We run layered checks: semantic match to Roblox content, rolling 30-day engagement (ER%, views, cadence) normalized across platforms, fraud-detection signals, audience gender/geo/language splits, and lookalike/audience overlap analysis. For roblox youtubers girls we surface likely-reachable viewers and suspect follower anomalies.