U.S. Department of Education officials rolled out and defended sweeping higher-ed financial-aid rules tied to a new earnings test and new graduate loan limits under the One Big Beautiful Bill Act. Under the proposed framework, academic programs that miss earnings thresholds in multiple years risk losing federal loan and Pell eligibility, pushing institutions to reexamine program mix and graduate outcome data.