Often Missing SkillsHands on AI lifecycle knowledgeModel evaluation methodsModel monitoring setupData lineage practicesSecurity control mappingRegulatory interpretation for AIIncident response planningContract and procurement review
Development SuggestionsBuild a simple AI governance toolkit with templates for risk assessments, approvals, documentation, and monitoring. Practice translating requirements into clear controls that teams can implement. Use case studies to show how governance reduces real business risk.