Social Inequality and the Spread of Misinformation

Manag. Sci. Pub Date : 2022-04-04 DOI:10.1287/mnsc.2022.4380
Mohamed Mostagir, James Siderius
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引用次数: 4

Abstract

We study the spread of misinformation in a social network characterized by unequal access to learning resources. Agents use social learning to uncover an unknown state of the world, and a principal strategically injects misinformation into the network to distort this learning process. A subset of agents throughout the network is endowed with knowledge of the true state. This gives rise to a natural definition of inequality: privileged communities have unrestricted access to these agents, whereas marginalized communities do not. We show that the role that this inequality plays in the spread of misinformation is highly complex. For instance, communities who hoard resources and deny them to the larger population can end up exposing themselves to more misinformation. Conversely, although more inequality generally leads to worse outcomes, the prevalence of misinformation in society is nonmonotone in the level of inequality. This implies that policies that decrease inequality without substantially reducing it can leave society more vulnerable to misinformation. This paper was accepted by Baris Ata, stochastic models and simulation.
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社会不平等和错误信息的传播
我们研究了一个以学习资源获取不平等为特征的社会网络中错误信息的传播。代理人使用社会学习来揭示未知的世界状态,而委托人策略性地向网络中注入错误信息来扭曲这一学习过程。整个网络中的代理子集被赋予了真实状态的知识。这就产生了对不平等的自然定义:特权群体可以不受限制地使用这些媒介,而边缘化群体则不行。我们表明,这种不平等在错误信息传播中所起的作用是非常复杂的。例如,那些囤积资源并拒绝向更多人提供资源的社区最终会让自己暴露在更多的错误信息中。相反,尽管更多的不平等通常会导致更糟糕的结果,但社会中错误信息的流行程度在不平等程度上是非单调的。这意味着,减少不平等而没有实质性减少不平等的政策可能会使社会更容易受到错误信息的影响。论文被Baris Ata、随机模型和仿真所接受。
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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