Digital learning policy: what current evidence shows

Evidence base for digital learning policy

For digital learning policy, the relevant outcome should be capable of direct and consistent explanation.

• Review incidents and supplier changes.
• Classify uses by effect on learners.
• Prohibit uses for which evidence or authority is insufficient, with responsibility, scope and timing recorded.
• Retain accountable human decision-makers.
• Control personal and confidential information, with responsibility, scope and timing recorded.

Application to digital learning policy

Its wider significance does not replace evidence of how digital learning policy operates in the affected setting. Reporting should preserve the different status of facts, public expectations and choices made by institutions.

Controls for digital learning policy

Failure in relation to the comparison may arise even where the stated policy is reasonable. Material concerns include unverified outputs entering teaching or assessment, unclear responsibility between providers and suppliers, opaque use of personal or inferred data, and unequal performance across learner groups. Across the defined scope, review should consider whether an exception is prolonged, recurring or capable of affecting learners outside the cases examined.

• Which evidence establishes operation?
• What action is required by the finding?
• What outcome is intended?
• Who controls each stage?
• Where do exceptions occur?

Review of digital learning policy

For digital learning policy, the most relevant material is likely to include data provenance and access controls, records of human review and overrides, pre-deployment and periodic performance testing, and learner information and accessible challenge routes.

The review method for the issue should be reproducible. For the analysis, the reviewer should map the complete process, identify the intended result and responsible authority at each stage, and test normal cases together with exceptions. For digital learning policy, working papers should allow another competent reviewer to understand the evidence, judgement and treatment of material exceptions.

Implications for digital learning policy

Records relating to the available evidence should preserve both the conclusion and its limits. For digital learning policy, the correction record should state what the new evidence changes and which earlier conclusions or decisions require review.

Accountability for the available evidence should follow decision-making authority. Across the defined scope, evidence of material risk should be placed before the body with authority to act, together with a traceable decision. For digital learning policy, where work is delegated, the record should continue to identify who is accountable for material consequences to learners.

For digital learning policy, a clear objective, proportionate evidential basis and account of affected learners are required.