: Researchers found that YouTube removes "fake views" on a massive scale, affecting over 78% of the videos in their large-scale study.
: 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.
An interesting paper from Nature (2024) or PMC (2024) provides a deep dive into how YouTube manages artificial engagement.
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.
: 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.
