A responsible data architecture supports records, analytics, reporting and learning while considering privacy, quality, security and appropriate access.
Academic, institutional and operational records should have clear ownership and lifecycle management.
Appropriate data can support measurement, reporting and evidence-based improvement.
Data collection and access should follow defined purposes, appropriate safeguards and transparent practices.