Algorithm-facilitated discrimination: a socio-legal study of the use by employers of artificial intelligence hiring systems

IF 1.3 3区 社会学 Q1 LAW
NATALIE SHEARD
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引用次数: 0

Abstract

Artificial intelligence (AI) hiring systems (AHSs) are used by employers every day to screen and shortlist job candidates. Despite this, substantial gaps exist in our understanding of the real – as opposed to theoretical – risks of discrimination when these systems are deployed. This article reports on findings from qualitative empirical research investigating the use of AHSs by Australian employers. It demonstrates that the way in which these systems are operated in practice creates serious risks of algorithm-facilitated discrimination. This may arise from the data, the use of proxies, the system's implementation, new structural barriers, a failure to provide reasonable adjustments, or the facilitation of intentional discrimination. These findings are significant, make an original contribution to an emerging field of research, and are relevant in any jurisdiction where an AHS is in use. There is a lot at stake when such discrimination occurs; as one research participant acknowledged, a ‘job application is literally a person's attempt to change their life with a new job’.

算法促进的歧视:雇主使用人工智能招聘系统的社会法律研究
人工智能(AI)招聘系统(AHSs)每天都被雇主用来筛选和筛选求职者。尽管如此,当这些系统被部署时,我们对实际(而不是理论)歧视风险的理解存在巨大差距。本文报告了定性实证研究的结果,调查了澳大利亚雇主使用AHSs的情况。它表明,在实践中,这些系统的操作方式产生了算法促进歧视的严重风险。这可能是由于数据、代理的使用、系统的实施、新的结构性障碍、未能提供合理的调整或促成故意歧视。这些发现意义重大,对新兴研究领域做出了原创性贡献,并且在使用AHS的任何司法管辖区都具有相关性。当这种歧视发生时,会有很多危险;正如一位研究参与者所承认的那样,“求职实际上是一个人试图用一份新工作改变自己的生活。”
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来源期刊
CiteScore
2.00
自引率
15.40%
发文量
59
期刊介绍: Established as the leading British periodical for Socio-Legal Studies The Journal of Law and Society offers an interdisciplinary approach. It is committed to achieving a broad international appeal, attracting contributions and addressing issues from a range of legal cultures, as well as theoretical concerns of cross- cultural interest. It produces an annual special issue, which is also published in book form. It has a widely respected Book Review section and is cited all over the world. Challenging, authoritative and topical, the journal appeals to legal researchers and practitioners as well as sociologists, criminologists and other social scientists.
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