In one of the labs in our Advanced GIS Applications course, we used ArcGIS Pro and Random Forest machine learning to predict the percentage of households without internet access across U.S. counties. That sounds more complicated than it really is. The idea was simple: take county-level data, prepare it properly, train a model, test it against data it had not

Read More

Introduction In this project, I completed a full ortho mapping workflow in ArcGIS Pro to create accurate satellite imagery products. The goal was to correct geometric distortion in raw satellite images so they can be reliably used for mapping, analysis, and measurement. This workflow included creating an ortho mapping workspace, performing block adjustment, adding ground control points, generating a digital

Read More

Most people think GIS is about making maps. In reality, the most valuable GIS work happens when spatial analysis supports real decisions. This lab focused on a practical problem faced by many communities: how to identify open-space parcels inside flood-prone areas that may qualify for FEMA Community Rating System (CRS) credits and potentially reduce flood insurance costs. What makes this

Read More

Intro This project demonstrates how an existing deep learning model can be refined to perform better on local data. It walks through how transfer learning allows a pretrained model to adapt to new imagery and conditions, using ArcGIS Pro as a complete workspace for deep learning. Preparing the Project The lab begins with the Seattle_Building_Detection project, which contains NAIP aerial

Read More

Mapping isn’t just analysis—it’s accountability. Every gradient on a map is a story of who gets protected and who gets forgotten. It starts with a number. Then another. Then a table full of them.And before you know it, those numbers stop being abstract. They become names you’ll never read, faces you’ll never meet, and addresses that burned down long before

Read More

I’m excited to share that I’m currently working through the Cartographic Creations in ArcGIS Pro learning path on Learn ArcGIS.This series focuses on making maps that not only work, but also communicate by combining data, layout, symbology, charts, and narrative into a cohesive visual story. (learn.arcgis.com) So far, I have tackled: A few reflections: Next steps include finalizing the layout,

Read More