Delivered forest cover benchmark maps and jurisdictional deforestation risk models adopted by Liberia's Forestry Development Authority and partner NGOs for REDD+ planning and reporting. These products supported Verified Carbon Unit (VCU) estimation under Verra's VM0048 and VT0007 methodologies, directly contributing to international carbon...
Blog
This blog showcases a selection of end-to-end geospatial and mapping projects I have executed, spanning work in urban planning, environmental compliance, and spatial data automation.
Project Area - Greater Toronto AreaSoftwares used - ArcGIS Pro, PostgreSQL, RStudio The project was published as a web application built with RStudio's Shiny and Leaflet packages, accessible at the provided link.
Master's Major Research Project – University of Waterloo Supervisor: Dr. Jonathan LiPlatforms and tools: PDAL for LiDAR preprocessing, Python (PyTorch) for deep learning implementation
(Conference presentation at Canadian Symposium of Remote Sensing 2023)
CAD-GIS Integration using AutoCAD Map 3D
During my tenure as a GIS Technician, I contributed to several municipal and site-level planning projects using AutoCAD Map 3D. These projects involved transforming engineering and survey data into clean, geospatially accurate base maps and visual products used for decision-making, stakeholder engagement, and permitting support.




