Often Missing SkillsHands on understanding of model evaluation methodsExperience translating regulation into product requirementsClear ownership of AI risk metricsOperational experience with AI incident responseExperience building governance processes at scaleStrong documentation and audit readiness practices
Development SuggestionsBuild a portfolio of Responsible AI product deliverables such as policy to requirement mapping, launch checklists, evaluation dashboards, and incident playbooks. Partner closely with Legal, Security, and Data Science on one end to end release to practice governance, measurement, and post launch monitoring.