GEO is a suite of open research projects building the data, models, and tools needed to measure, estimate, and improve educational access across low- and middle-income countries.
Projects
Each project is open-access and designed to be built upon by the research community.
GEO Dataset
A standardized, school-level administrative census spanning geocoordinates, personnel, infrastructure, and educational outcomes across low- and middle-income countries — built for GeoAI and spatial research.
TorchSDG4
Deep learning models for mapping SDG4 sub-indicators at high spatial resolution using satellite imagery — enabling education outcome estimation where EMIS data is sparse, delayed, or unreliable.
Model weights and data available upon publication.
About GEO
GEO is a research program at the intersection of GeoAI, spatial data science, and international development — focused on making school-level data accessible, comparable, and useful across low- and middle-income countries.
All datasets are freely available for academic and humanitarian use. Models and code are released open-source on GitHub.