Diversity Informatics: Reducing Racial and Gender Bias with Virtual Agents

被引:4
|
作者
Bickmore, Timothy [1 ]
Parmar, Dhaval [1 ]
Kimani, Everlyne [1 ]
Olafsson, Stefan [1 ]
机构
[1] Northeastern Univ, Khoury Coll Comp Sci, Boston, MA 02115 USA
关键词
Virtual Agent; Racial Bias; Gender Bias; Discrimination; Job Advertisement; Empathic Agent; Affective Agent; MEASURING INDIVIDUAL-DIFFERENCES; EMPATHY;
D O I
10.1145/3472306.3478365
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:25 / 32
页数:8
相关论文
共 50 条
  • [41] Influence of Gender and Racial Diversity on the Otolaryngology Residency Match
    Fairmont, Isabel
    Farrell, Nyssa
    Johnson, Andrew P.
    Cabrera-Muffly, Cristina
    OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 2020, 162 (03) : 290 - 295
  • [42] The effects of virtual racial embodiment in a gaming app on reducing prejudice
    Behm-Morawitz, Elizabeth
    Pennell, Hillary
    Speno, Ashton Gerding
    COMMUNICATION MONOGRAPHS, 2016, 83 (03) : 396 - 418
  • [43] The Effects of Embodiment in Virtual Reality on Implicit Gender Bias
    Schulze, Stephanie
    Pence, Toni
    Irvine, Ned
    Guinn, Curry
    VIRTUAL, AUGMENTED AND MIXED REALITY: MULTIMODAL INTERACTION, PT I, 2019, 11574 : 361 - 374
  • [44] Gender bias in virtual learning environments: an exploratory study
    Lin, Ming-Chao
    Tutwiler, M. Shane
    Chang, Chun-Yen
    BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2012, 43 (02) : E59 - E63
  • [45] Reducing White Juror Bias: The Role of Race Salience and Racial Attitudes
    Cohn, Ellen S.
    Bucolo, Donald
    Pride, Misha
    Sommers, Samuel R.
    JOURNAL OF APPLIED SOCIAL PSYCHOLOGY, 2009, 39 (08) : 1953 - 1973
  • [46] Gender bias in the news: On diversity and the democratic role of the Media
    Johannsdottir, Valgerdur
    Steinporsdottir, Finnborg Salome
    ICELANDIC REVIEW OF POLITICS & ADMINISTRATION, 2022, 18 (01): : 69 - 94
  • [47] The impact of virtual reality on implicit racial bias and mock legal decisions
    Salmanowitz, Natalie
    JOURNAL OF LAW AND THE BIOSCIENCES, 2018, 5 (01): : 174 - 203
  • [49] Reducing gender identity bias through imagined intergroup contact
    Moss-Racusin, Corinne A.
    Rabasco, Helena
    JOURNAL OF APPLIED SOCIAL PSYCHOLOGY, 2018, 48 (08) : 457 - 474
  • [50] Gender Bias in Artificial Intelligence: The Need for Diversity and Gender Theory in Machine Learning
    Leavy, Susan
    2018 IEEE/ACM 1ST INTERNATIONAL WORKSHOP ON GENDER EQUALITY IN SOFTWARE ENGINEERING (GE 2018), 2018, : 14 - 16