Fair Forward - Open Data & Use Cases

Exploring datasets and solutions for global challenges across agriculture, language technology, climate action, energy, and more. A catalog that links to the various datasets and use-cases created throughout our programme.

These datasets span multiple domains — including agriculture, climate and environmental monitoring, energy access, geospatial analysis, and speech/voice technologies — with strong representation from African, Asian, and Latin American regions. They include satellite and drone imagery, land-use and biodiversity data, synthetic energy demand datasets, and several speech corpora for under-resourced languages (e.g., Ghanaian languages and accented English). Many datasets are community-driven or linked to SDGs, highlighting practical applications in food security, climate resilience, rural electrification, conservation, and accessible digital services.