A multi-role educational dashboard with AI tutoring, personalized learning paths, achievement systems, and "Professor Al" โ an AI tutor widget that adapts to each student's pace and knowledge gaps.
Platform
The Problem
Students learn at different paces but most platforms present the same content to everyone. Teachers can't see which students are struggling until it's too late. Parents are disconnected from the learning process. Administrators lack the data to make resource allocation decisions.
The result: disengaged students, overwhelmed teachers, frustrated parents, and administrators making decisions in the dark.
The Solution
AIQ Learning provides tailored dashboards for each stakeholder. Students get personalized learning paths with "Professor Al" โ an AI tutor that identifies knowledge gaps and adapts question difficulty in real-time. Teachers see class-wide and individual analytics, enabling early intervention.
Parents monitor progress through a simplified view with milestone tracking. Administrators get "Mission Control" โ a comprehensive dashboard with enrollment trends, performance analytics, resource utilization, and early warning indicators.
Features
Tech Stack
React 19 with Tailwind CSS 4 for rapid UI development. Lucide React for consistent iconography across all four dashboard variants.
Firebase for authentication, Firestore for real-time data sync, and Cloud Functions for AI tutor logic and analytics aggregation.
"Professor Al" uses adaptive question generation with difficulty scaling based on student response patterns and knowledge graph traversal.
Custom chart components with interactive drill-down, exportable reports, and real-time metric streaming for admin dashboards.
Challenges & Learnings
Getting the AI tutor to feel "just right" โ challenging enough to promote growth but not so hard students disengage โ required extensive testing with real student interactions and iterative threshold tuning.
Maintaining four distinct dashboard experiences while sharing components required a careful composition architecture โ shared atoms with role-specific organisms and page templates.
Achievement badges needed to motivate without becoming the goal. Careful design ensured badges celebrate learning milestones, not just platform engagement metrics.