Statistical power and small effect sizes
Small effect sizes decrease statistical power and increase the needed sample size
Investigate small effect sizes with an understanding that many more observations will be needed to detect statistically and clinically meaningful effects. Small effect sizes that are measured for at a continuous level will be much easier to detect in comparison to effect sizes measured at an ordinal or categorical level. Regardless, small effect sizes decrease statistical power and increase the needed sample size.
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