articleJournal of Statistical SoftwareJan 1, 2014HEDIAMOND OA

mediation : R Package for Causal Mediation Analysis

Harvard University Press · Massachusetts Institute of Technology · +2 more institutions

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Abstract

In this paper, we describe the R package mediation for conducting causal mediation analysis in applied empirical research. In many scientific disciplines, the goal of researchers is not only estimating causal effects of a treatment but also understanding the process in which the treatment causally affects the outcome. Causal mediation analysis is frequently used to assess potential causal mechanisms. The mediation package implements a comprehensive suite of statistical tools for conducting such an analysis. The package is organized into two distinct approaches. Using the model-based approach, researchers can estimate causal mediation effects and conduct sensitivity analysis under the standard research design.…

Citation impact

3,876
total citations
FWCI
95.39
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100%
References
28
Citations per year

Authors

5

Topics & keywords

Keywords
  • Mediation
  • Computer science
  • Causal analysis
  • Suite
  • Causal model
  • Causal inference
  • R package
  • Process (computing)
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