Analytics needs by role
Product researcher
Needs category, product, pricing, sales, video, and trend signals.
Creator manager
Needs creator fit, content quality, audience relevance, and collaboration history.
Affiliate operator
Needs content, clicks, orders, GMV, sample cost, and creator segment review.
Analytics does not replace operations
Research helps teams decide where to focus. Outreach and affiliate operations still require messaging, tracking, follow-up, sample control, and relationship management.