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The Distribution of P-Values under the Null Hypothesis

David Lindelöf asks a question:

I sometimes use this fun interview question for aspiring data scientists:

How are p-values distributed assuming the null hypothesis is true?

Read on for four incorrect answers, followed by the actual answer. I actually got the answer right, but in the sloppiest and laziest way. But hey, it was still the right answer. H/T R-Bloggers.