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ORIGINAL RESEARCH article

Front. Public Health

Sec. Public Mental Health

This article is part of the Research TopicDigital Solutions for Workplace Conflict: Enhancing Mental Health and Job PerformanceView all 3 articles

Educational Anxiety Triggered by Artificial Intelligence Technology: Pathways and Configuration Analysis Affecting Teachers' Professional Well-being

Provisionally accepted
Hongmei  ZhangHongmei Zhang1Jingjing  CaoJingjing Cao2*
  • 1Shazhou Professional Institute of Technology, Zhangjiagang, China
  • 2SEGi University and Colleges, Petaling Jaya, Malaysia

The final, formatted version of the article will be published soon.

This study aims to systematically explore the key factors influencing teachers' professional well-being and the complex mechanisms underlying these effects. A mixed-methods approach combining Structural Equation Modeling (SEM) and Artificial Neural Networks (ANN) was employed. The findings reveal: first, work resources such as autonomy in instructional design, depth of teacher-student relationships, sense of professional competence expansion, and proactive job crafting are significantly positively correlated with teachers' professional well-being, while educational anxiety shows a significant negative correlation. Second, educational anxiety plays a crucial mediating role between work resources and well-being, indicating that part of the positive effect of these resources lies in alleviating anxiety. Third, work engagement positively moderates the beneficial effects of professional competence expansion and proactive job crafting on well-being. The ANN model further highlights the central importance of instructional design autonomy and professional competence expansion in predicting well-being and anxiety. Based on these findings, the study suggests that administrators should grant teachers greater instructional autonomy and provide high-quality professional development opportunities to enhance their sense of competence; schools should pay attention to teachers' mental health by establishing support systems to alleviate educational anxiety; and guiding teachers to proactively engage in job crafting is an effective internal pathway to enhance individual well-being. This study offers a multidimensional theoretical perspective and practical reference for improving teacher well-being.

Keywords: artificial intelligence, Educational anxiety, Teachers' Professional Well-Being, self-determination theory, Job Crafting Theory

Received: 02 Oct 2025; Accepted: 21 Nov 2025.

Copyright: © 2025 Zhang and Cao. 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: Jingjing Cao, caojingjing@ldy.edu.rs

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