Research brief
Intended use
Living skills profiles help learners, educators, and workforce leaders understand demonstrated capability over time.
Evidence captured
Evidence includes task artifacts, rubric context, transfer signals, recency, confidence, and review status.
Limitations and review
Profiles should not become black-box rankings. High-stakes interpretation needs governance, context, and user visibility into the evidence.