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Depression and a loss of financial aid significantly influence college students to consider dropping out -- while events such as a death in the family and students' failure to get into their intended major have little apparent effect on continued enrollment, according to a study by Michigan State University scholars. The study, which was funded by the College Board and is forthcoming in the journal Organizational Behavior and Human Decision Processes, used a mathematical model to analyze the "shocks" that promoted 1,158 freshmen at 10 U.S. colleges and universities to withdraw (or not). “Prior to this work, little was known about what factors in a student’s everyday life prompt them to think about withdrawing from college,” said Tim Pleskac, an assistant professor of psychology at Michigan State. “We now have a method to measure what events are ‘shocking’ students and prompting them to think about quitting.”