Jurnal Riset dan Inovasi Pembelajaran
Vol. 6 No. 2 (2026): May - August 2026

Generative AI Use Patterns and Ethical Dilemmas among Pre-Service Teachers

Made Susi Lissia Andayani (Informatics Engineering Education Study Program, Faculty of Engineering and Vocational Education, Universitas Pendidikan Ganesha, Bali, Indonesia)
Luh Putu Eka Damayanthi (Informatics Engineering Education Study Program, Faculty of Engineering and Vocational Education, Universitas Pendidikan Ganesha, Bali, Indonesia)



Article Info

Publish Date
20 Aug 2026

Abstract

Generative Artificial Intelligence (GenAI) is increasingly embedded in higher-education learning, offering efficiency while raising questions about the boundary between technological assistance and delegation of thinking. This study explores GenAI-use patterns, ethical dilemmas, and cognitive engagement among pre-service teachers. An exploratory qualitative study involved 24 second-semester Informatics Engineering Education students selected purposively. Over six weeks, data were collected through semi-structured interviews, three focus-group discussions, classroom observations, and reviews of task artifacts and prompt histories. Thematic analysis involved familiarization, coding, category development, theme construction, and cross-source comparison. Three patterns emerged: Cognitive Partner (6 students; 25.0%), Practical Adaptor (13; 54.2%), and Passive Outsourcing (5; 20.8%). Eighteen students (75.0%) interpreted the absence of an explicit lecturer prohibition as implicit permission to use GenAI, while 16 (66.7%) reported anxiety about possible misclassification by AI detectors. The findings show that educational implications depend less on frequency of use than on verification, independent revision, and students' retention of cognitive responsibility. Teacher education should therefore frame GenAI as cognitive support, clarify task-specific boundaries, and require accountable verification rather than allow AI to substitute for learning.

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Journal Info

Abbrev

jrip

Publisher

Subject

Chemistry Education Languange, Linguistic, Communication & Media Mathematics Other

Description

Jurnal Riset dan Inovasi Pembelajaran (JRIP) adalah jurnal penelitian dan pengembangan kependidikan yang diterbitkan oleh Education and Talent Development Center Indonesia (ETDC Indonesia). Tujuan artikel ini adalah untuk mempublikasikan penelitian atau kajian kritis dibidang kependidikan dengan ...