Mukherjee & Associates · Universal HBCU Workforce Alignment Model
The First Rung Map
Where a program's graduates actually work, how those earnings sit against the federal benchmark, and how exposed each destination is to AI. One map, read three ways.
Data vintage: July 2026BUILD PREVIEW v1.0Free and open. No login.
Build preview. Occupational fan shares and program medians populate from the ACS 2020–2024 5-year PUMS and College Scorecard pipelines before launch. Anything marked pending is structural and is not citable. State benchmark values and AI exposure values shown are real published figures with sources.
Version 1.0 operates at the CIP family level. The FOD-to-CIP mapping is published as a methodology artifact.
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Institution-specific maps use your completer data and board-ready framing, the way the model was built at Cheyney.