ANOVA (Analysis of Variance) › When to Use ANOVA vs. Other Tests

Michael BrenndoerferJanuary 5, 20261 min read
Machine Learning from ScratchAll chapters
Part 2 of 9Hypothesis Testing
Chapter 17ANOVA (Analysis of Variance) › When to Use ANOVA vs. Other Tests
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ScenarioRecommended Test
2 groups, comparing meanst-test
3+ groups, comparing meansOne-way ANOVA
3+ groups, non-normal dataKruskal-Wallis
3+ groups, unequal variancesWelch's ANOVA
Multiple factorsTwo-way ANOVA, factorial ANOVA
Repeated measuresRepeated measures ANOVA