Understanding Factorial Designs and Internal Validity
Understanding Factorial Designs
A factorial design studies two or more independent variables at the same time. Every combination of variable levels is tested, allowing researchers to examine each variable’s main effect and how the variables interact. In a classic 2x2 design, each variable has two levels, creating four conditions.
Why Conduct a Factorial Study?
Researchers use factorial designs for two primary reasons:
- Main Effects: To determine if each independent variable has its own individual effect on the dependent variable.
- Interactions: To see whether the effect of one independent variable depends on the level of another.
The Math Behind Interactions
A difference in differences is the math behind an interaction. It compares the size of one...