Rental decision-support web app that outputs a confidence score (0 to 100), a verdict, reasons, and recommended actions. Includes guest evaluation and logged-in flows with saved profiles and evaluation history.

HCI-focused project improving access to beach water quality information through usability testing and iteration. I built the community reporting feature and helped guide the team using usability heuristics and user-centred design.

Prototype built during the GirlCode InnovateHer Hackathon focused on improving access to health services. Designed to support guided navigation, queue visibility, and health education for users.

TCP client server chat application built to demonstrate networking fundamentals, protocol design, and concurrency. Supports multiple clients with server-side routing, chat rooms, and structured logging enhancements.

Incident tracking system built to practise clean CRUD patterns, validation, and persistence using a small maintainable backend structure.