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Class 8 Spring 2017 Ang &Huan (2006)
Chapter Mediation Class 8 Spring 2017 Ang &Huan (2006)
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Moderator vs. Mediator Moderator variable (“separator”) Mediator
When or for whom a variable X most strongly predicts an outcome (criterion) variable Y (strength and direction + or -) Mediator The mechanism by which a predictor causes or explains the outcome
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Moderation Analyses: Regression
P: Alcohol use M: Gender Depression Alcohol Use X Gender M F
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Mediation Establishes How or Why a variable causes or predicts the criterion (or outcome) variable. Mediator is the mechanism by which predictor causes or explains the outcome Predictor Outcome Predictor Mediator ---Outcome Parent Drinking----F. Conflict - Low Self Esteem
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Mediation: Baron & Kenny (1986) The Beginning Model
c Y X
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The Mediational Model M b a c' Y X
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Baron and Kenny procedure
X Y (test path c) M (test path a) M (and X) Y (test path b) X (and M) Y (test path c′ ) Analyses 3 and 4 use the same regression equation.
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Sobel Test Calculator http://www.psych.ku.edu/preacher/sobel/sobel.htm
Whether the indirect effect of the predictor on the criterion via the mediator is significantly different from zero Numbers needed a = raw (unstandardized) regression coefficient for the association between predictor and mediator. sa = standard error of a. b = raw coefficient for the association between the mediator and the outcome (when the predictor is also a predictor of the DV). sb = standard error of b.
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Ang & Huan (2012) b a c
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Ang & Huan (2012) b a c C” Suicidal Ideation Academic stress
Depression b a c Suicidal Ideation Academic stress C”
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Depression a b C Academic Stress Suicidal ideation C’
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Depression r = a =.25** r = .62**/b=.60** C’ =.22** Academic Stress Suicidal ideation C =.07*
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Mediation Model Ang & Huan (2006)
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Strength of Mediated Effect
Sobel Test- Indicated if change in academic stress Bs from Path c to path c’ is statistically significant Shrout & Bolger (2002) Proportion of relation of academic stress to suicide ideation that is mediated by depression Calculated from the unstandardized Bs for paths ab& c; requires a sample size of about 500 ab/c = ( ) ( )/ ( ) = ( ) / ( ) = = 74%
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Strength of Mediated Effect
Sobel Test- Indicated if change in academic stress Bs from Path c to path c’ is statistically significant Shrout & Bolger (2002) Proportion of relation of academic stress to suicide ideation that is mediated by depression ab/c = (.12) (2.71)/.44 = /.44 = = 74%
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Mediation VS Indirect Effects
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Class Example b a c Self-Reported Drinking Drinking Attitudes
Friends’ Drinking b a Self-Reported Drinking c Drinking Attitudes
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Friends’ Drinking a =.88*** r=.49**/b=.12ns C’ = .53** Self- Drinking Drinking Attitudes C’=.43**
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Path Analyses
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SEM Model
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Person Centered Approach
Identify groups of people who are similar and different Cluster Analysis Latent Class Profile Analyses Growth Mixture Analyses
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Latent Profile/Class Analyses
Identify subgroups of people based on individual characteristics Profile - Continuous measure Class- Categorical measure Calculate probabilities of being in each group-
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Growth Mixture Modeling
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