Research summary
Project overview
This project addresses access to academic support by building a tutoring platform that reduces friction between students seeking help and tutors able to provide it.
Approach
The implementation combines structured subject mapping with lightweight language understanding so that tutoring requests can be routed by course, topic, and urgency. Product thinking and workflow design are as important as the recommendation logic itself.
Impact
The platform demonstrates how a department can scale peer support while keeping the experience discoverable, responsive, and aligned to the realities of course delivery.