Notes on GIS and AI.

I work with organizations across disaster response, humanitarian operations, government, and the private sector — building mapping infrastructure, data pipelines, and operational tools that help people make decisions under pressure.

AI changed the math on custom GIS development. Tools that used to require a specialist — the ArcGIS JavaScript SDK, Python automation, full-stack mapping apps — are now accessible to anyone who can describe what they need. I document what I’m learning in real time, with working examples.

Selected Work

• Automated Data Pipeline — Records to Live GIS Feature Layer
• Real-Time Shelter Monitoring Dashboard
• Large-Scale Geocoding Pipeline — Address Matching and GIS Integration
• Community Mobilization Web Apps
• Geographic Boundary Analysis — Choropleth Maps for Organizational Decision-Making
• GIS Content Explorer — Items, Users, and Layer Inventory
• Donor Analytics Dashboard — Giving History, Segments, and Engagement Trends
• Multi-Decade Disaster Event Tracking Dashboards Built on Public Federal Datasets
• Experience Builder Field Guide — Multi-Page Training and Reference Site
• Call Center Inquiry Pipeline — County-Level Aggregation and Routing