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

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Introduction In a recent lab exercise, I worked with GeoDa, developed by the University of Chicago Center for Spatial Data Science, to examine spatial structure in geographic data. The objective was not simply to map values, but to determine whether patterns were statistically clustered, dispersed, or random. A map shows distribution. Spatial analysis tests whether that distribution has structure. What

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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,

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