The shift
Move from collecting disconnected data to building a traceable relationship between purpose, activity, evidence, interpretation and action.
The safeguard
Separate observation, inference and judgment. Keep sensitive evidence governed, role-scoped and reviewable.
The value
Help the institution understand which learning designs and supports create meaningful opportunities for capability development.
The path
Begin with a focused question, learn through a Sprint or pilot, and scale only with evidence and operational readiness.