Training the algorithm: Agency and algorithmic injustice in Instagram’s ‘whitewashed’ health and fitness spaces

IF 4.3 1区 文学 Q1 COMMUNICATION
Hester Hockin-Boyers, Patricia Vertinsky, Moss Norman, Nikolaus A. Dean, Aishwarya Ramachandran
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引用次数: 0

Abstract

Research on women’s body image has often focused on the potential harms associated with engaging with health and fitness content on Instagram. Recently, scholars have turned their attention to exploring women’s agency in relation to social media to examine how particular groups of individuals participate in the curation of their online worlds in pursuit of a positive body image. In particular, we consider the experiences of specific racial groups who are interacting with what some claim are ‘whitewashed’ and algorithmically biased digital environments. We aim to contribute to this enquiry by drawing on semi-structured interviews and ‘content elicitation’ with 32 Chinese Canadian women who were invited to describe their experiences with health and fitness content on Instagram. We found that our participants displayed a heightened awareness of algorithmic bias and in response, attempted to actively ‘train’ their algorithms to provide content that reflected greater bodily diversity.
训练算法:Instagram“粉饰”的健康和健身空间中的代理和算法不公正
对女性身体形象的研究往往集中在关注Instagram上健康和健身内容的潜在危害上。最近,学者们将注意力转向探索女性在社交媒体上的代理,以研究特定群体如何参与管理他们的网络世界,以追求积极的身体形象。特别是,我们考虑了特定种族群体的经历,他们与一些人声称的“粉饰”和算法偏见的数字环境互动。我们的目标是通过半结构化访谈和“内容启发”,对32名华裔加拿大女性进行调查,她们被邀请描述她们在Instagram上使用健康和健身内容的经历。我们发现,我们的参与者对算法偏见表现出了更高的意识,作为回应,他们试图积极地“训练”他们的算法,以提供更能反映身体多样性的内容。
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来源期刊
New Media & Society
New Media & Society COMMUNICATION-
CiteScore
12.70
自引率
8.00%
发文量
274
期刊介绍: New Media & Society engages in critical discussions of the key issues arising from the scale and speed of new media development, drawing on a wide range of disciplinary perspectives and on both theoretical and empirical research. The journal includes contributions on: -the individual and the social, the cultural and the political dimensions of new media -the global and local dimensions of the relationship between media and social change -contemporary as well as historical developments -the implications and impacts of, as well as the determinants and obstacles to, media change the relationship between theory, policy and practice.
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