MDOI Convergence Chronicles 110.0700/CON.2026.00671
110.0700/CON.2026.00671
Article

Pre-service teachers preparedness for AI-integrated education: An investigation from perceptions, capabilities, and teachers’ identity changes

Lihang Guan, Yue Zhang, Mingyue Michelle Gu 2025 Convergence Chronicles

Abstract

Artificial intelligence (AI) has provided numerous learning benefits due to and beyond its personalization capabilities. AI significantly alters the interaction dynamics among students, teachers, and technology, necessitating the collaborative integration of AI in education instead of mere mechanical use. This study investigates pre-service teachers' perceptions and capabilities within the framework of social cognitive theory, focusing on their attitudes, intentions, self-efficacy, and AI literacy for effective AI integration. We discuss how these perceptions and capabilities help pre-service teachers prepare for the changing identities of being a teacher in AI-integrated education. Thematic analysis of qualitative interviews with a sample of 24 pre-service teachers suggests that (1) these pre-service teachers only use AI when warranted, (2) they need more understanding regarding AI fundamentals and ethics for AI's integration into education, and (3) they mechanically view AI as a tool to be utilized, rather than a dynamic collaborator in education. The findings indicate a need for more awareness of the possible changes in teachers' functions and roles in collaborative AI-integrated education, leading to specific teacher-training demands that aid them in success in AI-integrated education.

Identifier Metadata

Identifier 110.0700/CON.2026.00671
Canonical mdoi:110.0700/CON.2026.00671
Resolver URL https://mdoi.org/110.0700/CON.2026.00671
Resource URL Open resource
Document URL Open document
Content Type Article
Authors Lihang Guan, Yue Zhang, Mingyue Michelle Gu
Year 2025
Depositor Convergence Chronicles Organisation
Prefix 110.0700
Registered July 20, 2026
Updated July 20, 2026
Status Active
Visibility Public

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