MODERN GIS CERTIFICATION
G Track: Geospatial Data Science
The G Track teaches you how to perform advanced spatial analysis and modeling—combining classic statistical methods with modern, scalable tools for real-world geospatial insights.
What you’ll learn
The four-step approach
The G Track teaches you how to run advanced spatial statistics and network analysis using modern, scalable tools—combining proven geospatial methods with efficient, cloud-ready workflows.
G1
Spatial Autocorrelation & Hotspots
Understand and apply measures like Moran’s I and Getis-Ord Gi* to detect spatial patterns and hotspots. Learn how to combine PySAL with modern tools like DuckDB and GeoPandas for faster, scalable analysis.
G2
Network Analysis & Accessibility
Build and analyze travel-time and distance networks to measure accessibility to key locations. Use tools like OSRM or pgRouting with Python to generate route-time matrices and uncover spatial inequalities.
G3
Spatial Regression & Modeling
Design, run, and interpret spatial regression models to understand relationships between location-based variables. Apply PySAL’s modeling tools alongside modern data workflows to handle large datasets and produce reliable, reproducible results.
G4
Location Allocation & Optimization
Learn how to determine optimal locations for facilities or services using spatial optimization techniques. Combine PySAL’s spopt library with OR-Tools to solve real-world allocation problems efficiently at scale.
How it works
Our step-by-step approach
With concepts in hand, we meticulously design, refining every detail to align with your vision and objectives.
Format
Who It’s For
Certification
Affordable plans
Flexible pricing to suit every team size
Choose from scalable pricing options that grow with your team’s needs and budget.
Single Brick
Fit for learning one specific skill and getting verified
- Full brick content
- Certification for chosen Brick
- Cloud resources and code
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Full Brick Track
Learn the complete track and how to interweave skills in a Capstone seminar
- Access to all 4 G-Track Bricks
- Certifications for each Brick
- Capstone seminar for the track
- Capstone certifiation

Spatial Lab Membership
Get full access to additional tracks, community resources, and live cohort events.
- Access to the G-Track and other upcoming tracks
- Community supported learning with other learners
- Access to live events for this track
- Much more...