Often Missing SkillsExperimentation AnalysisCustomer Data Platform KnowledgePersonalization Platform KnowledgeIdentity Resolution BasicsContent Operations KnowledgeGovernance DesignAttribution ConceptsPrompt EngineeringChange Management Planning
Development SuggestionsBuild a small portfolio that shows a personalization roadmap, a clear measurement plan, and a test and learn approach. Strengthen practical tool exposure through hands on projects and vendor training, and practice communicating tradeoffs across business, data, and technology teams.