Learning analytics reveal engagement patterns that inform instruction when used with consent and purpose. Responsible practice balances insight with privacy, ensuring data supports learners rather than labels them.
Ethics and Governance
Bias audits and transparent policies protect students from harmful profiling. Data minimization reduces risk.
Practical Classroom Use
Dashboards highlight who needs support. Teachers pair insights with qualitative observation.
Impact and Iteration
Responsible use improves equity and outcomes when reviewed regularly.
