How do you tell if three ad campaigns actually produce different sales? The t‑test works well for two groups, but real marketing questions rarely stop at two. When you need to compare three, four, or even ten groups—and especially when you want to control for outside influences—ANOVA and ANCOVA become your best friends. In this chapter we build these tools from the ground up, always keeping a clear intuition first.