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2025 | Geospatial Data Analytics | Carnegie Mellon University, MSSD
Challenge: Understanding the spatial distribution and interrelationships of infrastructure-related businesses in Austin and identifying clusters of high activity.
Solution: Created business density and sales volume maps for architecture, civil engineering, and contractor firms, revealing central clusters, high-activity zones, and spatial patterns of business co-location.
Infrastructure Businesses and Occupations:
This is the Austin map describing the 3 Infrastructure Businesses. Open the Legend to see more details on the layers. It is observed that most of these businesses are in the center of the County. We can also see how the Architecture and Civil Engineering business attracts other contractors near them.
Austin, Texas, Architecture Businesses and Sales Volume Density Study
A heat map showing the Architecture, Business, and Sales spread across Austin. Higher volumes can be identified in the middle, and they slowly reduce as we go further into the suburbs. To see the quantitative values, click the legend button on the bottom left.
Austin, Texas, Civil Engineering Businesses and Sales Volume Density Study
The map visualizes the distribution of civil engineering businesses and their sales volume density in the Austin, Texas, area. Larger and more intense pink circles indicate higher business activity and sales volume, while smaller dots represent lower density. As seen, the businesses are spread across the area. To see the values, click the legend button on the bottom left.
Austin, Texas, Building and Demolition Businesses and Sales Volume Density Study
The map shows the distribution and sales volume density of building and demolition contractors in Austin, Texas, with higher densities (darker circles) clustering near architecture firms. You can open the legend in the bottom left to better understand the data representation.
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