Assessment governance
Human Oversight in AI-Assisted Assessment
Where structured automation helps and where professional judgement should remain visible.
The design question
Which parts of assessment benefit from consistency, and which require accountable interpretation?
Automation can support consistent delivery, evidence organisation and defined assessment logic.
Human review is important where context, nuance and consequential judgement shape the outcome.
The operating model should make review checkpoints and decision ownership explicit.
Applying the principle
Design human oversight into the assessment workflow from the beginning rather than adding an informal review after automated processing.