Creator Ranking Quality Review

Use this skill to convert a risky product, operations, trust, or marketplace question into a concrete artifact with owners, gates, metrics, and recovery paths.

Workflow

1. Identify marketplace surface, user intent, creator incentives, ranking inventory, quality signals, abuse vectors, and business constraints.
2. Read references/creator-ranking-quality-patterns.md.
3. Separate retrieval, eligibility, ranking, merchandising, paid placement, review quality, and moderation actions.
4. Define quality metrics, fairness checks, creator feedback, abuse controls, and experiment/rollback plan.
5. Produce ranking scorecard, signal matrix, decision table, event schema, and governance cadence.

When not to use

• Do not use when the job belongs to marketplace-seller-performance-review — Seller KPIs, interventions, appeals. Absorbed quality-scoring patterns.
• Do not use for generic advice the base model already handles without this skill's specific artifact contract.

Guardrails