2021/05/12 by Wei Xu, Xu, Wei, Marvin J. Dainoff +5 · 18 citations
Computer Science · Engineering · Psychology · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial intelligence #Computer science #Data science #Engineering #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Human-Computer Interaction (cs.HC) #Human–computer interaction #Knowledge management #Persona Design and Applications #Perspective (graphical) #Work (physics)
paper · pdf · doi:10.48550/arxiv.2105.05424
published in arXiv (Cornell University) (Cornell University)
openalex publication_date 2021/05/12 · openalex created_date 2022/12/24 · openalex updated_date 2026/08/05
While AI has benefited humans, it may also harm humans if not appropriately developed. The focus of HCI work is transiting from conventional human interaction with non-AI computing systems to interaction with AI systems. We conducted a high-level literature review and a holistic analysis of current work in developing AI systems from an HCI perspective. Our review and analysis highlight the new changes introduced by AI technology and the new challenges that HCI professionals face when applying the human-centered AI (HCAI) approach in the development of AI systems. We also identified seven main issues in human interaction with AI systems, which HCI professionals did not encounter when developing non-AI computing systems. To further enable the implementation of the HCAI approach, we identified new HCI opportunities tied to specific HCAI-driven design goals to guide HCI professionals in addressing these new issues. Finally, our assessment of current HCI methods shows the limitations of these methods in support of developing AI systems. We propose alternative methods that can help overcome these limitations and effectively help HCI professionals apply the HCAI approach to the development of AI systems. We also offer strategic recommendations for HCI professionals to effectively influence the development of AI systems with the HCAI approach, eventually developing HCAI systems.