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Key statistical concepts are poorly understood. I discuss a recent study in which we asked 120 researchers and 442 first-year students a series of questions about confidence intervals. Both groups performed miserably. Surprisingly, researchers failed to outperform the students, even though the students had not received any statistical education whatsoever.