Female Science Youtubers - Curated Top 20 Roster

Metrics reflect a rolling last-30-days window across key signals. Profile stats and pasted profiles refresh in seconds, so the numbers you see update live within the platform while comparisons are normalized for fair cross-platform snapshots.

Yes. Profiles from YouTube, Instagram and TikTok are standardized into one comparison grid - ER%, views, cadence and audience breakdowns are normalized so you can view side-by-side diagnostics, audience markets and contact fields for apples-to-apples shortlisting.

We convert raw likes, comments, and view counts into standardized 30‑day metrics - ER% (likes+comments relative to followers with cadence context) and min/avg/max views from recent-post distributions. Those normalized fields let you compare creators across Instagram, YouTube and TikTok on a fair, apples‑to‑apples basis.

Yes. After signing in you can export the Top-20 profiles into share-ready outputs - CSV for favorites, PDF/JSON for profile analyses, and a live Google Sheet rowset for Media Plan Builder so you can drop them straight into your planning workflow.

We use audience signals (gender, geo, age, language) plus fraud detection and engagement scoring on rolling 30‑day data. AI flags suspicious behavior, estimates reachability, and reports ER%, views and growth normalized for fair comparisons—so demographics and fraud checks are precise enough for confident shortlisting and verification.