Data Stewardship and Transparency
Explain what the system records, why it matters, and how insights will inform support. Keep data minimal, secure, and purposeful. Offer students visibility into their own patterns and control over exported artifacts. Clarity builds trust, reduces anxiety, and positions analytics as a collaborative tool for improvement rather than a surveillance mechanism.