Attributing coordinated social media manipulation: A theoretical model and typology

IF 4.3 1区 文学 Q1 COMMUNICATION
Daniel Thiele, Miriam Milzner, Annett Heft, Baoning Gong, Barbara Pfetsch
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引用次数: 0

Abstract

Social media are key arenas for public opinion formation, but are susceptible to coordinated social media manipulation (CSMM), that is, the orchestrated activity of multiple accounts to increase content visibility and deceive audiences. Despite advances in detecting and characterizing CSMM, the attribution problem—identifying the principals behind CSMM campaigns—has received little scholarly attention. In this article, we address this gap by synthesizing existing research and developing a theoretical model for understanding CSMM. We propose a consolidated definition of CSMM, identify its key observable and hidden characteristics, and present a rational choice model for inferring principals’ strategic decisions from campaign features. In addition, we present a typology of CSMM campaigns, linking variations in scale, elaborateness, and disguise to principals’ resources, stakes, and influence strategies. Our contribution provides researchers with conceptual and heuristic tools for attribution and invites interdisciplinary and comparative research on CSMM campaigns.
归因于协调的社交媒体操纵:理论模型和类型学
社交媒体是公众舆论形成的关键领域,但也容易受到协调的社交媒体操纵(CSMM)的影响,即多个账户的精心策划活动,以提高内容的可见性并欺骗受众。尽管在检测和描述CSMM方面取得了进展,但归因问题——识别CSMM活动背后的主要人物——却很少受到学术界的关注。在本文中,我们通过综合现有研究和开发理解CSMM的理论模型来解决这一差距。我们提出了CSMM的统一定义,识别了其主要的可观察和隐藏特征,并提出了一个理性选择模型,用于从活动特征推断委托人的战略决策。此外,我们提出了CSMM活动的类型,将规模、精心程度和伪装的变化与委托人的资源、利害关系和影响策略联系起来。我们的贡献为研究人员提供了归因的概念和启发式工具,并邀请对CSMM活动进行跨学科和比较研究。
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来源期刊
New Media & Society
New Media & Society COMMUNICATION-
CiteScore
12.70
自引率
8.00%
发文量
274
期刊介绍: New Media & Society engages in critical discussions of the key issues arising from the scale and speed of new media development, drawing on a wide range of disciplinary perspectives and on both theoretical and empirical research. The journal includes contributions on: -the individual and the social, the cultural and the political dimensions of new media -the global and local dimensions of the relationship between media and social change -contemporary as well as historical developments -the implications and impacts of, as well as the determinants and obstacles to, media change the relationship between theory, policy and practice.
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