评估在线空间中算法的社会技术影响和从技术公司争取责任的必要性

C. Buntain
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引用次数: 0

摘要

今天的信息生态系统有大量的工具来支持决策和认知卸载。然而,随着这个生态系统的发展和壮大,我们越来越依赖于推荐系统、算法管理和其他技术来代表我们做出决定,并帮助管理一个否则势不可挡的信息环境。这种认知卸载是有代价的,因为这些技术决定了我们接触到的信息源、我们可能追随的名人、可能流行的内容、向我们展示的信息顺序,甚至我们的情绪状态。尽管这种权衡有潜在的影响,但这种依赖的真正社会技术影响以及这些技术对信息空间的巨大影响仍然是一个开放和有争议的问题。本文概述了这个问题的不同形式,其中我总结了围绕这些技术的争议以及来自学术研究的混合证据。然后,我描述了阻碍解决这些问题的障碍,以及在线社交平台和拥有它们的科技公司目前的轨迹如何不可能在没有外部干预的情况下为这些问题提供答案。最后,我描述了在线社交空间的“社会-技术安全三位一体”,减少社会危害的责任和动机从公司转移到学术、政府和企业利益相关者身上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Imperative to Assess Socio-Technical Impact of Algorithms in Online Spaces and Wresting Responsibility from Technology Companies
Today’s information ecosystem has a plethora of tools to support decision-making and cognitive offloading. As this ecosystem has evolved and grown, however, we increasingly rely on recommendation systems, algorithmic curation, and other technologies to make decisions on our behalf and help manage an otherwise-overwhelming information environment. This cognitive offloading comes at a price, as these technologies make decisions that govern the information sources to which we are exposed, the celebrities we are likely follow, the content likely to become popular, the order of information shown to us, and even the state of our emotions. Despite the potential effects of this tradeoff, the true socio-technical impact of this reliance and imbuing these technologies with so much influence over the information space remains both an open and a controversial question. This paper outlines different forms of this question, wherein I summarize the controversies surrounding these technologies and the mixed evidence from academic research on them. I then describe the barriers impeding resolution of these concerns and how the current trajectories of online social platforms and the technology companies that own them are unlikely to provide answers to these issues without external intervention. I close by describing a "socio-technical safety triad" for online social spaces, where the responsibilities and incentives for reducing societal harm are devolved from corporations and spread across academic, governmental, and corporate stakeholders.
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