Abstract We describe collaborative efforts among a group of knowledge representation experts, domain scientists, and scientific information managers in developing knowledge models for ecological and environmental concepts. The development of formal, structured approaches to knowledge representation used by the group (i.e., ontologies) can be informed by evidence marshalled from unstructured approaches to knowledge representation and semantic tagging already in use by the community.