametric models, as well as the calculation of sensitivity analyses for violations to the key identifying assumption required for interpreting mediation results causally.
Keyword:
st0243
medeff
medsens
mediation
causal mechanism
direct effects
sensitivity analysis

期刊

S
Stata Journal
IF:
2.4
论文数:
1.2K
被引数:
8.4K

机构

H
Harvard University
学者数:
26.5W
论文数: 22.0W
被引数: 28.7W
P
Princeton University
学者数:
2.1W
论文数: 2.3W
被引数: 5.1W
引用论文

引用论文

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