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Associate degrees continue to increase graduates’ earnings more than shorter-term certificates, according to a working paper from the Center for Analysis of Postsecondary Education and Employment. The study looks at research from eight states that reviewed students who completed degrees from 2002 to 2008 and tracked their earnings for at least three years after college.