Moderation & Mediation Flashcards
Grand mean centring
grand mean centring means the transformation of a variable by taking each score and subtracting the mean of all scores (for that variable) from it (cf. Group mean centring).
Direct effect
the effect of a predictor variable on an outcome variable when a mediator is present in the model (cf. indirect effect).
Index of mediation
a standardized measure of an indirect effect. In a mediation model, it is the indirect effect multiplied by the ratio of the standard deviation of the predictor variable to the standard deviation of the outcome variable.
Indirect effect
the effect of a predictor variable on an outcome variable through a mediator (cf. direct effect).
Interaction effect
the combined effect of two or more predictor variables on an outcome variable. It can be used to gauge moderation.
Mediation
perfect mediation occurs when the relationship between a predictor variable and an outcome variable can be completely explained by their relationships with a third variable. For example, taking a dog to work reduces work stress. This relationship is mediated by positive mood if (1) having a dog at work increases positive mood; (2) positive mood reduces work stress; and (3) the relationship between having a dog at work and work stress is reduced to zero (or at least weakened) when positive mood is included in the model.
Mediator
a variable that reduces the size and/or direction of the relationship between a predictor variable and an outcome variable (ideally to zero) and is associated statistically with both.
Moderation
Moderation occurs when the relationship between two variables changes as a function of a third variable. For example, the relationship between watching horror films (predictor) and feeling scared at bedtime (outcome) might increase as a function of how vivid an imagination a person has (moderator).
Moderator
a variable that changes the size and/or direction of the relationship between two other variables.
Simple slopes analysis
an analysis that looks at the relationship (i.e., the simple regression) between a predictor variable and an outcome variable at low, mean and high levels of a third (moderator) variable.
Sobel test
A significance test of mediation. It tests whether the relationship between a predictor variable and an outcome variable is significantly reduced when a mediator is included in the model. It tests the indirect effect of the predictor on the outcome