Examining Student Teachers’ Agency in an AI-Supported Learning Environment: Q Methodology Research

Youmen Chaaban, Soon-Gyo Jung, Johanne Medina, Jinan Y. Azem, Joni Salminen, Bernard J. JansenInternational Journal of Artificial Intelligence in Education (2025)

Abstract

Drawing on a socio-cognitive framework, we explored student teachers’ agency along intrapersonal, behavioral and environmental dimensions within the context of a classroom management course. The study investigated the enactment of student agency in an AI-supported learning environment using an innovative AI conversational chatbot whose outputs are based solely on curated course material. Using Q methodology, the analysis of 22 Q sorts revealed three distinct factors: (1) “I got this…just leave me alone” – self-reliant users confident in their abilities but exhibiting limited ethical awareness and reflective practices, (2) “Cipherbot is helpful, but…” – balanced users demonstrating intentional and ethical engagement, and (3) “A blind date with Cipherbot” – uncritical users heavily reliant on Cipherbot with diminished agency and criticality. The results are discussed in light of ongoing deliberations on the complexities of preparing student teachers for ethical and agentive GenAI use.https://link.springer.com/article/10.1007/s40593-025-00529-y

Team

Dr. Bernard Jansen

Dr. Bernard Jansen

Visiting Professor, Peking University, China
Dr. Joni Salminen

Dr. Joni Salminen

Associate Professor, University of Vaasa, Finland

Alumni

Jinan Yousef Azem

Jinan Yousef Azem

Research assistant

Tools

Cipherbot: AI-Powered Transformation of Learning

Cipherbot: AI-Powered Transformation of Learning

Cipherbot is an AI teaching and learning platform that turns existing course and curriculum materials into AI-generated lesson plans, slides, narrated videos, study guides, and assessments, while giving learners a 24/7 multilingual tutor that answers only from the instructor’s content, with citations back to the source. Built for the full education spectrum—from national ministry deployments to K-12 schools, universities, and corporate training partners—it combines configurable AI pedagogy, early at-risk-student analytics, automated grading, and full LMS integration. Pilot-tested and adopted by institutions across multiple countries—including Qatar, Korea, Australia, Finland, China, Vietnam, and Indonesia—Cipherbot has served over 4,200 active users, including 400+ teachers and 3,000+ students across 800+ classes, all as part of a social-impact initiative bringing safe, citation-backed AI into everyday teaching and learning.

AI-Human Interaction

Connections

ResearchPeopleTools
Examining Student Teachers’…AI-Human InteractionSoon-gyo JungJohanne G. MedinaJinan Yousef AzemDr. Bernard JansenDr. Joni SalminenCipherbot: AI-Powered…