Often Missing SkillsRegulatory ReadinessModel Risk AssessmentAudit Evidence DesignMonitoring Metrics DesignIncident Response PlaybooksData Governance BasicsSecurity Threat AwarenessChange Management
Development SuggestionsBuild a working understanding of key AI regulations and internal control expectations. Practice converting policy goals into clear product requirements and measurable acceptance criteria. Partner closely with legal, security, and data science teams to learn common failure modes, monitoring signals, and audit evidence needs.