arXiv:2503.13533cs.CYcs.AI2025-03被引 5

首次揭示中国数学师范生AI-TPACK现状,发现研究生阶段提升不明显。

The Status Quo and Future of AI-TPACK for Mathematics Teacher Education Students: A Case Study in Chinese Universities

  • 构建并验证了面向数学师范生的AI-TPACK量表与测评体系。
  • 412名学生数据显示当前水平处于初级阶段,且高年级无显著提升。
  • 发现自我效能感正向促进,过度教学信念反而阻碍能力发展。

随着人工智能技术在教育领域日益普及,数学教师教育学生(MTES)亟需具备将AI融入技术、教学法与学科内容知识(AI-TPACK)的能力。本研究基于7所高校的412名MTES,系统设计了AI-TPACK量表并进行测试。描述性统计显示,当前中国MTES的AI-TPACK水平处于基础、初步阶段。跨年级比较发现,不同年级间六项变量无显著差异,表明研究生阶段未有效促进AI-TPACK能力发展。进一步提出新的AI-TPACK结构方程模型(AI-TPACK-SEM),结果表明自我效能感与AI-TPACK呈正相关,而过度教学信念可能抑制该能力提升。研究首次揭示了中国数学师范生在AI-TPACK方面的现状,构建了专用分析模型,并为未来发展提供了建议。

原文摘要 · Abstract (English)

As artificial intelligence (AI) technology becomes increasingly prevalent in the filed of education, there is a growing need for mathematics teacher education students (MTES) to demonstrate proficiency in the integration of AI with the technological pedagogical content knowledge (AI-TPACK). To study the issue, we firstly devised an systematic AI-TPACK scale and test on 412 MTES from seven universities. Through descriptive statistical analyses, we found that the current status of AI-TPACK for MTES in China is at a basic, preliminary stage. Secondly, we compared MTES between three different grades on the six variables and found that there is no discernible difference, which suggested that graduate studies were observed to have no promotion in the development of AI-TPACK competencies. Thirdly, we proposed a new AI-TPACK structural equation model (AI-TPACK-SEM) to explore the impact of self-efficacy and teaching beliefs on AI-TPACK. Our findings indicate a positive correlation between self-efficacy and AI-TPACK. We also come to a conclusion that may be contrary to common perception, excessive teaching beliefs may impede the advancement of AI-TPACK. Overall, this paper revealed the current status of AI-TPACK for MTES in China for the first time, designed a dedicated SEM to study the effect of specific factors on AI-TPACK, and proposed some suggestions on future developments.

AI教育教师培训教育心理学量表构建

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