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Hate to say it but if your site was only getting a few thousand visitors a month your test was likely vastly underpowered and therefore irrelevant anyway


Power is not just about sample size, but also (expected/previously informed by some other evidence) effect size. You can't make that conclusion without that.


For sure, but you’d need one hell of a good cta to be getting a sufficient effect size to warrant small samples.




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