SAFE-Bridge
About This Project
SAFE-Bridge is an AI-powered Academic Engagement Intelligence Platform built entirely solo as a student project. It transforms 100% anonymous student feedback into actionable insights for educators using GPT-4o-mini for real-time text classification, a custom Psychological Safety Index (PSI), and predictive analytics with linear regression models.
Students rarely give honest feedback for fear of exposure, and educators are left without the actionable, data-backed insight they need to improve engagement.
An AI Academic Engagement platform — built entirely solo — that collects 100% anonymous feedback, classifies it in real time with GPT-4o-mini, scores it with a custom Psychological Safety Index, and forecasts trends with predictive analytics.
Key Features
Impact & Results
Turns anonymous sentiment into a measurable, trackable signal institutions can act on — and proves the ability to ship an enterprise-grade platform independently.
Technical Challenge
Building an enterprise-grade platform solo — from 14 database models to 12 backend services to 30+ frontend components — required careful architecture planning. The custom PSI algorithm needed extensive research into psychological safety measurement frameworks.
Tech Stack
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