An advanced, role-based platform designed to monitor academic risk, handle end-to-end QR attendance, and provide intelligent analytics without boundaries.
Every module corresponds entirely to real rules and dynamics at Chandpur Government Polytechnic Institute.
Instructors render cryptographically secure temporary QR tokens. Students scan directly to securely authorize their presence without duplicates.
Automatically calculates attendance trajectory. Badges shift from Good (>75%), to Warning (50-74%), to Critical (<50%).
Command center provides Chart.js visualizations aggregating department risk heatmaps and instructor performance indexes.
Principal, Chief Instructors, Instructors, Junior Instructors, and Students. Dashboards isolated carefully by role privileges.
Handles complex edge-case logic for students who attend 2 classes out of 5 and leave early, allowing fair partial percentage computations.
Integrated inside the attendance session loop allowing instructors to correlate attendance diligence alongside assignment consistency.
Rigid institutional command flow demonstrating demo personnel logic.