Facebook数据屏蔽:提高对新闻feed生成算法使用的数据的认识和控制

Jules Sinsel, Anniek Jansen, S. Colombo
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引用次数: 0

摘要

社交媒体平台的新闻源是由人工智能算法生成的,它根据用户数据选择和排序帖子。然而,用户通常不知道为了这个目的收集和使用了哪些数据,他们也无法控制这些数据。为了展开讨论,讨论用户愿意为新闻feed算法提供什么样的数据,我们创建了Facebook data Shield,这是一个人类大小的互动装置,用户可以看到并控制收集的数据类型。通过按下按钮,可以(取消)激活数据类别和/或数据变量。带灯的外圈可以向用户反馈所产生的新闻源的个性化程度。我们进行了一项初步研究,以深入了解用户愿意分享的数据、他们喜欢的控制级别,以及这种安装对用户意识的影响。基于我们的发现,我们讨论了对设计和未来工作的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Facebook Data Shield: Increasing Awareness and Control over Data used by Newsfeed-Generating Algorithms
Social media platforms newsfeeds are generated by AI algorithms, which select and order posts based on user data. However, users are often unaware of what data is collected and employed for this aim, neither can they control it. To open up discussions on what data users are willing to feed the newsfeed algorithm with, we created the Facebook Data Shield, a human-size interactive installation where users can see and control what type of data is collected. By pressing buttons, data categories and/or data variables can be (de)activated. An outer rim with lights gives feedback to users about the level of personalization of the resulting newsfeed. We performed a preliminary study to get insights into what data users are willing to share, their preferred level of control, and the effect of such an installation on users’ awareness. Based on our findings, we discuss implications for design and future work.
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