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Article

Diverging Trajectories: A Five-Year Study of Teachers’ and Students’ Technology Perceptions Across the Arrival of Generative AI

School of Education, Adelaide University, Adelaide, SA 5005, Australia
Educ. Sci. 2026, 16(9), 1542; https://doi.org/10.3390/educsci16091542 (registering DOI)
Submission received: 30 August 2026 / Revised: 16 September 2026 / Accepted: 16 September 2026 / Published: 18 September 2026

Abstract

This five-wave survey study (2021–2025), longitudinal at school level and repeated cross-sectional at respondent level, tracked teachers’ and students’ (n = 1355 and 1756 responses, respectively) perceptions of classroom technology in four Australian secondary schools spanning a broad socioeconomic range using the UTAUT constructs as an analytical lens across the period of generative artificial intelligence’s (Gen-AI’s) arrival. Perceptions rose in both groups for three years, then diverged sharply: successive student cohorts continued rising on all four constructs, while teachers reversed, ending below their 2021 baseline on performance expectancy (d = −1.06) and social influence (d = −0.94). Linear mixed-effects models confirmed the wave–group interaction on every construct (all p < 0.001). School means were ordered consistently with socioeconomic advantage (ICSEA) at every wave, while device policy was associated with smaller differences. The reversal coincided with the emergence of Gen-AI as a dominant technology in respondents’ free-text nominations. Because the UTAUT items concern classroom technology in general, this coincidence is an association between two independently measured series. On that basis, I propose that discontinuity is a property of the relation between a technology’s capabilities and a role’s accountable tasks and is, therefore, a question to be asked separately of each school population.
Keywords: generative artificial intelligence; technology acceptance; UTAUT; secondary education; longitudinal study; digital divide generative artificial intelligence; technology acceptance; UTAUT; secondary education; longitudinal study; digital divide

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MDPI and ACS Style

Barbieri, W. Diverging Trajectories: A Five-Year Study of Teachers’ and Students’ Technology Perceptions Across the Arrival of Generative AI. Educ. Sci. 2026, 16, 1542. https://doi.org/10.3390/educsci16091542

AMA Style

Barbieri W. Diverging Trajectories: A Five-Year Study of Teachers’ and Students’ Technology Perceptions Across the Arrival of Generative AI. Education Sciences. 2026; 16(9):1542. https://doi.org/10.3390/educsci16091542

Chicago/Turabian Style

Barbieri, Walter. 2026. "Diverging Trajectories: A Five-Year Study of Teachers’ and Students’ Technology Perceptions Across the Arrival of Generative AI" Education Sciences 16, no. 9: 1542. https://doi.org/10.3390/educsci16091542

APA Style

Barbieri, W. (2026). Diverging Trajectories: A Five-Year Study of Teachers’ and Students’ Technology Perceptions Across the Arrival of Generative AI. Education Sciences, 16(9), 1542. https://doi.org/10.3390/educsci16091542

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