Often Missing SkillsHands on understanding of how models are built and evaluatedPractical experience with AI monitoring and controlsClear metrics for AI risk and governance outcomesExperience building cross company approval workflowsVendor AI due diligence experience
Development SuggestionsPair governance work with a small number of real AI use cases end to end. Build a lightweight governance playbook, define review checkpoints, and practice writing model documentation requirements. Partner closely with data science and security teams to learn the controls that actually work in production.