When an F statistic is significant, a post hoc test must be performed when the independent variable has more than two levels.

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This is true because when the F statistic is significant and the independent variable has more than two levels, it indicates that there is a significant difference somewhere among the groups. A post hoc test is needed to determine which groups are significantly different from each other.

When an F Statistic Is Significant, a Post Hoc Test