04 · Treat and evidence · Education

Choose mitigations and meaningful oversight

Controls should support learners without turning weak signals into punitive or inaccessible decisions.

EDUCATION WORKING CONTEXT

Set education controls

The system supports learner engagement, assessment or safeguarding. Age, accessibility, educational fairness and appropriate staff judgement matter.

Evidence bar

Educator training
Prohibited-use policy
Learner appeal workflow

REVIEW CHECKPOINTS

Mitigation Plan

Require educator review before actionDefine prohibited uses and escalationMonitor outcomes, appeals and support effectivenessPrefer prevention over detecting harm laterAddress automation biasGive affected learners a route to challenge

Mitigation Plan

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Primary treatment

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Controls

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Meaningful human oversight

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Evidence of effectiveness

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