CQ

Course Quality Tracker

House of EdTech — Product Operations

PRODUCT TEAM
Data Source
📂

Drop your course data file here

Supports messy exports — headers, metadata rows, and junk are auto-skipped

CSV XLSX Smart parse Auto header detect
Learner Satisfaction
Completion Rate %
NPS Score Distribution
Instructor Rating
Quality Score Comparison — All Courses

Assignment Write-up

01 — Metrics Chosen & Why

  • NPS Score — captures willingness to advocate; a leading indicator of retention and word-of-mouth growth.
  • Completion Rate — the most direct signal of content engagement and perceived value. Low completion = structural problem.
  • Learner Satisfaction — post-course ratings reveal experience quality beyond just finishing.
  • Instructor Rating — separates content quality from delivery quality, enabling targeted improvement.
  • Drop-off Lesson — pinpoints exactly where learners disengage, so content teams know what to fix first.
  • Content Quality Score — holistic rating of clarity and relevance, useful for curriculum audits.

02 — Who Uses This & What Decisions It Drives

Primary users are Product Operations Associates and Content Managers who run weekly quality reviews. The tracker helps them:

  • Flag courses for urgent content revision before the next cohort
  • Identify instructors who need coaching or support
  • Prioritise curriculum investment budget across categories
  • Report quality trends to leadership with data, not gut feel

03 — What I'd Add With More Time

  • Time-series trend lines — quality over course versions
  • Cohort comparison — batch vs batch performance
  • Automated email alerts when a course drops below threshold
  • Learner comment sentiment analysis (NLP tags)
  • Role-based views: instructor-facing vs ops-facing
  • Integration with LMS data via API (Moodle, Teachable, etc.)