Often Missing SkillsUnderstanding of AI regulationsHands-on experience with governance workflowsModel risk assessment experienceEvidence and audit readinessGovernance metrics and reportingCross-functional operating model design
Development SuggestionsBuild a portfolio of governance deliverables such as an AI intake form, a risk assessment template, and a model documentation standard. Practice driving adoption by running a pilot with one team, measuring cycle time, and improving the workflow. Pair with Legal, Risk, and Security partners to learn how controls are written, tested, and evidenced.