Irish framework connects learning oversight, equitable access and data control

Teaching leaders may have fragmented approvals and inconsistent expectations across courses. Bring academic governance, student representatives, privacy, IT, procurement and disability services into discovery. Ask who can approve a teaching use, who can stop it, what students are told and how they obtain equivalent support. Offer a bounded readiness review for one proposed assistant, producing an evidence register and unresolved decisions. The value hypothesis is a clearer, testable path to an institutional decision. Avoid promising compliance, lower cost or improved learning from policy alignment. This Irish framework offers useful questions, but the engagement must use the institution's own authority, rules and student context.

Translate policy objectives into observable system behavior before product selection. Prerequisites include a data inventory, identity design, permitted-content list and a named system owner. Trace a synthetic student's data through collection, retrieval, logging, export and deletion, including provider-managed copies. Test access separation and recovery when the model or platform changes. A proposed proof of value should document the result of every agreed control test and identify evidence gaps that prevent approval. For a learner-memory feature, explicitly test consent withdrawal and record removal rather than assuming useful personalization justifies collection. Keep pedagogical tests alongside security checks; passing one does not imply passing the other.

An academic sponsor should own the use case, with privacy and service owners accountable for their respective controls. Convert approved requirements into onboarding, staff training, student notices, accessible alternatives and a scheduled service review. Dependencies include enforceable provider terms, support capacity and an exit process that can actually be executed.

Proposed acceptance criteria

each requirement has an owner and evidence, every critical control test passes, and students can reach an effective appeal or support route. These are proposed delivery gates. Monitor workload and unresolved complaints before expansion. Risks include paper-only controls, uneven course enforcement and an inaccessible alternative that exists formally but fails in practice.