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Algorithmic Bias · Radicalization · Recommender Systems

YouTube Recommendation Algorithm Amplifying White Supremacist Radicalization Flowchart

Type FlowchartStandard Sugiyama layered DAG + orthogonal routingEngine schematex-flowchartUpdated 9/23/2026
YouTube Recommendation Algorithm Amplifying White Supremacist Radicalization Flowchart
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The scenario

A user watches a video and the YouTube recommendation algorithm logs engagement; if fringe content dominates, repeated boosts and profile shifts can push the user toward a radicalized worldview.

What is in this drawing

Read the decisions behind it.

01

Does the recommendation engine score mainstream or fringe affinity?

02

Does the user engage with more fringe content after the feed is dominated?

03

Has repeated exposure crossed the radicalization risk threshold?

Use this flowchart to explain or audit recommender-system risks for extremism, train content moderators, or design deranking interventions.

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