Regression Handout Spring 2015 WFC, FWC, verbal expression of emotion and psychological strain
Multiple Linear Regression Objective: examine the unique and collective association of several independent variables (or predictor variables) to one dependent variable (also called criterion variable). – Both IVs -predictor(s) and criterion-DVs are continuous. – Categorical variables with only two levels can be used as predictors-IVs
Verbal Expression Emotion Bivariate relation (Pearson’s r) of x, y, and z to acculturative depression Family Work Conflict Work Family Conflict Psych. Psych. Strain Strain
Table2 Bivariate Correlations WFCFWCVEEm Work-F Conflict Family-W Conflict.55*** Verbal Exp Emotion-.24**-.33*** Psych. Strain.42***.48*** -.29**
Verbal Expression Emotion Examine the unique ( ) and collective (R 2 ) relation of x, y, and z to Depression Family Work Conflict Work Family Conflict Psych. Psych. Strain Strain
Verbal Expression Emotion 1 G + 2 EI + 3 SE+ C = DEP Family Work Conflict Work Family Conflict Psych. Psych. Strain Strain
Table 1 Hierarchical Regression of WFC and FWC on Psychological Strain moderated by Verbal Expression of Emotions R²R² R²R² Step 1.10 Gender.12 Age-.03 # of children.11 Step 2 Gender.03.35***.45*** Age-.01 # of children.08 WFC.24** FWC.48*** Step *** Gender.01 Age-.03 # of children.09 WFC.17 FWC.46*** Verbal Exp Em-.08
Table 1 Hierarchical Regression of WFC and FWC on Psychological Strain moderated by Verbal Expression of Emotions Continuation R²R² R²R² Step 4.06**.52*** Gender.01 Age-.03 # of children.01 WFC.21** FWC.39*** Verbal Exp Em-.10 WFC x VerbEE.23** FWC x VerbEE -.22**
Moderation Verbal expression of emotions moderates the relation of WFC to psychological strain How so?
Moderation Moderator: Verbal Expression of Emotion Predictor: WFC (high versus low level) Relation (+ - ; strength) of WFC to strain among people with high verbal Exp of emotion (high = 1 SD above the mean) Versus Relation (+ - ; strength) of WFC to strain among people with low Verbal Exp of Emotion (low = 1 SD below the mean)
the positive relation of WFC to psychological strain will be less strong among workers who report higher (vs, lower) levels of verbal expression of emotions
the positive relation of FWC to psychological strain will be less strong among workers who report higher (vs. lower) levels of verbal expression of emotions
Moderation: Opposite direction
Both Positive Relations
Positive Relation & No Relation