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Governance

Two data estates, one learner

Every statement below is stated as a design requirement for the platform. No legal compliance is claimed or verified; controller and processor roles are to be agreed with each institution.

Learner-controlled development data

The adaptive profile, practice history, reflections and portable summary belong to the learner and persist across sponsors with explicit consent.

  • • Export in a portable format — design requirement
  • • Correction workflow — design requirement
  • • Deletion, including after sponsorship ends — design requirement

Institution-controlled assessment records

Formal assessment decisions, progression records and accreditation evidence remain the institution's record and are not portable by the learner.

  • • Role-based institutional access (director, assessor, administrator)
  • • Audit trail on every assessment view and change
  • • Learners may view and challenge their own records

Consent lifecycle

Consent is renewed at graduation and at every sponsor change; it is granular, revocable and never bundled with continued access to the personal profile.

  • • No dark patterns; discontinuation is presented equally
  • • No sale of data and no unrelated reuse — design requirement
  • • No training on identifiable learner data without explicit opt-in

Control matrix

Data categoryControls itInstitutional visibilityStatus
Personal development data (practice, adaptive activity, reflection)LearnerNo access to item-level dataDesign requirement
Formal assessment recordsInstitutionFull access, role-basedLearner may view and request correction
Authorised portable summaryLearner authorises each recipientOnly if authorisedTime-bound authorisation
Cohort analyticsInstitutionDe-identified, minimum cohort sizeSuppression below threshold
Patient-identifiable dataNot applicableNever storedSimulation uses fictional cases only

Clinical governance

Named author role, independent clinical review, review dates, source standards, versioning and an escalation route for disputed content.

Controller / processor

Roles are to be agreed institution by institution. The platform makes no assertion about which party is controller for any given dataset.

Data residency

Regional cloud residency is a partnered capability, not yet an implemented feature.

Strategic terms such as clinical governance and controller/processor are defined in tooltips throughout the platform.

AI-MEDICS · University Z Teaching Hospital is illustrative · No real learner, faculty or patient data · Not affiliated with or endorsed by any residency-management vendor