Whether a short-term program clears the Workforce Pell threshold, where A.I. is reshaping the work your programs train for, what graduates actually earn, and how fields compare on early-career outcomes. Four questions, answered from public data, open and fully reproducible.
Start with your question
Each component turns a public dataset into an answer you can act on and cite, grouped by the decision it informs. Free to use. Components marked Beta are in active development.
The open CSV files behind the analyses. Each file matches its page and methodology note and carries a suggested citation, ready to copy.
More datasets are published as analyses ship.
High-stakes decisions need numbers that hold up. Every figure here traces to a named public source and a published method, so it survives a board packet, a state approval file, or a peer review.
Graduate earnings come from tax records, not self-reported surveys.Census Bureau earnings outcomes, BLS wage and employment data, O*NET work characteristics, and New York Fed and IPEDS outcomes for recent graduates.
For methodology and data limits, see the technical notes on PSEO suppression, the Value-Added Test, and the AI Exposure Index.