My work spans several areas. In practice, projects often combine several — a knowledge graph needs an ontology; an ontology needs mappings; and the hardest problems require building a community that sustains the work long-term. If you’re not sure which service fits, just describe your problem and I’ll work with you to find the right approach.

Semantic Entity Mapping

Connect disparate semantic spaces by aligning the same real-world entities across different identifier schemes, data models, and ontologies—so your data becomes interoperable end-to-end.

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Evidence-Driven Curation

Collaborative workflows that combine rigorous evidence documentation with domain expertise and modern automation — so your knowledge systems are trustworthy and maintainable.

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