Often Missing SkillsRegulatory Landscape Awareness for AIModel Evaluation ConceptsBias and Fairness Measurement BasicsData Lineage TrackingThird Party Risk ManagementControl TestingGovernance Tooling Selection
Development SuggestionsBuild practical experience by running a small governance workflow end to end. Define an intake form, set review criteria, create required documentation templates, and track outcomes with a simple dashboard. Pair this with targeted learning on AI risk, privacy, and security, then apply it by conducting mock reviews with engineering and legal partners.