University of Limerick Virtual Reality Study Reveals Gender Wage Gap in Artificial Intelligence Assistants
Artificial intelligence assistants assigned a female appearance earn 10.25 percent less than identically capable male-presenting counterparts in workplace settings, according to new research from the University of Limerick. The study examines whether human gender biases migrate into digital interactions when workers collaborate with virtual agents in office environments.
Researchers placed 189 participants inside a virtual reality office to complete work-related tasks alongside various AI systems. The experimental design featured text-based chatbots, desk robots, and human-like virtual agents rendered with either male or female appearances. Every system ran on the exact same underlying technology.
Virtual Reality Office Experiment Measures Real Monetary Transactions
To measure human bias directly, the study created a real-world economic transaction inside the laboratory. Participants received real money at the end of their tasks and chose how to divide the funds between themselves and the AI assistant that helped them.
The male-presenting agent, named Johan, received higher monetary rewards than the female-presenting agent, Johanna. Johanna earned 10.25 percent less than Johan despite completing identical work with identical technological capabilities. Participants also rated Johan as more human-like than Johanna, indicating that gendered presentation alters perceptions of an agent’s humanity alongside economic payouts.

Researchers Trace Workplace Inequalities to System Design Choices
Dr. Mary Hausfeld, Assistant Professor at the Kemmy Business School in the University of Limerick, co-authored the study alongside researchers from the University of Zurich and SKEMA Business School. Hausfeld noted that people frequently assume artificial intelligence operates neutrally, but system design choices activate human assumptions and biases.
“What is striking about our findings is that the technology behind these AI agents was exactly the same, but people did not treat them in the same way,” Hausfeld stated.
The research team includes Isabelle Cuber, Tarek Alakmeh, Moritz Jenny, Jochen Menges, and Thomas Fritz from the University of Zurich, alongside Anand van Zelderen from SKEMA Business School and Mary Hausfeld from the University of Limerick. The broader investigation revealed that participants trusted human-like assistants more and gave them more credit than desk robots, even though robots performed identically.
AI Research Paper Debuts at Nordic Conference
The complete research paper, titled Human-Like and Male? How AI Assistant Design Relates to Trust and Monetary Reward at Work in VR, is scheduled for presentation at the 14th Nordic Conference on Human-Computer Interaction in Vaasa, Finland. The conference runs from October 5th through October 7th, and the findings will appear in the official conference proceedings published by the Association for Computing Machinery.
Frequently Asked Questions About the University of Limerick AI Bias Study
How many workers participated in the virtual reality experiment?
The study placed 189 workers inside a virtual reality office environment to complete work-related tasks alongside different artificial intelligence assistants.
What was the exact pay disparity between the male and female AI agents?
The female-presenting agent, Johanna, was paid 10.25 percent less than the male-presenting agent, Johan, for completing identical work using the same underlying technology.
Who authored the research paper on AI workplace bias?
The paper was co-authored by Dr. Mary Hausfeld of the University of Limerick, Isabelle Cuber, Tarek Alakmeh, Moritz Jenny, Jochen Menges, and Thomas Fritz of the University of Zurich, and Anand van Zelderen of SKEMA Business School.
Worth a look