A unification of mediation and interaction: a 4-way decomposition.
Harvard University · Computer Professionals for Social Responsibility · +1 more institution
Abstract
The overall effect of an exposure on an outcome, in the presence of a mediator with which the exposure may interact, can be decomposed into 4 components: (1) the effect of the exposure in the absence of the mediator, (2) the interactive effect when the mediator is left to what it would be in the absence of exposure, (3) a mediated interaction, and (4) a pure mediated effect. These 4 components, respectively, correspond to the portion of the effect that is due to neither mediation nor interaction, to just interaction (but not mediation), to both mediation and interaction, and to just mediation (but not interaction). This 4-way decomposition unites methods that attribute effects to interactions and methods that…
Citation impact
- FWCI
- 12.76
- Percentile
- 100%
- References
- 35
Authors
1Topics & keywords
- Mediation
- Interaction
- Mediator
- Decomposition
- Interaction model
- Psychology
- Unification
- Computer science
- Reduced inequalities