The Effect of Platform Intervention Policies on Fake News Dissemination and Survival: An Empirical Examination
Ka Chung Ng, Jie Tang, Dongwon Lee
Journal of Management Information Systems
- 주제소셜미디어 허위정보 · 소셜미디어
- 방법
- 현상
Fake news on social media has become a serious problem, and social media platforms have started to actively implement various interventions to mitigate its impact. This paper focuses on the effectiveness of two platform interventions, namely a content-level intervention (i.e., a fake news flag that applies to a single post) and an account-level intervention (i.e., a forwarding restriction policy that applies to the entire account). Collecting data from China’s largest social media platform, we study the impact of a fake news flag on three fake news dissemination patterns using a propensity score matching method with a difference-in-differences approach. We find that implementing a policy of using fake news flag influences the dissemination of fake news in a more centralized manner via direct forwards and in a less dispersed manner via indirect forwards, and that fake news posts are forwarded more often by influential users. In addition, compared with truthful news, fake news is disseminated in a less centralized and more dispersed manner and survives for a shorter period after a forwarding restriction policy is implemented. This study provides causal empirical evidence of the effect of a fake news flag on fake news dissemination. We also expand the literature on platform interventions to combat fake news by investigating a less studied account-level intervention. We discuss the practical implications of our results for social media platform owners and policymakers.
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- 저널Journal of Management Information Systems · 38(4) · 898–930
- 토픽Misinformation and Its Impacts · Sociology and Political Science
- DOI10.1080/07421222.2021.1990612
- 저자Ka Chung Ng, Jie Tang, Dongwon Lee