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mediation (version 4.4.5)

Causal Mediation Analysis

Description

We implement parametric and non parametric mediation analysis. This package performs the methods and suggestions in Imai, Keele and Yamamoto (2010), Imai, Keele and Tingley (2010), Imai, Tingley and Yamamoto (2013), Imai and Yamamoto (2013) and Yamamoto (2013). In addition to the estimation of causal mediation effects, the software also allows researchers to conduct sensitivity analysis for certain parametric models.

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Version

Install

install.packages('mediation')

Monthly Downloads

19,182

Version

4.4.5

License

GPL (>= 2)

Maintainer

Teppei Yamamoto

Last Published

July 18th, 2015

Functions in mediation (4.4.5)

framing

Brader, Valentino and Suhay (2008) Framing Experiment Data
test.modmed

Significance Test for Moderated Mediation
plot.medsens

Plotting Results from Sensitivity Analysis for Causal Mediation Effects
mediate.sed

Estimating Average Causal Mediation Effects under the Single Experiment Design
jobs

JOBS II data
summary.mediations

Summarizing Output from Multiple Mediation Analyses
summary.medsens

Summarizing Results from Sensitivity Analysis for Causal Mediation Effects
plot.ivmediate

Plotting Local Indirect, Direct, and Total Effects from Mediation Analysis with Treatment Noncompliance
summary.mediate.design

Summarizing Output from Design Based Mediation Analysis
summary.ivmediate

Summarizing Output from Mediation Analysis with Treatment Noncompliance
summary.multimed

Summarizing Output from Mediation Analysis with Multiple Mechanisms
mediations

Causal Mediation Analysis for Multiple Outcome/Treatment/Mediator Combinations
plot.mediations

Plotting Indirect, Direct, and Total Effects from Multiple Mediation Analyses
plot.mediate.mer

Plotting Indirect, Direct, and Total Effects from Mediation Analysis of Multilevel Models
mediate

Causal Mediation Analysis
summary.mediate.mer

Summarizing Output from Mediation Analysis of Multilevel Models
test.TMint

Significance Test for Treatment-Mediator Interaction in Causal Mediation Analysis
amelidiate

Function for combining outputs from mediations function and calculating quantities of interest. For use with multiple imputation procedures.
CEDdata

Example Data for the Crossover Encouragement Design
summary.mediate

Summarizing Output from Mediation Analysis
ivmediate

Causal Mediation Analysis with Treatment Noncompliance
plot.multimed

Plotting the Results of Causal Mediation Analysis for Multiple Mechanisms
boundsdata

Example Data for the Design Functions
student

Hypothetical student-level data
mediate.ced

Estimating Average Causal Mediation Effects under the Crossover Encouragement Design
medsens

Sensitivity Analysis for Causal Mediation Effects
multimed

Estimation and Sensitivity Analysis for Multiple Causal Mechanisms
mediate.pd

Estimating Average Causal Mediation Effects under the Parallel Design
plot.mediate

Plotting Indirect, Direct, and Total Effects from Mediation Analysis
school

School-level data
mediate.ped

Computing Bounds on Average Causal Mediation Effects under the Parallel Encouragement Design