Wang Yi, Wei Ziting, Wijaya Tommy Tanu, Cao Yiming, Ning Yimin
School of Mathematical Sciences, Beijing Normal University, Beijing, China.
National Research Center for Educational Materials, Beijing, China.
BMC Psychol. 2025 May 6;13(1):478. doi: 10.1186/s40359-025-02781-2.
In the 21st century, the variety of instructional media for mathematics has significantly diversified. Generative AI (Gen-AI) is one technology that K-12 teachers can utilize for teaching mathematics. However, as a new instructional medium, Gen-AI presents its own set of usage challenges. Research into the factors influencing mathematics teachers' usage behavior of Gen-AI is crucial. This study integrates the Technology Acceptance Model (TAM) and the Theory of Planned Behavior (TPB), incorporating a factor of AI awareness to explore the determinants of teachers' usage behavior in employing Gen-AI for mathematics instruction. Data from 230 mathematics teachers who agreed to participate were analyzed using the partial least squares structural equation modeling (PLS-SEM) approach. The results indicate that teachers' attitudes toward Gen-AI, subjective norms, and perceived behavioral control (PBC) have a direct effect on mathematics teachers' usage behavior. AI awareness was found to directly affect perceived usefulness (PU), perceived ease of use (PEOU), and attitudes, and it also has an indirect effect on mathematics teachers' usage behavior. This research provides new insights into enhancing the adoption of Gen-AI as an instructional medium by improving mathematics teachers' attitudes toward Gen-AI, with AI awareness playing a pivotal role in this enhancement.
在21世纪,用于数学教学的 instructional media种类显著多样化。生成式人工智能(Gen-AI)是一种K-12教师可用于数学教学的技术。然而,作为一种新的教学媒介,Gen-AI带来了其自身的一系列使用挑战。研究影响数学教师Gen-AI使用行为的因素至关重要。本研究整合了技术接受模型(TAM)和计划行为理论(TPB),纳入人工智能意识这一因素,以探究教师在将Gen-AI用于数学教学时使用行为的决定因素。使用偏最小二乘结构方程建模(PLS-SEM)方法对230名同意参与的数学教师的数据进行了分析。结果表明,教师对Gen-AI的态度、主观规范和感知行为控制(PBC)对数学教师的使用行为有直接影响。发现人工智能意识直接影响感知有用性(PU)、感知易用性(PEOU)和态度,并且它对数学教师的使用行为也有间接影响。本研究通过改善数学教师对Gen-AI的态度,为提高Gen-AI作为教学媒介的采用率提供了新见解,其中人工智能意识在这一提高过程中起着关键作用。