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The antecedents of pre-service teachers’ AI literacy

Perceptions about own AI driven applications, attitude towards AI and knowledge in machine learning

Bibliographic Data

ID21496703
AuthorsJari Laru (0000-0003-0347-0182, University of Oulu, corresponding author), Ismail Celik (0000-0002-5027-8284, University of Oulu), Iiris Jokela (0009-0009-9916-5019, University of Oulu), Kati Mäkitalo (0000-0003-4037-2872, University of Oulu)
Year2025
Volume48
Issue5
Pages964-986
Publication date2025-10-20
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueEuropean Journal of Teacher Education (JOURNAL)
Journal identifiersISSN: 0261-9768 • E-ISSN: 1469-5928
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/02619768.2025.2535623
OpenAlexW4412893112
LanguageEN
Citations received12
References cited55

This study explores the relationships between pre-service teachers’ perceptions of AI tools, their attitudes towards AI, and their AI literacy competencies. Specifically, it examines how perceived characteristics of the GenAI Teachable Machine (GenAI TM) and attitudes towards AI influence key dimensions of AI literacy, including technical understanding, critical evaluation, and practical application. Findings indicate that technical understanding and critical evaluation significantly contribute to the practical application of AI. Additionally, a positive attitude towards AI enhances its integration into daily and professional life, while fear does not significantly hinder AI literacy. Perceived usefulness fosters critical appraisal, and acceptance of AI positively influences its practical application. These results offer insights into the factors shaping AI literacy and provide guidance for designing teacher education programmes that effectively integrate AI-related competencies into pre-service teacher training

Knowledge level · Literacy · Mathematics education · Pedagogy · Perception · Service-learning · Educational Games and Gamification · Online Learning and Analytics · Psychology · Teaching and Learning Programming

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Unique citing works12
Citations per year12
Citation span2025 - 2026 (2)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 12

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