Followers do not dictate the virality of news outlets on social media

Emanuele Sangiorgio, Matteo Cinelli, Roy Cerqueti, Walter Quattrociocchi
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Abstract

Initially conceived for entertainment, social media platforms have profoundly transformed the dissemination of information and consequently reshaped the dynamics of agenda-setting. In this scenario, understanding the factors that capture audience attention and drive viral content is crucial. Employing Gibrat's Law, which posits that an entity's growth rate is unrelated to its size, we examine the engagement growth dynamics of news outlets on social media. Our analysis includes the Facebook historical data of over a thousand news outlets, encompassing approximately 57 million posts in four European languages from 2008 to the end of 2022. We discover universal growth dynamics according to which news virality is independent of the traditional size of the outlet. Moreover, our analysis reveals a significant long-term impact of news source reliability on engagement growth, with engagement induced by unreliable sources decreasing over time. We conclude the paper by presenting a statistical model replicating the observed growth dynamics.
粉丝并不决定新闻机构在社交媒体上的病毒式传播
社交媒体平台最初是为娱乐而构想的,它深刻地改变了信息传播,从而重塑了议程设置的动力。在这种情况下,了解吸引受众注意力和推动病毒式内容的因素至关重要。吉布拉特定律认为一个实体的增长率与其规模无关,我们运用该定律研究了新闻机构在社交媒体上的参与度增长动态。我们的分析包括一千多家新闻机构在 Facebook 上的历史数据,涵盖 2008 年至 2022 年底期间用四种欧洲语言发布的约 5700 万条帖子。我们发现了普遍的增长动态,根据这些动态,新闻病毒性与传统的媒体规模无关。此外,我们的分析还揭示了新闻来源可靠性对参与度增长的重大长期影响,不可靠来源引起的参与度会随着时间的推移而降低。最后,我们提出了一个统计模型,复制了观察到的增长动态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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