Learning analytics & fairness
Track mastery, engagement, and bias indicators across cohorts. Investigate anomalies before they impact learners.
Fairness alerts
0
Live signal
Max parity delta
—
Samples assessed
0
Data freshness
<1 min ago
Cloud Run
Current fairness alerts
No active fairness alerts. Monitoring continues in the background.
Latest fairness snapshots
Pulls assignment statements from the LRS and computes demographic parity for each experiment cohort.
Snapshots will appear once the fairness ETL ingests enough assignment statements.