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arxiv: 2510.24354 · v2 · pith:6XF5UTY2 · submitted 2025-10-28 · cs.SI · cs.CY

Rewarding Engagement and Personalization in Popularity-Based Rankings Amplifies Extremism and Polarization

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classification cs.SI cs.CY
keywords usersmechanismrankingrankingsalgorithmsemphengagementextremism
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Despite extensive research, the mechanisms through which online platforms shape extremism and polarization remain poorly understood. We identify and test a mechanism, grounded in empirical evidence, that explains how ranking algorithms can amplify both phenomena. This mechanism is based on well-documented assumptions: (i) users exhibit position bias and tend to prefer items displayed higher in the ranking, (ii) users prefer like-minded content, (iii) users with more extreme views are more likely to engage actively, and (iv) ranking algorithms are popularity-based, assigning higher positions to items that attract more clicks. Under these conditions, when platforms additionally reward \emph{active} engagement and implement \emph{personalized} rankings, users are inevitably driven toward more extremist and polarized news consumption. We formalize this mechanism in a dynamical model, which we evaluate by means of simulations and interactive experiments with hundreds of human participants, where the rankings are updated dynamically in response to user activity.

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Cited by 1 Pith paper

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