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Why outrage clicks don't pay the bills for news sites

Shunyao Yan, Klaus M. Miller

May 18, 2026

Using deep learning to identify polarizing articles on a news platform, researchers found that editorially-driven increases in divisive content boosted time-on-site but did not increase subscriptions. During high-stakes elections, polarizing content actually accelerated subscriber churn and reduced willingness to pay. The mechanism wasn't readers seeking confirmation—it was that subscribers wanted balanced coverage when political stakes were highest.
Published as Engagement vs. Commitment: The Economic Trade-Offs of Polarizing News Content arXiv:2605.18357
Read the original paper →