论文标题
数据杠杆:赋予公众与技术公司关系的框架
Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies
论文作者
论文摘要
许多强大的计算技术依赖于公众的隐式和明确的数据贡献。这种依赖性表明,公众与技术公司的关系中的潜在杠杆作用:通过减少,停止,重定向或以其他方式操纵数据贡献,公众可以降低许多有利可图的技术的有效性。在本文中,我们合成了新兴的研究,该研究旨在更好地理解和帮助人们采取这种行动\ textit {数据杠杆}。利用机器学习,人力计算机互动以及计算中的公平性和问责制在内的领域的先前工作,我们提出了一个理解数据利用的框架,该框架着重介绍了改变与隐私,经济不平等,内容审核以及社会关注的其他领域有关的技术公司行为的新机会。我们的框架还指出了决策者可以利用数据利用的方式,以此作为改变公共与科技公司之间权力平衡的一种手段。
Many powerful computing technologies rely on implicit and explicit data contributions from the public. This dependency suggests a potential source of leverage for the public in its relationship with technology companies: by reducing, stopping, redirecting, or otherwise manipulating data contributions, the public can reduce the effectiveness of many lucrative technologies. In this paper, we synthesize emerging research that seeks to better understand and help people action this \textit{data leverage}. Drawing on prior work in areas including machine learning, human-computer interaction, and fairness and accountability in computing, we present a framework for understanding data leverage that highlights new opportunities to change technology company behavior related to privacy, economic inequality, content moderation and other areas of societal concern. Our framework also points towards ways that policymakers can bolster data leverage as a means of changing the balance of power between the public and tech companies.