one important point to remember is that just because a difference between two treatment groups is found to be statistically significant, it does not mean that the difference:

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02-09-2022
Mathematics

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one important point to remember is that just because a difference between two treatment groups is found to be statistically significant, it does not mean that the difference:

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QWblue QWblue · Answer 1 · 2022-09-06T05:13:45-04:00

Researchers use a finding's Effect size to measure magnitude and reliability.

a difference in significance does not always make a significant difference.

One reason is the arbitrary nature of the p<0.05 cutoff. We could get two very similar results, with p=0.04 and p=0.06, and mistakenly say they’re clearly different from each other simply because they fall on opposite sides of the cutoff.

The second reason is that p values are not measures of effect size, so similar p values do not always mean similar effects. Two results with identical statistical significance can nonetheless contradict each other.

Effect size refers to the measure of the magnitude of the experiment's effect. In other words, effect size measures how important is the relationship between two variables. The larger the effect size, the stronger this relationship is. Moreover, when the effect size is large, you are more likely to be dealing with a relationship that has practical significance.

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