Skills & Methodologies

Technical Skills

Python Advanced

ArcGIS Pro Advanced

QGIS Advanced

Pix4D Mapper Advanced

R Intermediate

PyTorch Intermediate

ERDAS Imagine Intermediate

AnyLogic Intermediate

Research Methodologies

Spatial Statistics

Spatial Autocorrelation: Moran’s I, LISA
Spatial Clustering: Getis-Ord Gi*
Spatial Flow Assosiation: SFlowLISA, BiFlowLISA
Spatio-Temporal Clustering: Space Time Cube, Emerging Hot Spot
Spatial Regression: GWR, MGWR
Mann-Kendall Test

Spatial Analysis

Road Network Analysis: Dijkstra’s algorithm, Service Area
Accessibility: 2SFCA, E2SFCA
Agent-based Modeling

AI

Deep Learning: GNN-based frameworks (GCN, TGCN, STGCN, GC-LSTM)
Machine Learning: LSTM, Random Forest, XGBoost