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student-success-scorecard

Metrics framework for monitoring engagement, progression, and completion.

Stars
259
Source
gtmagents/gtm-agents
Updated
2026-04-03
Slug
gtmagents--gtm-agents--student-success-scorecard
View on GitHubRaw SKILL.md

// install — copy + paste into any project

mkdir -p .claude/skills && curl -fsSL https://raw.githubusercontent.com/gtmagents/gtm-agents/HEAD/plugins/edtech-growth/skills/student-success-scorecard/SKILL.md -o .claude/skills/student-success-scorecard.md

Drops the SKILL.md into .claude/skills/student-success-scorecard.md. Works with Claude Code, Cursor, and any agent that loads SKILL.md files from .claude/skills/.

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.