Sep 2026· International Journal of Engineering Pedagogy (iJEP)· Vol 16· 0 citations· 13 references
TL;DR
Competencies in interacting with AI, such as formulating effective prompts, verifying outputs, and engaging in critical evaluation, are becoming essential skills for vocational school graduates, reinforces the view that, in an increasingly technology-driven educational landscape.
Abstract
The integration of artificial intelligence (AI) into vocational education presents both significant opportunities and complex ethical challenges. This study examines the use of AI among learners attending secondary technical and vocational schools, with a particular focus on the boundary between legitimate learning support and academic dishonesty. A quantitative questionnaire survey was conducted with 1,745 learners from Slovakia, the Czech Republic, Hungary and Poland. The collected data were analysed using descriptive statistics and a thematic analysis of open-ended responses. The results indicate widespread use of AI tools among the surveyed learners. Most respondents reported regular use of AI to understand learning materials, generate texts, complete assignments and support project work. Many respondents reported confidence in evaluating AI-generated content, suggesting a perceived level of digital literacy and critical awareness. Nevertheless, open-ended responses revealed several forms of academically dishonest AI use, particularly for generating code, writing essays, preparing presentations and completing tasks without meaningful cognitive engagement. Thematic analysis identified key motivations such as time efficiency and pragmatic task management, alongside a nuanced awareness of the ethical boundary between legitimate assistance and misconduct. The findings highlight the urgent need for pedagogical approaches that promote responsible and ethical use of AI. Moreover, the study reinforces the view that, in an increasingly technology-driven educational landscape, competencies in interacting with AI, such as formulating effective prompts, verifying outputs, and engaging in critical evaluation, are becoming essential skills for vocational school graduates.
The findings indicate that students possess basic awareness of AI applications and generally perceive AI as a supportive educational tool, However, ethical concerns do not significantly influence AI adoption in academic practices and students show limited perception of AI as a transformative factor affecting their futu...
Kinza Farooq· Review of Crime Peace and So...· 0 citations
Examination of ethical concerns raised by social science educators regarding the use of generative artificial intelligence shows that ethical concerns directly shape pedagogical decision-making in social science education and contribute to context-responsive pedagogical and policy frameworks for artificial intelligence...
This study investigates how primary school teacher candidates perceive the integration of artificial intelligence (AI) technologies in inclusive education. Using a qualitative research design, in-depth interviews were conducted with 15 teacher candidates through a semi-structured interview form. Thematic analysis revea...
Abdulkadir Kazanasmaz, Alper Gülay· Bayburt Eğitim Fakültesi Der...· 0 citations
It is suggested that AI technologies have considerable potential to enrich higher education; however, their successful implementation requires careful attention to ethical, technological, and pedagogical considerations to ensure that educational benefits are achieved while minimizing associated risks.
H. U. C. P. Hewawasam, D. Saparamadu· Sabaragamuwa University Jour...· 0 citations
This study explores artificial intelligence literacy in economic higher education, focusing on
students’ academic use of AI tools and their critical evaluation of AI-generated responses. The
research adopts a qualitative exploratory approach based on semi-structured interviews with 27
students from the Faculty of Econo...
Lăcrămioara Mansour, E. Spătariu, N. Asalos· Ovidius University Annals: E...· 0 citations
Insight is provided into how teachers use AI technologies, their perceptions of required competencies, the challenges and concerns they perceive, and the challenges and concerns they perceive that successful AI integration requires specific teacher competencies.
Feray Uğur Erdoğmuş· Participatory Educational Re...· 0 citations
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