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People are no longer asking only, “Is college worth it?” They are now asking, “Which college programs actually help students earn enough money afterward?”

A new guide to higher education federal earnings data connects college programs to real student outcomes: jobs and earnings. Federal data showing how much money students earn after finishing college programs will affect students’ choice of schools, colleges trying to protect their programs, and policymakers deciding how federal aid should be used.

AIR’s report shows a side-by-side comparison of four federal sources of earnings data:

  • STATS: the most serious one, because low-earning programs could lose access to federal student loans or aid
  • College Scorecard: a public website that helps students compare colleges and programs
  • PSEO Explorer: Census data that shows graduate earnings and where graduates work
  • Secure Query System: a newer tool that lets schools or groups request more flexible earnings data

This data availability means college programs will increasingly be judged by whether students earn enough money after graduating. And that could change what schools offer, what students choose, and which programs continue to receive federal financial aid.

Key Takeaways

  1. Different data sources measure earnings in different ways, so one school or program may look different depending on which source you use.
  2. The new STATS rule matters a lot because some college programs could lose federal loan eligibility if graduates do not earn enough.
  3. For-profit schools appear to face the biggest risk, especially for some certificate and career-focused programs.
  4. Earnings data is becoming more visible to students. It is not just sitting on websites anymore. It may show up in FAFSA alerts, state dashboards, rankings, and required warnings from schools.
  5. Colleges can use this data to improve programs, not just avoid punishment. For example, they can see which programs may need better career support or stronger connections to good-paying jobs.

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