/student-success-scorecard
Metrics framework for monitoring engagement, progression, and completion.
$ npx -y skills add gtmagents/gtm-agents --skill student-success-scorecard --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/student-success-scorecard
Context preview
The summary Claude sees to decide when to auto-load this skill.
Metrics framework for monitoring engagement, progression, and completion.
SKILL.md
student-success-scorecard.SKILL.mdname: student-success-scorecard description: Metrics framework for monitoring engagement, progression, and completion.
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
1. **Metric Stack** – inquiry-to-enrollment, onboarding completion, engagement streaks, assignment submissions, completion rate, CSAT/NPS. 2. **Segmentation** – by cohort, modality, persona, geography, instructor, partner. 3. **Risk Signals** – inactivity thresholds, support ticket spikes, sentiment drops. 4. **Intervention Tracker** – log nudges, coaching sessions, community events, results. 5. **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-program` to define monitoring cadence.
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Free AI automation for sales, marketing, and growth teams. No coding required.
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