De Choudhury Munmun, Jhaver Shagun, Sugar Benjamin, Weber Ingmar
Georgia Institute of Technology, HBKU.
Qatar Computing Research Institute, HBKU.
Proc Int AAAI Conf Weblogs Soc Media. 2016 May;2016:92-101.
From the Arab Spring to the Occupy Movement, social media has been instrumental in driving and supporting socio-political movements throughout the world. In this paper, we present one of the first social media investigations of an activist movement around racial discrimination and police violence, known as "Black Lives Matter". Considering Twitter as a sensor for the broader community's perception of the events related to the movement, we study participation over time, the geographical differences in this participation, and its relationship to protests that unfolded on the ground. We find evidence for continued participation across four temporally separated events related to the movement, with notable changes in engagement and language over time. We also find that participants from regions of historically high rates of black victimization due to police violence tend to express greater negativity and make more references to loss of life. Finally, we observe that social media attributes of affect, behavior and language can predict future protest participation on the ground. We discuss the role of social media in enabling collective action around this unique movement and how social media platforms may help understand perceptions on a socially contested and sensitive issue like race.
从“阿拉伯之春”到“占领运动”,社交媒体在推动和支持全球社会政治运动方面发挥了重要作用。在本文中,我们对一场围绕种族歧视和警察暴力的激进主义运动——“黑人的命也是命”进行了首次社交媒体调查。将推特视为更广泛社区对与该运动相关事件认知的一个传感器,我们研究了随时间推移的参与情况、这种参与的地域差异,以及它与实地发生的抗议活动的关系。我们发现,在与该运动相关的四个时间上分开的事件中,存在持续参与的证据,且随着时间推移,参与度和语言使用有显著变化。我们还发现,来自因警察暴力导致黑人受害率历史较高地区的参与者往往表达出更大的负面情绪,并更多提及生命损失。最后,我们观察到情感、行为和语言方面的社交媒体属性可以预测未来实地抗议活动的参与情况。我们讨论了社交媒体在围绕这一独特运动促成集体行动方面的作用,以及社交媒体平台如何有助于理解在像种族这样具有社会争议性和敏感性的问题上的认知。