How Not To Run An A/B Test
http://www.evanmiller.org/how-not-to-run-an-ab-test.html
If you run A/B tests on your website and regularly check ongoing experiments for significant results, you might be falling prey to what statisticians call repeated significance testing errors. As a result, even though your dashboard says a result is statistically significant, there’s a good chance that it’s actually insignificant. This note explains why.