YouTube Outlier Lab
What’s outperforming in your niche, and why.
Outlier ratio = each video’s views ÷ the median of the 10 videos that channel published nearest to it in time. Comparing against neighbours rather than an all-time median keeps old uploads from looking like breakouts purely for having had longer to accrue.
Tuesday July 28, 2026
14 channels · 1.3K videos tracked
Next refresh: Sunday August 2, 2026
584 Shorts tracked with their own separate medians · 239 have no captions, so their hooks cannot be read · 33 have an age-matched pace from 2 runs of history.
Median views
44K
Across the current view
Top video
3.6M
Breakout · 73.1× median
Total views
118.0M
All videos combined
Outliers (≥2×)
170
23% of ranked videos
Videos 733 of 733
Packaging analysed for 723 of 733 videos. Packaging facets can only match analysed videos.