Statistics 2nd ed

Lecture 9 — Mixed (Split-Plot) ANOVA

mixed anova summary table
mixed ANOVA split plot interaction
mixed anova summary table

A mixed design combines a between-subjects factor (different groups of participants) with a within-subjects factor (the same participants measured repeatedly).
It is also called a split-plot design.

This design is common in psychology, education, and medicine.
Example: groups of patients (between factor) measured at different time points (within factor).


Structure of the Design

  • Between-subjects factor: separate groups of participants (e.g., Drug vs. Placebo).
  • Within-subjects factor: repeated measures on each participant (e.g., Week 1, Week 2, Week 3).
  • Interaction: tests whether the effect of the within factor depends on the between factor.

Degrees of Freedom

For a design with:

  • $$a$$ levels of the between-subjects factor
  • $$b$$ levels of the within-subjects factor
  • $$n$$ subjects in total
  • Between: $$df_{\text{between}} = a - 1$$
  • Subjects (within groups): $$df_{\text{subjects}} = N - a$$
  • Within: $$df_{\text{within}} = b - 1$$
  • Interaction: $$df_{A \times B} = (a-1)(b-1)$$
  • Error terms depend on design partitioning.

Example

Two groups of students (Drug, Placebo) are tested across three weeks.

GroupWeek 1Week 2Week 3
Drug708090
Placebo707274
  • Between factor (Group): Drug vs. Placebo
  • Within factor (Time): Weeks 1–3
  • Interaction: Drug improves over time, Placebo stays flat

Symbolic Formula

$$F = \frac{MS_{\text{effect}}}{MS_{\text{error}}}$$

Where $$\text{effect}$$ may be between, within, or interaction, depending on the hypothesis.


Definition

  • Mixed (split-plot) ANOVA: combines a between factor (different groups) and a within factor (repeated measures).
  • Use: tests real-world designs where groups are compared across time or conditions.

Visuals

Figure L9.1 — Mixed ANOVA Layout. Two groups (Drug, Placebo) × three repeated measures (Weeks 1–3).

Figure L9.2 — Mixed ANOVA Interaction Plot. Drug group line rises sharply; Placebo line flat.

Figure L9.3 — ANOVA Summary Table for mixed design.


Why This Matters

Mixed designs are realistic and powerful.
They reflect how experiments are often run: groups compared across time.
This design unites the logic of between- and within-subjects testing.

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