TopN AnalyticsIndustry
EdTech
Learner engagement and outcomes data connected well enough to show what's actually working.
Pain Points
What usually goes wrong
- Learning platform data doesn't connect to enrollment, outcomes, or engagement in one place.
- It's hard to tell which content or interventions actually improve outcomes.
- Reporting to institutional or funding stakeholders is manual and slow.
Common Data Sources
Where the data usually lives
LMS / learning platform eventsEnrollment and SIS dataAssessment and outcomes data
Recommended Architecture
A starting pattern for this industry
Adapted to your specific systems and scale.
- 1Data pipeline from LMS
- 2Learner data model
- 3Outcomes reporting dashboard