But noise is just as likely to push you in the opposite direction from the real effect as it is to tell the truth. So we’re left in the dark by a result that offers plenty of statistical significance but very little confidence. Scientists call this problem “the winner’s curse,” and it’s one reason that impressive and loudly touted experimental results often melt into disappointing sludge when the experiments are repeated.