Science · 2023 · 179 citations · 44 references
Social SciencesPolitical CommunicationPolitical ScienceMass CommunicationPolitical BehaviorPublic OpinionMedia EffectsNews MediaSocial MediaSocial Media PoliticsMedia Effects On Political KnowledgeNews Sharing BehaviorOnline Political NewsPolarizationPolitical Information ExposurePolitical Message AmplificationPolitical News CoveragePolitical Polarization Analysis
We studied the effects of exposure to reshared content on Facebook during the 2020 US election by assigning a random set of consenting, US-based users to feeds that did not contain any reshares over a 3-month period. We find that removing reshared content substantially decreases the amount of political news, including content from untrustworthy sources, to which users are exposed; decreases overall clicks and reactions; and reduces partisan news clicks. Further, we observe that removing reshared content produces clear decreases in news knowledge within the sample, although there is some uncertainty about how this would generalize to all users. Contrary to expectations, the treatment does not significantly affect political polarization or any measure of individual-level political attitudes.
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The spread of true and false news online
Soroush Vosoughi, Deb Roy, Sinan Aral · Science · 2018 · 8.4K citations
What Makes Online Content Viral?
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Double/debiased machine learning for treatment and structural parameters
Victor Chernozhukov, Denis Chetverikov, Mert Demirer et al. · Econometrics Journal · 2017 · 2.5K citations · Full text
Michael Anderson · Journal of the American Statistical Association · 2008 · 2.4K citations