Often Missing SkillsPractical understanding of AI development lifecycleHands on experience with model monitoring metricsAbility to translate regulations into operating controlsStrong documentation discipline for AI systemsIncident response planning for AI failuresVendor governance for AI tools
Development SuggestionsBuild a portfolio of governance artifacts such as an AI policy, risk assessment template, review checklist, and monitoring plan. Practice translating a real regulation into clear controls. Partner with a technical team to shadow model development and deployment so you can set realistic requirements.