Often Missing SkillsOntology DesignEntity ResolutionData GovernanceGraph DatabasesSearch RelevanceInformation RetrievalMetric DesignChange Management
Development SuggestionsBuild a portfolio of two to three production style graph use cases, such as catalog normalization, customer identity graph, or enterprise knowledge search. Practice defining clear entity standards, quality metrics, and ownership. Strengthen collaboration skills by running cross functional workshops to align definitions and resolve conflicts early.