Statistics Done Wrong: The Woefully Complete Guide by Alex Reinhart (Paperback, 2015)

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Scientific progress depends on good research, and good research needs good statistics. But statistical analysis is tricky to get right, even for the best and brightest of us. You'd be surprised how many scientists are doing it wrong.