Discover/Video analysis
MMark Rober83.5M subscribers

Testing Every Seat on a Log Ride

30M views1 minApr 3, 2026Short
Watch on YouTube
Outlier vs channel median—Awaiting comparable sample
Current velocity—needs two snapshots
Engagement1.1%likes + comments
ConfidenceLow1 comparable video

Where it broke away

Views at the same time after publishing—not lifetime totals.

Last observed 10/4/2026, 6:34:23 PM
This video
29.934M29.949M29.964M29.979M29.994M4399h4423h

Why it qualifies

  • More historical same-age snapshots are needed before this video can be classified reliably.
Comparison windowAwaiting comparable sample
This video at comparable age—
This video now30M views
Channel median at comparable age7.7M views
Sample1 video
Testing Every Seat on a Log Ride — growth analysis · Signal Hunt