Experience
Professional journey in construction management, GIS analysis, project leadership, and AI data quality.
As the project lead of J365, a mentorship-driven social initiative, I oversee strategic planning and execution to empower student and early-career athletes (particularly rugby players) in building sustainable life paths beyond the pitch.
- Lead overall project strategy, including goal-setting, logistics, and implementation
- Coordinate mentor–mentee engagement, matching athletes with professionals
- Cultivate partnerships with rugby veterans and professionals
- Manage program timelines, monitor progress, and evaluate outcomes
Supported project planning and execution by integrating geospatial analysis with project management tools and practices. Role involved both technical and coordination functions.
- Cleaned and validated spatial data using QGIS
- Developed tools to monitor project deliverables and automate reminders
- Designed and refined work plan templates
- Provided regular progress reports and flagged data discrepancies
Contributed to the development of high-quality machine learning datasets by accurately labelling and categorising data according to detailed project guidelines.
- Applied project-specific annotation protocols to label images
- Conducted regular quality checks and participated in feedback cycles
- Collaborated to clarify ambiguous cases and update labels
- Supported creation of unbiased, high-performing AI models
Accurately entered and updated essential data into company databases and systems, ensuring all records were precise and up-to-date.
- Reviewed documents and verified information
- Corrected discrepancies and handled sensitive information
- Collaborated to streamline data processes
Labelled and annotated LiDAR data to assist in training AI models for spatial recognition and object detection. Worked with complex 3D point cloud data.
- Identified and categorised objects (vehicles, pedestrians, infrastructure)
- Ensured annotations met quality standards for autonomous systems
- Developed reliable datasets for AI applications
Education
2023 - Present
MA Project Planning and Management
University of Nairobi
2016 - 2020
BSc Construction Management
University of Nairobi