Diversity Informatics: Reducing Racial and Gender Bias with Virtual Agents

T. Bickmore, Dhaval Parmar, Everlyne Kimani, S. Ólafsson
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引用次数: 3

Abstract

Job advertisements in white male-dominated organizations are often biased in ways that discourage female and minority candidates from applying. We explored the use of a female African American virtual agent who provides a first-person reaction to a biased job advertisement, providing an impassioned, vivid description of her feelings about the advertisement, the position, and the organization offering the job, and how the position---as described---would impact her life were she to take the job. We evaluate the impact interactions with this agent have on the effort study participants invest in editing the job advertisement following their interaction with the agent, compared to reading a page of standard educational text on diversity in hiring. Participants who interacted with the agent spent significantly more effort correcting the job ad, as measured both by the number of edit operations and the number of biased phrases removed, compared to participants in the control condition. Implications and a future research agenda for increasing diversity using virtual agents are presented.
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多样性信息学:用虚拟代理减少种族和性别偏见
在白人男性占主导地位的组织中,招聘广告往往有偏见,不鼓励女性和少数族裔候选人申请。我们探索了一位非裔美国女性虚拟代理的使用,她对一则有偏见的招聘广告提供了第一人称的反应,慷慨激昂、生动地描述了她对广告、职位和提供工作的组织的感受,以及如果她接受了这份工作,这个职位将如何影响她的生活。与阅读一页关于招聘多样性的标准教育文本相比,我们评估了与该代理人的互动对研究参与者在与代理人互动后编辑招聘广告的努力的影响。与控制条件下的参与者相比,与代理互动的参与者花了更多的精力来纠正招聘广告,这是通过编辑操作的次数和删除有偏见的短语的次数来衡量的。提出了使用虚拟代理增加多样性的意义和未来的研究议程。
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