Often Missing SkillsHands-on AI EvaluationModel MonitoringAI Incident ResponseDocumentation StandardsRegulatory InterpretationData LineageThird-party Risk Oversight
Development SuggestionsBuild a small portfolio of program artifacts such as an intake form, a risk assessment template, a model card example, and an incident playbook. Pair this with practical experience evaluating AI outputs for safety, bias, and privacy, and practice turning findings into clear launch requirements.