Department of CSE, Shahjalal University of Science & Technology · Sylhet, Bangladesh · 2025
Grade & Result Analytics
Integrated 8-semester curriculum browser, personalized CGPA calculator, PyMuPDF result parser, and administrative batch analytics portal
Curriculum Scope
8 Semesters
160+ total credit hours mapped across theory, lab, and elective courses.
PDF Extraction Engine
PyMuPDF (fitz)
Automated tabulation result parser syncing scores directly to PostgreSQL.
Admin Analytics
Batch Matrix
Side-by-side student performance comparison and custom semester CGPA calculators.
01 / Executive Overview
Setting
the Stage
"Empowering 1,000+ CSE students and faculty with real-time CGPA planning, automated tabulation parsing, and multi-semester comparative analytics."
SUST CSE Academic Curriculum & Result Management Portal is an integrated academic system developed for the Department of Computer Science & Engineering at Shahjalal University of Science and Technology. Built with Next.js (App Router, Turbopack), PostgreSQL (Neon), Prisma ORM, and Python PyMuPDF result parsing pipelines.
02 / The Challenge
Manual CGPA Calculations & Fragmented Academic Tabulation
Students had no centralized tool to calculate multi-semester target CGPAs or inspect prerequisites across 8 semesters. Department administration processed official result tabulations manually, making batch performance comparison slow and error-prone.
Key Bottlenecks
- 1Manual credit tracking and lack of automated target CGPA planning tools.
- 2Unstructured official tabulation PDFs requiring manual extraction.
- 3Absence of multi-semester comparative performance tools and automated batch leaderboards.
03 / Solution
Interactive Web Portal & Automated Tabulation Ingestion
We engineered an interactive curriculum explorer, a persistent CGPA calculator supporting the standard SUST grading scale, secure JWT authentication with student registration IDs, and a Python PyMuPDF coordinate-based tabulation parser syncing directly with PostgreSQL.
01
Interactive 8-Semester Explorer
Course catalog search, syllabus viewer, and prerequisite inspector for 160 credit hours.
02
Personal CGPA Planner & Cloud Sync
Real-time semester GPA calculator, degree completion progress, and cloud grade persistence.
03
Administrative Analytics & Leaderboard
Official batch ranking, custom selected semester CGPA filter, side-by-side peer comparison, and CSV exports.
04 / Technical Stack
Engineered with Precision
Frontend
Backend & DB
Parsing & Testing
05 / Business Impact
Streamlined Academic Tracking & Data-Driven Insights
The platform eliminated manual calculation errors for hundreds of CSE students and provided faculty administration with instant batch analytics.
100% Exact
Calculation Accuracy
< 10 Secs/PDF
Tabulation Ingestion
Department-Wide
Student Adoption
