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- *Run minimal ANOVA on absolute differences. F-test identical to previous Levene's test
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Levene's test is an ANOVA on the absolute differences
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For the last 2 variables, p < 0/05: for fat percentages in weeks 17 and 20, we reject the null hypothesis of equal population variances. So these 2 variables violate the homogeity of variance assumption needed for an ANOVA.
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We therefore compute the absolute differences between all scores and their (group) mean. The means of the absolute differences should be roughly equal over groups. So technically, Levene's test is an ANOVA on the absolute differences. In other words: we run an ANOVA (on absolute differences) to find out if we can run an ANOVA (on our actual data).
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Perhaps surprisingly, Levene's test is technically an ANOVA as we'll explain here. We therefore report it like a basic ANOVA too.
As we see, these ANOVA results are identical to Levene's test in the previous output. I hope this clarifies why we report it as an ANOVA as well.
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