Editorial Policy
Source standard
Program pages on StudentDebt.ai are generated from official U.S. Department of Education and Federal Student Aid sources. We do not publish generic articles for these pages. Every published page must have source-backed metrics and a visible source ledger.
Quality gate
A page is only published when it clears our current thresholds for metric coverage, citation count, uniqueness, and closed-school status. If the current PEPS overlay flags a school as closed, that page should not ship.
Review process
The pSEO system is deterministic: structured source data is normalized, checked, and transformed into visible summaries. We review the methodology and output design under this editorial policy so pages stay aligned with what the official data actually says.