计算机在社会变革中的作用

Rediet Abebe, Solon Barocas, J. Kleinberg, K. Levy, Manish Raghavan, D. G. Robinson
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引用次数: 163

摘要

最近计算机科学的一个规范转变将对公平、偏见和问责制的担忧带到了该领域的核心。然而,最近的学者警告说,这种技术工作中的大部分都将现状的问题特征视为固定不变的,而未能解决不公正和不平等的更深层次的模式。在承认这些批评的同时,我们假设计算研究在解决社会问题方面发挥着有价值的作用——即使从渴望根本性社会变革的角度来看,其价值也可以得到认可。在本文中,我们通过分析考虑了这些工作中固有的机会和重大风险,阐明了四个这样的角色。计算机研究可以作为一种诊断,帮助我们准确而清晰地理解和衡量社会问题。作为一种形式化的工具,计算塑造了社会问题的明确定义——改变了人们对这些问题以及可能的应对方式的理解。当计算阐明了通过技术手段可能实现的界限时,它就充当了反驳的角色。当计算机使长期存在的社会问题在公众眼中重新突出时,它就起到了提喻的作用。我们提供了这些前进的道路,作为利用计算工作的特殊优势为社会变革服务的模式,而不是夸大计算本身解决社会问题的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Roles for computing in social change
A recent normative turn in computer science has brought concerns about fairness, bias, and accountability to the core of the field. Yet recent scholarship has warned that much of this technical work treats problematic features of the status quo as fixed, and fails to address deeper patterns of injustice and inequality. While acknowledging these critiques, we posit that computational research has valuable roles to play in addressing social problems --- roles whose value can be recognized even from a perspective that aspires toward fundamental social change. In this paper, we articulate four such roles, through an analysis that considers the opportunities as well as the significant risks inherent in such work. Computing research can serve as a diagnostic, helping us to understand and measure social problems with precision and clarity. As a formalizer, computing shapes how social problems are explicitly defined --- changing how those problems, and possible responses to them, are understood. Computing serves as rebuttal when it illuminates the boundaries of what is possible through technical means. And computing acts as synecdoche when it makes long-standing social problems newly salient in the public eye. We offer these paths forward as modalities that leverage the particular strengths of computational work in the service of social change, without overclaiming computing's capacity to solve social problems on its own.
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