Reluctant to Ask a Human-ish Chatbot? When Anthropomorphic Cues Help and When They Backfire
Abstract
How do students, especially marketing students, with their diverse cultural values and expectations about authority, respond when technological tools such as chatbot assistants attempt to mimic a human instructor? Across two experimental studies, we examine how the effects of human-likeness in chatbot assistants (anthropomorphization) depend on students’ values. Challenging the assumption that adding humanlike features to AI is inherently desirable, results from Study 1 find that the presence of humanlike cues in chatbot assistants does not universally enhance perceptions of human-likeness. Instead, students high in power distance orientation i.e. those who are more accepting of hierarchical relationships, perceive anthropomorphic chatbots as less human-like than non-anthropomorphic chatbots. This backfiring effect was more pronounced among marketing students compared to non-marketing students. Study 2 builds on these findings by analyzing real-time student interactions with a custom-built chatbot. While perceived human-likeness increases engagement and subsequently improves attitudes toward use, students with high conformity to authority ask significantly fewer questions when the chatbot appears highly humanlike. These findings reveal a novel cultural boundary condition for effective student interactions with humanlike technology: when students value deference to authority, humanlike bots may inhibit rather than enhance student engagement with chatbots.
Fields of Study & Subjects
AI in Service Interactions
Social Robot Interaction and HRI
Intelligent Tutoring Systems and Adaptive Learning
Publication details
- Journal / source
- Marketing Education Review
- Pages
- 1–20
- Publication date
- 4 February 2026
- Language
- EN