MORE on ANOVA What is an Error Term?What is a Mixed ANOVA?What is a Three-Way ANOVA?What is a Three-Way Interaction?Why Should You Be Careful about Higher-Order ANOVAs?
The denominator of the F-test in any ANOVA is also called the error term. In different types of ANOVA, the error term is calculated differently. The error term always contains only non- systematic variance. What is an Error Term?
What is a Mixed ANOVA? Factorial ANOVA with at least one between- subjects factor and at least one within- subjects factor. Dividing the variance becomes more complicated. The F-tests are interpreted in the same way.
What is Three-Way ANOVA? Factorial ANOVA with three factors. All combinations of levels of all three factors are measured. Can be between subjects, within subjects, or mixed.
B B A A C 1 2
Effects Tested in a Three-Way ANOVA Main Effect of A Main Effect of B Main Effect of C AxB Two-way Interaction AxC Two-way Interaction BxC Two-way Interaction AxBxC Three-way Interaction
What is a Three-Way Interaction? A two-way interaction that changes depending on the level of a third factor. Example: For inpatients, the effect of the drug is greater for people getting cognitive than behavior therapy. For outpatients, the effect of the drug is greater for people getting behavior therapy.
Drug Prozac Placebo Therapy Cog Beh Cog Beh Setting Inpatient Outpatient
Why Should You be Careful about Higher-Order ANOVAs? You must always interpret the most complex effect that is significant Results of higher-order ANOVAs become difficult to interpret “Never eat anything bigger than your head.”