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If you have a set of means because your independent variable has more than two levels:
- You can't just do t tests between all the pairs of groups.
- You do an F-test first.
- Then if it is significant - you do comparisons to find out what groups are significantly different.
Finally, you calculate an effect size measure such as Omega Square to see how the group differences compare to random or error variance.
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