AgentSkillsCN

student-success-scorecard

用于监控参与度、进度和完成情况的指标框架。

SKILL.md
--- frontmatter
name: 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.