• Contributed to the Integrated GIS Enterprise Project, a CIDCO initiative to strengthen spatial data infrastructure for urban planning.
• Verified land records (7/12 extracts, village maps, survey records) for the Centre of Excellence and CIDCO CLaIMS Portal to support planning and land management decisions.
• Benchmarked GIS portals across cities to recommend improvements for planning data systems.