Asked about Hypothesis tests and intervals, practically

Your dashboard has twenty metrics and one moved with p = 0.03. What do you do?

An answer that works

Treat it as nothing. With twenty independent metrics at a 5 per cent threshold, the chance at least one fires when nothing has changed is one minus 0.95 to the twentieth, about 64 per cent, and the average number of false winners is exactly one. Name the primary metric before the experiment and treat everything else as a hypothesis for the next one.

Reading an answer is not being able to give one. The section that teaches this is Hypothesis tests and intervals, practically, 4 hours of Probability & statistics.

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