Use this skill when creator spend needs defending or reading — "what's the ROI on our creator campaigns," "build the CFO view," "why does creator attribution look bad." Sets the attribution window creator content actually needs, the five-row CFO dashboard, payback-period math, week-one leading indicators, and the three attribution errors that silently understate ROI 2–3×.
