vvidIQ2.4M subscribers
Watch on YouTube Production Quality WON’T Get You More Views
Outlier vs channel median0.6×Comparable-age T+168h
Current velocity—needs two snapshots
Engagement5.6%likes + comments
ConfidenceLow3 comparable videos
Where it broke away
Views at the same time after publishing—not lifetime totals.
Channel medianThis video
Why it qualifies
- At 168 hours, views are 0.6× the channel median.
- The baseline uses 3 comparable Shorts.
Comparison windowComparable-age T+168h
This video at comparable age3.1K views
This video now3.1K views
Channel median at comparable age5.4K views
Sample3 videos