As federal policy shifts toward measurable value for federal student aid, the Education Department is moving to codify outcome-based accountability for academic programs. The latest proposal would test undergraduate and graduate programs against earnings benchmarks tied to working-adult and bachelor’s-degree comparisons. The model reinforces the broader federal approach taken under the One Big Beautiful Bill Act, following earlier actions involving graduate loan caps and Pell expansion for specific short-term training pathways. Institutions now must plan for data systems capable of tracking outcomes across multiple years, while also reviewing the risk profile of each credential and delivery modality. For higher education leaders, the key operational impact is that “program performance” may become a compliance trigger for federal aid access. This pushes colleges and universities to align curriculum, advising, and student supports with labor-market signaling and to ensure that institutional reporting capabilities can meet federal scrutiny on a multi-year timeline.