From Human Bias to Robot Choice: How Occupational Contexts and Racial Priming Shape Robot Selection
Jiangen He, Wanqi Zhang, Jessica Barfield
- 发表年份
- 2025
- 访问权限
- 开放获取
摘要
As artificial agents increasingly integrate into professional environments, fundamental questions have emerged about how societal biases influence human-robot selection decisions. We conducted two comprehensive experiments (N = 1,038) examining how occupational contexts and stereotype activation shape robotic agent choices across construction, healthcare, educational, and athletic domains. Participants made selections from artificial agents that varied systematically in skin tone and anthropomorphic characteristics. Our study revealed distinct context-dependent patterns. Healthcare and educational scenarios demonstrated strong favoritism toward lighter-skinned artificial agents, while construction and athletic contexts showed greater acceptance of darker-toned alternatives. Participant race was associated with systematic differences in selection patterns across professional domains. The second experiment demonstrated that exposure to human professionals from specific racial backgrounds systematically shifted later robotic agent preferences in stereotype-consistent directions. These findings show that occupational biases and color-based discrimination transfer directly from human-human to human-robot evaluation contexts. The results highlight mechanisms through which robotic deployment may unintentionally perpetuate existing social inequalities.
关键词
相关论文
工业5.0中人机协作的多模态感知、互认知与具身执行综述与展望
Kai Ding, Qingyuan Mao, Yaqian Zhang 等 6 位作者
Robotics and Computer-Integrated Manufacturing · 2026
迈向以人为中心的制造:人机协作装配中不确定性下的任务规划
Yingchao You, Ze Ji, Changyun Wei
Robotics and Computer-Integrated Manufacturing · 2026
代理式人机协作:通过记忆实现上下文对齐
Jiahui Si, Wenchao Li, Xi Chen 等 7 位作者
Robotics and Computer-Integrated Manufacturing · 2026
自适应物理信息Transformer结合高斯过程残差补偿用于人机协作中的逆动力学建模
Rui Qian, Xi Zhang, Dongpeng Li 等 5 位作者
Robotics and Computer-Integrated Manufacturing · 2026