20.500.12556/RUL-170743 From transformative agency to AI literacy profiling Slovenian technical high school students through the Five Big Ideas lens The rapid spread of artificial intelligence (AI) in education means that students need to master both AI literacy and personal agency. This study situates a sample of 425 Slovenian secondary technical students within a three-tier framework that maps psychological empowerment onto AI literacy outcomes within a cultural–historical activity system. The agency competence assessments yielded four profiles of student agency, ranging from fully empowered to largely disempowered. The cluster membership explained significant additional variance in AI literacy scores, supporting the additive empowerment model in an AI-rich vocational education and training context. The predictive modeling revealed that while self-efficacy, mastery-oriented motivations, and metacognitive self-regulation contributed uniquely—though small—to improving AI literacy, an unexpectedly negative relationship was identified for internal locus of control and for behavioral self-regulation focused narrowly on routines, with no significant impact observed for grit-like perseverance. These findings underscore the importance of fostering reflective, mastery-based, and self-evaluative learning dispositions over inflexible or solely routine-driven strategies in the development of AI literacy. Addressing these nuanced determinants may also be vital in narrowing AI literacy gaps observed between diverse disciplinary cohorts, as supported by recent multi-dimensional literacy frameworks and disciplinary pathway analyses. Embedding autonomy-supportive, mastery-oriented, student-centered projects and explicit metacognitive training into AI curricula could shift control inward and benefit students with low skills, helping to forge an agency-driven pathway to higher levels of AI literacy among high school students. The most striking and unexpected finding of this study is that students with a strong sense of competence—manifested as high self-efficacy—can achieve foundational AI literacy levels equivalent to those possessing broader, more holistic agentic profiles, suggesting that competence alone may be sufficient for acquiring essential AI knowledge. This challenges prevailing models that emphasize a multidimensional approach to agency and has significant implications for designing targeted interventions and curricula to rapidly build AI literacy in diverse learner populations. transformative agency psychological empowerment cultural–historical activity theory five big ideas in AI AI literacy technical high school students umetna inteligenca transformativne agencije pismenost tehnične srednje šole velikih 5 psihološko opolnomočenje srednje šole informacijsko-komunikacijska tehnologija true false true Angleški jezik Slovenski jezik Članek v reviji 2025-07-14 09:19:32 2025-07-14 09:19:33 2025-07-18 03:43:15 0000-00-00 00:00:00 2025 0 0 57 str. no. 7, art. 562 Vol. 13 2025 0000-00-00 Zaloznikova Objavljeno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 373.5:004 2079-8954 10.3390/systems13070562 242374403 https://www.mdpi.com/2079-8954/13/7/562 1 f5ca1f1f-6080-11f0-b232-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=212909 RAZ_Avsec_Stanislav_2025.pdf RAZ_Avsec_Stanislav_2025.pdf 1 34A8407CB45C1A6E9DC688DCAE593635 19f3ff6ecc656fd6c543e090569909d34bcb448cd85a05f2ac740cebfd8bae28 116935fa-6082-11f0-b232-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=212910 Pedagoška fakulteta 0 0 0