| Spatial Analytics and Urban Modeling | ArcGIS Pro/ Enterprise, QGIS, GEE |
|---|---|
| Data Science & Programming | Python (GeoPandas, scikit-learn, PyTorch), R, SQL, Javascript (GEE API) |
| Design & Simulation | AutoCAD, SketchUp, CityEngine, Adobe Illustrator, Lumion |
| Quantitative & Qualitative Methods | Statistical modeling (SPSS, Excel), Survey design, Participatory mapping |
| Visualization & Reporting | Microsoft Office, Adobe Creative Suite, Power BI, Tableau |