A graphical user interface and reporting tools for robust mediation analysis: The R package robmedExtra
Alfons, A. and Archimbaud, A.
Date
June 22 – 24, 2023
Time
12:00 AM
Location
School of Psychology of the University of Padova, Italy
Event
Abstract
Mediation analysis is one of the most widely used statistical techniques in the behavioral sciences. In its simplest form, a mediation model allows to study how an independent variable (X) affects a dependent variable (Y) through an intervening variable called a mediator (M). A recently proposed robust bootstrap test for the indirect effect of X on Y through M yields reliable results even in the presence of outliers, heavy tails, or skewness. This robust test is implemented in the R package robmed together with other methods such as the standard bootstrap test based on ordinary least squares regressions.
The R package robmedExtra is a companion package that provides additional functionality for empirical researchers. It provides a graphical user interface that allows researchers to (i) conduct mediation analysis in R without prior programming experience, (ii) export results to a nicely formatted table for Microsoft Word, and (iii) create replication materials for the analysis in the form of an R script.
The first part of the session is a hands-on introduction to package robmedExtra, while the second part is intended to be a discussion on feature requests and useful functionality for future development.
Details
- Posted on:
- June 24, 2023
- Length:
- 2 minute read, 226 words
- See Also: