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Updated: Jun 24, 2026

Artificial Intelligence-Based System for Detecting Attention Levels in Students
Published on: December 15, 2023
Development and psychometric analysis of 5-item Artificial Intelligence Attitude (AIAT-5) for students
Guogang Xin1, Shengqin Yang2, Xiaoyu Hou3
1School of Government, Beijing Normal University, No.19 Xin Jie Kou Wai Street, Beijing, 100875, China.
This study introduces the Artificial Intelligence Attitude Scale (AIAT-5), a brief tool to assess student attitudes toward artificial intelligence (AI). The AIAT-5 is validated for Chinese middle and high school students, proving reliable for large-scale digital transformation initiatives.
Area of Science:
- Educational Technology
- Psychometrics
- Artificial Intelligence
Background:
- Integrating artificial intelligence (AI) into education requires efficient methods to gauge student AI attitudes.
- Assessing student AI perception is vital for successful educational digital transformation.
Purpose of the Study:
- To develop and validate a concise, five-item Artificial Intelligence Attitude Scale (AIAT-5).
- To establish the reliability and validity of the AIAT-5 for assessing middle and high school students' AI attitudes in China.
Main Methods:
- A survey was administered to 1576 middle and high school students across diverse regions in China.
- Exploratory (EFA) and Generalizability (EGA) Factor Analyses were used in Study 1.
- Confirmatory Factor Analysis (CFA) was employed in Study 2 to validate the scale's structure.
Main Results:
- The AIAT-5 demonstrated strong internal consistency and good discrimination in Study 1, supporting a unidimensional structure.
- Study 2's CFA confirmed an excellent model fit for the unidimensional structure, with high factor loadings.
- Student AI attitude positively correlated with generative AI knowledge, life satisfaction, and epistemic curiosity, but also internet addiction.
Conclusions:
- The AIAT-5 is a reliable and efficient tool for large-scale assessment of AI attitudes among Chinese middle and high school students.
- The scale's validation supports its use in understanding student perceptions of AI within educational contexts.
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