Integrate and align key indicators from federal and national data systems (e.g., IPEDS, BLS) to enable benchmarking and contextual analysis where appropriate.
Advance integration of financial aid, earnings, and related data to enhance understanding of affordability, returns, and workforce outcomes, consistent with legal constraints and governance approvals.
Conduct structured feasibility assessments before integrating new sources or elements, including privacy, confidentiality, governance, and technical risk.