韩国青少年生成式AI素养分型与学业自我效能感、主观幸福感差异:一项基于K-means聚类的研究
Generative artificial intelligence literacy profiles differ in academic self-efficacy and subjective well-being among adolescents
一项发表于 Frontiers in Psychology 的研究对 N=3,959 名有生成式AI使用经验的韩国青少年进行 K-means 聚类,依据信息评估、沟通、创造性使用与伦理使用四个维度识别出"高AI素养"与"低AI素养"两个剖面,差异主要体现在整体素养水平而非维度模式。
ORIGINAL RESEARCH article
Front. Psychol.
Sec. Educational Psychology
Dongguk University Gyeongju, Gyeongju, Republic of Korea
Abstract
Generative artificial intelligence (AI) literacy is increasingly important for adolescents, yet variation in literacy across multiple dimensions and its associations with educational and psychological outcomes remain insufficiently understood. This study identified generative AI literacy profiles among Korean adolescents with generative AI experience (N = 3,959) using K-means cluster analysis based on information evaluation, communication, creative use, and ethical use. Two profiles were identified: Higher AI Literacy and Lower AI Literacy. The profiles differed primarily in their overall literacy levels rather than in qualitatively distinct patterns across the four dimensions. Adolescents in the Higher AI Literacy profile reported greater generative AI education experience and higher academic self-efficacy and subjective well-being than those in the Lower AI Literacy profile. Differences in academic self-efficacy and subjective well-being remained significant after adjustment for gender, school level, academic achievement, and economic status. These findings demonstrate meaningful level-based variation in generative AI literacy among adolescents with generative AI experience and suggest that such variation is associated with educational experience and academic and psychological outcomes. A person-centred perspective may complement variable-centred approaches and inform future research and educational approaches that consider differences in students' generative AI literacy levels.
Keywords
Academic self-efficacy, adolescents, artificial intelligence, Cluster analysis, Generative AI literacy, Subjective well-being
Received
03 September 2026
Accepted
02 October 2026
Copyright
© 2026 Lee. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence:
Disclaimer
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
来源:Frontiers in Psychology · frontiersin.org
猜你喜欢
- 慈悲训练对青少年情绪调节与亲社会道德发展的追踪研究Frontiers in Psychology · 1 天前
- Frontiers in Psychology 发表 MASEM 研究:心理韧性中介青少年体力活动与手机成瘾的关联Frontiers in Psychology · 12 天前
- 三波RI-CLPM研究:中国高中生运动、学习倦怠与问题性短视频使用的纵向关联Frontiers in Psychology · 13 天前
- Frontiers in Psychiatry 发表 VR 干预儿童青少年 ADHD 的系统综述与元分析Frontiers in Psychiatry · 14 天前
- 眼动实验比较生成式AI、传统搜索与混合检索对职校学生来源核查与迁移表现的影响Frontiers in Psychology · 14 天前