Sprint 7.3 — Compliance Risk Scoring + Predictive Analytics

[Taleef7]

Goal

A "Risk Outlook" widget on the programs overview surfacing predictive non-compliance.

Desired behavior

• Upcoming non-compliance: currently COMPLIANT employees whose exam expires in next 30 days
• Repeat non-compliers: employees with ≥3 OVERDUE/MISSING_DATA outcomes
• Site-level rates: current compliance per site, sorted by lowest first
• GET /api/programs/{measureId}/risk-outlook?horizonDays=30

Files

• backend/src/main/java/com/workwell/run/RiskOutlookService.java (new)
• backend/src/main/java/com/workwell/web/ProgramsController.java — endpoint
• frontend/app/(dashboard)/programs/page.tsx — Risk Outlook card

Acceptance criteria

• Endpoint returns upcoming expirations, repeat non-compliers, site rates
• Risk Outlook widget renders on programs/measure detail page
• Employee names link to /employees/[externalId]
• Site rates sorted by compliance ascending

Spec: docs/sprints/SPRINT_07_overdelivery_features.md §7.3

[Taleef7]

Completed via merged PR #53 (with review follow-up in f2e977d). Risk outlook backend service + endpoint, frontend analytics panel, tests, and docs updates are implemented.