AI-Student Retention & Adaptive Counseling System

Early Warning & Counseling

Description

Student Retention AI is a full‑stack demo web app that helps institutions identify students at risk of dropping out and act early.

What it does

  1. Predicts a dropout risk score from student inputs (attendance, grades, income, backlogs, etc.).

  2. Explains each prediction using SHAP so you can see the top factors driving the risk.

  3. Suggests simple early‑intervention recommendations (rule-based action plan).

  4. Supports scholarship discovery: CSV-backed scholarship listing plus matching / eligibility-style recommendations.

  5. Tracks monitoring data in SQLite (stores predictions and intervention actions).

  6. Includes authentication (demo email/password + optional Google login) and an AI chat endpoint (if configured).