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Some number-minded researchers argue for a rethinking of statistical analyses. When researchers alter their setup or cherry-pick data, a significance level (p) of .05 can predict a greater than 5 percent chance of finding evidence for an effect that doesn’t exist (as shown above). Credit: J.P. Simmons et al/Psychological Science 2011

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