Shirly Stephen builds geospatial knowledge graphs and ontologies to integrate multi-source environmental data. Focus includes semantic interoperability, geo-enrichment, DGGS indexing, and causal reasoning to deliver AI-ready, FAIR data for sustainability decisions.