Personalization Governance Skill When to Use - Deploying or updating personalization rules, models, or high-impact content variants. - Running quarterly audits on consent, data usage, or fairness metrics. - Investigating incidents related to personalization errors or policy breaches. Framework 1. Policy Alignment – document legal, privacy, accessibility, and ethical constraints per channel. 2. Approval Workflow – define RACI (architect, legal, security, marketing) and required evidence per change. 3. Change Logging – capture version metadata (who, what, when, why), including rollback steps. 4…