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Nearly 30 percent of college students who took out loans dropped out of school, up from fewer than a quarter of students a decade ago, according to a recent analysis of government data by think-tank Education Sector. College dropouts are also among the most likely to default on their loans, falling behind at a rate four times that of graduates.