Stay back, clever thing! Linking situational control and human uniqueness concerns to the aversion against autonomous technology.

As artificial intelligence advances towards unprecedented levels of competence, people's acceptance of autonomous technology has become a hot topic among psychology and HCI scholars. Previous studies suggest that threat perceptions—regarding observers' immediate physical safety (proximal) as well as their more abstract concepts of human uniqueness (distal)—impede the positive reception of self-controlled digital systems. Developing a Model of Autonomous Technology Threat, we propose both of these threat forms as common antecedents of users' general threat experience, which ultimately predicts reduced technology acceptance. In a laboratory study, 125 participants were invited to interact with a virtual reality agent, assuming it to be the embodiment of a fully autonomous personality assessment system. In a path analysis, we found correlational support for the proposed model, as both situational control and human uniqueness attitudes predicted threat experience, which in turn connected to stronger aversion against the presented system. Other potential state and trait influences are discussed.