Interpretation of transparency requirements associated with learner agency identifies scope, evidence, decision authority, material exceptions and continuing review.
In examining transparency requirements associated with learner agency, proportionality is demonstrated where learner safeguards and decision reliability correspond to the assessed risk.
Scope and application of transparency requirements associated with learner agency
It does not, without setting-specific evidence, demonstrate the operation of learner agency. Reporting should preserve the different status of facts, public expectations and choices made by institutions.
For the conclusion, public information should be accurate, current, complete in relation to material matters and presented before a learner is required to make a consequential commitment. For decisions concerning learner agency, qualifications and limitations should receive comparable prominence to the principal claim.
Risk assessment should give particular attention to unclear responsibility between providers and suppliers, opaque use of personal or inferred data, and unverified outputs entering teaching or assessment. A provider should also consider automation bias in consequential decisions and unequal performance across learner groups. For learner agency, the control response should reflect whether an affected learner can identify the error and obtain an effective remedy in time.
Evidence concerning learner agency should be selected against a clearly defined question. For the applicable requirement, the most relevant material is likely to include data provenance and access controls, pre-deployment and periodic performance testing, learner information and accessible challenge routes, and records of human review and overrides. Across the defined scope, confidence is strengthened by corroboration, not by the volume of records drawn from the same underlying source.
Controls relevant to transparency requirements associated with learner agency
The review method for learner agency should be reproducible. Review of the conclusion should identify material information across the learner journey, assign source ownership, reconcile public statements with controlled records and retain corrections.
The assurance record for learner agency should retain the date of the evidence, the source responsible for it, the scope examined and the version of any instrument or definition applied.
- Is the information available before commitment?
- Does it identify material conditions and limitations?
- Who approves changes?
- Are corrections prompt and traceable?
- Can it be reconciled with the controlled source?
Review criteria for transparency requirements associated with learner agency
Public reporting on learner agency should distinguish established fact, analytical judgement and planned action.
Interpretation of learner agency should produce a test that another competent reviewer can apply to comparable evidence.
- Classify uses by effect on learners, with responsibility, scope and timing recorded.
- Prohibit uses for which evidence or authority is insufficient before it is relied on for a decision with material effect.
- Notify users of material limitations.
- Review incidents and supplier changes before it informs a consequential decision.
- Retain accountable human decision-makers.
Implications for transparency requirements associated with learner agency
Review of learner agency should address both system-level conditions and institutional practice.
Conclusions concerning the matter require careful treatment of scope and evidential limits. In reviewing learner agency, a technical capability is not evidence that a use is educationally justified. For the control, a prescribed method should not be treated as the only acceptable method where another approach establishes the same outcome with equivalent evidence. Across the defined scope, limitations should be prominent wherever the finding may influence a consequential decision.
Application of the applicable expectation should distinguish mandatory conditions, recommendations and illustrative methods. An alternative method may be accepted where it demonstrates the same outcome.