Learner agency: policy and regulatory implications

It does not, without setting-specific evidence, demonstrate the operation of the issue. When examining learner agency, reporting should preserve the different status of facts, public expectations and choices made by institutions.

Implementation of the issue should be organised around a decision that can be tested. In the context of learner agency, where responsibilities are divided across ministries, regulators, funders and providers, the interfaces between those responsibilities should be explicit.

Application to learner agency

For the measure, cross-jurisdiction interpretation should distinguish international commitment, regional instrument, national law, regulatory direction and provider policy. When examining learner agency, each has a different source of authority and may apply to a different object or person.

Risk assessment of the arrangements should give particular attention to automation bias in consequential decisions, unverified outputs entering teaching or assessment, and unequal performance across learner groups. A provider should also consider unclear responsibility between providers and suppliers and loss of meaningful human review.

Relevant evidence for the issue will normally include documented authority for each consequential use, data provenance and access controls, an inventory of systems and their intended uses, supplier change and incident records, and pre-deployment and periodic performance testing. Across the defined scope, conflicting records require reconciliation before a complete assurance conclusion is reached.

Controls for learner agency

In examining learner agency: policy and regulatory implications, responsible bodies should prepare a jurisdictional register identifying the service, learner location, provider location, responsible authority, applicable instrument and conflict rule.

For learner agency, records relating to the policy position should preserve both the conclusion and its limits.

In examining learner agency: policy and regulatory implications, technology may support teaching, administration and access, but consequential educational decisions must remain accountable, explainable and open to effective review.

In examining learner agency: policy and regulatory implications, review of the measure should follow a stated and reproducible method.

In examining learner agency: policy and regulatory implications, a technical capability is not evidence that a use is educationally justified.

Progress on learner agency is not the amount of policy or documentation produced.

In examining learner agency: policy and regulatory implications, obtain competent interpretation where the legal position is uncertain and do not resolve uncertainty through promotional wording.

New evidence should trigger a traceable correction and review of decisions materially affected by the earlier conclusion.

Agreements governing learner agency should allocate information exchange, incident escalation, learner communication, record custody and corrective authority.

Performance in relation to learner agency should be judged by outcomes and timely response to shortfalls, not by the volume of administrative activity.