01
Current evidence
Directory, enrollment, completions
The live HBCU desk uses official institution flags and UNITID joins.
- Active HBCU status
- 12-month enrollment
- Total and level awards
- Computing awards
Published facts remain sourced; every unfinished model, scenario, or recommendation is explicitly labeled.
How facts and examples are separated ↗Scores / College ROI
College ROI Score architecture
Connect institution costs, aid, completion, field mix, debt, earnings, mobility, and student goals without reducing a college to one number.
IPEDS enrollment and completions are real. Matching cost, aid, debt, earnings, and outcome inputs are not yet complete and no institution is ranked.
02
Required next layer
ROI needs price and outcomes
A reproducible model requires net price by income, aid, debt, completion, transfer, field, earnings, and time horizon.
- Cohort alignment
- Inflation treatment
- Field and level
- Uncertainty and suppression
Authenticity contract
Structure can be complete before claims are real.
Where genuine evidence exists, the site publishes it with source, vintage, identifier, and limitation. Where a marketplace, review, recommendation, partnership, price, benefit, event, or score lacks real-world support, the interface remains a clearly labeled example.
Audit genuine datasets ↗Read the commercial firewall ↗