Assess ability to apply learning analytics to detect and support at‑risk students in graduate online programs, covering selection of indicators and data sources (LMS logs, assessments, engagement), choice and interpretation of predictive models, design of timely evidence‑based interventions, ethical/privacy implications, operational implementation with stakeholder communication, and evaluation metrics for effectiveness, fairness, and scalability; includes scenario‑based analysis and actionable recommendations.