LMS Intelligence System
Learning analytics platform with ETL pipelines, automated reporting, and student performance dashboards.
01Overview
This system transforms raw LMS data into visual intelligence. By automating the ETL and reporting workflows, it eliminated hours of manual data entry and report generation for the administrative team.
02Features
- ETL pipeline for extracting and transforming external LMS data
- Analytics dashboards with performance trends and student insights
- Automated PDF report generation, eliminating manual reporting workflows
- Real-time tracking of course completion and quiz performance
- Bulk data processing for enterprise-scale training records
03Engineering Decisions
Designed a flexible ETL layer that handles inconsistent data formats from external sources.
Offloaded heavy PDF generation to background workers to ensure UI responsiveness.
Implemented optimized MySQL views for complex analytics queries to maintain dashboard performance.
04Challenges & Solutions
Challenge
Inconsistent data structures from external LMS sources.
Solution
Built a normalization layer that transforms varied JSON/CSV structures into a unified internal schema for the analytics engine.