I developed Clean Air Now, a full-stack MERN GIS application that combined NASA GIBS, OpenWeather API, and community reports on an interactive Leaflet map. I also created REST APIs and a Socket.IO communication layer for real-time community reporting.
As a Freelance Quality Assurance Auditor at AI GLOBAL OPERATIONS, I audited audio transcription datasets and corrected formatting, speaker-tag, and text discrepancies. I’ve also mapped infrastructure with Kenya Red Cross and analyzed geospatial data at the Regional Centre for Mapping of Resources for Development (RCMRD).

