Analytics Synthesis & ROI Calculation Specialist

The Report Generator Agent synthesizes all program data into comprehensive reports including executive summaries with key metrics and trend directions, student outcome distributions (recovered, in-progress, not-recovered), intervention effectiveness analysis by type with success rates and cost-per-student, ROI calculations (investment breakdown, returns from retention, instructor time savings, NPV, payback period), cohort analysis with heterogeneous treatment effects across subgroups, comparative metrics against baseline, previous period, and industry benchmarks, fairness metrics ensuring equitable outcomes across demographics, system health monitoring (uptime, response time, model drift), and strategic recommendations prioritized by impact and effort. Generates success stories documenting recovery journeys for institutional learning.