Discover/Video analysis
vvidIQ2.4M subscribers

How to Escape EVERY YouTube Shorts View Jail

19.8K views13 minOct 2, 2026
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Outlier vs channel median—Awaiting comparable sample
Current velocity—needs two snapshots
Engagement4.9%likes + comments
ConfidenceLowno comparable sample yet

Where it broke away

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

Last observed 10/4/2026, 6:34:48 PM
This video
18.2K22.1K26.1K30K33.9KPublished760h

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 now19.8K views
Channel median at comparable age—
Sample—