A selection of maps produced through project work and coursework. Interactive embeds will be added as projects are published publicly. Static outputs are shown below.


Timberland Ownership, West Virginia

Maps produced from the Land Ownership Change Detection project showing parent LLC ownership patterns across WV counties.

See the Projects page for full project context and the interactive image carousel.


Urban Growth in Fire Hazard Severity Zones, LA County

Land cover classification maps showing urban expansion within CAL FIRE fire hazard severity zones from 2007 to 2025.

Classified using Random Forest on Landsat imagery in Google Earth Engine.


Value Density, Lehigh County PA

Choropleth maps comparing total and per-acre taxable assessment values across residential, warehouse, and mixed-use parcels.


Urban Heat Vulnerability, Boston Housing Authority

Interactive ArcGIS Online map developed during research with the Boston Housing Authority identifying heat exposure risk at BHA properties across Boston.


Interactive map embeds (Folium, ArcGIS Online, Google Earth Engine apps) coming as projects are cleared for public sharing.