Often Missing SkillsSPARQL proficiencyOntology design with OWL/RDFSGraph database performance tuning and indexingSemantic data integration and mapping (R2RML/OBDA)Metadata and taxonomy governance (SKOS, SHACL)
Development SuggestionsComplete an RDF/OWL/SPARQL learning path (W3C tutorials, vendor labs) and pass the Neo4j Certified Professional exam; build a portfolio project integrating multiple sources into an RDF triplestore with SHACL validation and documented ontology decisions.