vvidIQ2.4M subscribers
Watch on YouTube How The Youtube Algorithm ACTUALLY Works!
Outlier vs channel median1.7Ă—Comparable-age T+72h
Current velocity17.9views per hour
Engagement4.6%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 72 hours, views are 1.7Ă— the channel median.
- The baseline uses 3 comparable Shorts.
- The latest observed velocity is 18 views per hour.
Comparison windowComparable-age T+72h
This video at comparable age5.7K views
This video now5.7K views
Channel median at comparable age3.3K views
Sample3 videos