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How well do people factor past performance into their expectations for the future? Not very. In one study, for instance, students playing darts who did well in the first round bet that they would beat the improvement goals of those who did worse. They generally were wrong: the better the participants’ score in the first round, the less likely they were to improve as much as other participants in the second.