|4 min read
YouTube Likes Statistics: What They Really Tell You
YouTube likes are easy to game and hard to interpret. Why like counts alone don't tell the full story of audience reception.
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YouTube likes are the most visible engagement metric, but also the most misleading. A video with 100,000 likes might have 50,000 genuine reactions and 50,000 from click-farms. Likes don't distinguish between I liked the thumbnail and I agree with the argument. PJQ tracks likes alongside comments to calculate a real engagement ratio — because comments require effort, while likes don't.