Often Missing SkillsClear Metric DefinitionAI Risk AssessmentData Quality AssessmentChange ManagementProcurement CollaborationExperiment Design
Development SuggestionsBuild a portfolio of two to three AI initiatives that show problem selection, baseline measurement, rollout plan, and results. Practice translating technical options into simple tradeoffs for leaders, and partner early with legal, security, and operations to bake in risk controls and adoption plans.