Predictive Risk & Intervention System for Monitoring EDucation
Predict Student Risk
Before It Impacts Graduation.
PRISM-EDU processes academic scores, attendance trends, financial indicators, and personal background factors to detect vulnerable students early and guide faculty mentors through targeted 1-on-1 interventions.
Retention Rate
94.8%
↑ +3.2% vs last semester
At-Risk Students
Early Warning
Multi-factor detection
Active Interventions
Tracked Live
Academic & Financial Aid
Data Resolution
Tag Aliasing
Excel & CSV resilient parsing
End-to-End Workflow Architecture
How PRISM-EDU Works Step-by-Step
From raw institutional spreadsheets to faculty mentorship action—explore the complete 4-stage pipeline.
Data Ingestion & Excel Parsing
Upload raw student datasets (`.xlsx`, `.xls`, `.csv`). The system automatically matches custom column tags (PRN, Roll No, DOB as string or number) using flexible alias mapping.
Multi-Vector Risk Analysis
Calculates predictive risk scores across 4 key vectors: Academic Performance, Attendance Trends, Financial Support Requirements, and Personal Support Factors.
Faculty Mentorship Hub
Mentors receive prioritized attention lists, schedule 1-on-1 academic tutoring sessions, assist with scholarship applications, and monitor progress.
Institutional Oversight
Administrators track macro cohort retention trends, review mentor efficiency, and make data-backed institutional policy decisions.
Platform Features
Built for Institutional Excellence
Smart Excel Import
Supports numeric and string dates of birth, custom PRN header tags, and automated column alias matching out-of-the-box.
Actionable Attention Roster
Filters students who require immediate attention due to declining attendance, academic drop-offs, or financial hardship.
Role-Based Security (RBAC)
Strict separation of roles between Administrators, Faculty Mentors, and Students with JWT authentication and middleware protection.
Tailored Access Portals
Designed for Every Institutional Stakeholder
Admin Portal
Institutional Governance
- Upload & validate cohort datasets
- Institutional retention dashboards
- Manage faculty allocations
Faculty Portal
Mentorship & Interventions
- View assigned student roster
- Track attendance & grade drop alerts
- Log 1-on-1 intervention notes
Student Portal
Academic & Resource Hub
- View course progress & attendance
- Access recommended learning materials
- Request mentorship support