Framework connections explain relevant planning considerations, not a certification or a finding that a rule applies. Confirm scope and obligations with accountable stakeholders. Explore the ten framework references.
Security
Manage academic identity lifecycles
Enrollment, graduation, and staff changes create stale or excessive access.
Approach
Define lifecycle triggers, role-based access, guest sponsorship, and review processes for supported systems.
Deliverables
- Identity lifecycle blueprint
- Access-review and exception procedures
Success measures: Deprovisioning timeliness and overdue reviews.
Requirements to consider
Provide appropriate access recovery and account for accessibility needs.
Framework connections
- CISA ZTMMUse identity and device maturity planning for changing student, staff, and collaborator access without treating academic status as sufficient trust.
Security
Protect student records in collaboration
Sensitive learner information is shared across inconsistent repositories.
Approach
Scope records, classify handling requirements, and pilot protection policies with privacy and education stakeholders.
Deliverables
- Data exposure and handling assessment
- Classification and data loss prevention rollout plan
Success measures: Sensitive-record coverage and sharing exceptions.
Requirements to consider
Confirm student privacy, minor protection, and retention obligations.
Framework connections
- GDPRWhere student-record processing falls within GDPR scope, document permitted purposes, access, retention, and applicable protections for children.
AI Business Solutions
Assist staff with administrative knowledge
Staff spend time searching current policies and operational guidance.
Approach
Pilot grounded assistance for approved administrative content and evaluate usefulness, citations, and access boundaries.
Deliverables
- Approved knowledge collection
- Pilot charter and staff enablement
Success measures: Task usefulness and source accuracy.
Requirements to consider
Exclude autonomous grading, admissions, discipline, and learner-risk decisions.
Cloud & AI
Create trusted institutional reporting
Disconnected systems make operational reporting slow to reconcile.
Approach
Agree on institutional measures and data ownership, then build minimized, governed reporting datasets.
Deliverables
- Data-product and reporting design
- Quality rules and access criteria
Success measures: Definition consistency and reporting rework.
Requirements to consider
Keep analysis proportionate and avoid unjustified profiling of learners.
Security
Secure shared learning and staff devices
Shared devices and distributed campuses have inconsistent management and protection.
Approach
Define device roles, enrollment, application controls, and endpoint coverage, then pilot changes with appropriate support routes.
Deliverables
- Shared-device security baseline
- Deployment and exception runbooks
Success measures: Managed-device coverage and unresolved policy exceptions.
Requirements to consider
Preserve accessible learning and avoid intrusive monitoring beyond approved institutional policy.
Cloud & AI
Create a bounded research-support AI platform
Research support prototypes lack consistent data permissions and release requirements.
Approach
Design an isolated application foundation using approved sources, scoped identities, evaluated outputs, and documented release decisions.
Deliverables
- Research-support AI architecture
- Data-use and evaluation criteria
Success measures: Evaluation coverage and unresolved data-access risks.
Requirements to consider
Respect research consent, licensing, and ethics review; exclude autonomous academic decisions.
Framework connections
- EU AI ActWhere the Act applies, classify the actual research-support use and organizational role; do not assume that a research label removes all obligations.
- NIST AI RMFDefine the research-support task, approved sources, evaluation evidence, and accountable release decisions before broadening access.
AI Business Solutions
Coordinate campus service requests
Facilities and administrative requests depend on repeated email handoffs.
Approach
Connect authorized request records to clear queues, service owners, approvals, and exception escalation.
Deliverables
- Campus service workflow blueprint
- Ownership and escalation procedures
Success measures: Request age, handoff effort, and completion quality.
Requirements to consider
Emergency and safeguarding concerns must follow established specialist processes.
Cloud & AI
Plan recovery of institutional applications
Critical administrative applications have incomplete dependency and recovery documentation.
Approach
Assess approved workloads, prioritize continuity needs, and define migration, recovery, and rollback acceptance criteria.
Deliverables
- Application dependency assessment
- Modernization and recovery roadmap
Success measures: Recovery readiness and closure of critical dependencies.
Requirements to consider
Plan changes around academic operations and authorize any production-impacting exercise.
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