Agent skill
student-success-scorecard
Metrics framework for monitoring engagement, progression, and completion.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/development/student-success-scorecard
SKILL.md
Student Success Scorecard Skill
When to Use
- Setting KPIs for new cohorts or programs.
- Diagnosing retention risks and intervention impact.
- Reporting to leadership, accreditation bodies, or partners.
Framework
- Metric Stack – inquiry-to-enrollment, onboarding completion, engagement streaks, assignment submissions, completion rate, CSAT/NPS.
- Segmentation – by cohort, modality, persona, geography, instructor, partner.
- Risk Signals – inactivity thresholds, support ticket spikes, sentiment drops.
- Intervention Tracker – log nudges, coaching sessions, community events, results.
- Insight Narrative – highlights, risks, opportunities, recommended actions.
Templates
- Scorecard dashboard layout (summary + drill-down tabs).
- Risk heatmap template for cohorts/segments.
- Intervention log sheet linking actions to KPI movement.
Tips
- Automate data pulls from LMS/CRM to reduce manual effort.
- Pair leading indicators (logins, submissions) with lagging outcomes (completion, placement).
- Use with
launch-student-success-programto define monitoring cadence.
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