University console · Privacy & DPA

Privacy & DPA

FERPA-aware privacy controls, k-anonymity thresholds, and data processing agreement status.

Privacy controls

Suppress groups with k < 25

Cells below threshold are hidden from all views

Block department × visa cross-tabs

Prevents identification via intersection

Aggregate-only dashboards

No individual student rows ever exposed

No individual student exposure without permission

Requires explicit per-student opt-in

FERPA-aware export filters

Reports strip identifying fields before download

Audit log for all data access

Every query logged with timestamp and role

Institutional messaging

University users see readiness analytics, department skill gaps, cohort trends, and outcome reports only in aggregate. Individual student exposure requires explicit student permission.

k-anonymity threshold active · no suppressed cells shown

DPA status

Data Processing AgreementSigned

FERPA compliance reviewPassed

Security auditPassed · 2025-Q3

Student consent frameworkActive