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: Researchers found that YouTube removes "fake views" on a massive scale, affecting over 78% of the videos in their large-scale study.

Research into the marketplace for YouTube engagement reveals it is a complex "cat-and-mouse game" between platforms and manipulation services. Scholarly work focuses on how these packages affect the algorithm and whether YouTube's detection systems can effectively remove them.

An interesting paper from Nature (2024) or PMC (2024) provides a deep dive into how YouTube manages artificial engagement.

: The paper discusses how fake views can temporarily inflate a video's perceived popularity, which might unwarrantedly trigger recommendation algorithms and alter public discourse before the views are eventually removed.

: A related study found that while YouTube detects fake views more accurately on non-monetized videos, it may inadvertently monetize some bot-generated views if they are not caught immediately.

: Unlike organic view counting, corrections for purchased views typically occur in batches, often around 5 p.m. daily.