1. Policy Taxonomy and Classification Frameworks
4 lessonsBuild category systems that sellers understand and buyers trust, from handmade to AI-assisted.
2. Detection Pipelines for Misclassification and Fraud
5 lessonsCombine automated signals, heuristics, and pattern recognition to surface high-risk listings.
3. Disclosure and Labeling Systems
4 lessonsDesign seller disclosure flows and buyer-facing labels that communicate creation process and risk.
4. Human Review Queues and Escalation Workflows
4 lessonsStructure review operations for edge cases, high-value disputes, and policy interpretation.
5. Enforcement Actions and Seller Education
4 lessonsDesign interventions that correct behavior, preserve seller relationships, and reduce repeat violations.
6. Ranking and Search Quality Interventions
4 lessonsUse moderation signals to influence visibility, differentiation, and buyer discovery.
7. Metrics, Feedback Loops, and System Improvement
5 lessonsInstrument moderation systems to learn from outcomes and adapt to new risks.
Want the full course when it launches? Join the waitlist and we will notify you.