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English(EN) Algorithmic Monocultures in Hiring

研究揭示招聘中的算法单一文化导致种族偏见

arXiv上发表的一项新研究表明,招聘过程中的算法单一文化会导致显著的种族差异和同质化结果。研究人员分析了300万份申请人的数据集,发现根据美国的就业歧视标准,亚裔和黑人申请人受到了不成比例的负面影响。研究还表明,相当一部分申请人被所有职位拒之门外,这表明需要更广泛地提交申请以确保人工审查。 AI

影响 强调了招聘中的AI可能延续和放大现有的社会偏见,因此需要仔细审计和监管。

排序理由 该集群包含一篇详细介绍算法歧视研究结果的研究论文。

在 arXiv cs.AI 阅读 →

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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Rishi Bommasani, Sarah H. Bana, Kathleen A. Creel, Dan Jurafsky, Percy Liang ·

    Algorithmic Monocultures in Hiring

    arXiv:2605.27371v1 Announce Type: cross Abstract: Many employers screen job applicants with algorithms built by the same few algorithm vendors. We hypothesize that algorithmic monoculture leads to the same individuals and members of the same racial groups facing rejection. We acq…

  2. arXiv cs.AI TIER_1 English(EN) · Percy Liang ·

    Algorithmic Monocultures in Hiring

    Many employers screen job applicants with algorithms built by the same few algorithm vendors. We hypothesize that algorithmic monoculture leads to the same individuals and members of the same racial groups facing rejection. We acquire and analyze a novel dataset of 3 million appl…

  3. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    A very interesting study from # Stanford , # Chapman and # Northwestern universities on algorithmic discrimination in hiring practices: "Algorithmic Monoculture

    A very interesting study from # Stanford , # Chapman and # Northwestern universities on algorithmic discrimination in hiring practices: "Algorithmic Monocultures in Hiring" https:// algorithmichiring.github.io/ # AI # Discrimination # Inequality # Jobs