Employment AI transparency index
A primary-source review of documented purpose, data, job criteria, audit, accessibility, notice, human-review, and challenge information.
Workforce AI research with visible boundaries
Original structures built from maintained sources, normalized records, and explicit methods. No blended score turns missing evidence into certainty.
Workplace AI decision map
A map separating administration, assistance, recommendation, ranking, monitoring, and consequential decisions across the worker lifecycle.