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Open AccessArticle
An Ethnographic Study on Teachers’ Acceptance and Resistance Attitudes to Adopting Learning Analytics
by
Dimitrios E. Tzimas
Dimitrios E. Tzimas *
and
Stavros N. Demetriadis
Stavros N. Demetriadis
Dr. Dimitrios Tzimas received his B.Sc. degree in Informatics from the Aristotle University of his a [...]
Dr. Dimitrios Tzimas received his B.Sc. degree in Informatics from the Aristotle University of Thessaloniki, Greece, his M.Sc. degree in “Digital Signal Processing for Communications and Multimedia” from the University of Athens, Greece, and his Ph.D. in Informatics (Learning Analytics in Education) from the Aristotle University of Thessaloniki. His research interests include Learning Analytics, Artificial Intelligence in Education, and Learning Design. He has published more than 10 scientific articles in international scientific journals (with an IF) and conference proceedings. He has been teaching Computer Science in secondary and higher education for the last 26 years. He is a co-author of five books about computer science education and programming.
Department of Informatics, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
*
Author to whom correspondence should be addressed.
Educ. Sci. 2026, 16(5), 789; https://doi.org/10.3390/educsci16050789 (registering DOI)
Submission received: 16 March 2026
/
Revised: 11 May 2026
/
Accepted: 15 May 2026
/
Published: 17 May 2026
Abstract
Learning analytics (LA) is an emerging field that has undergone extensive development in K-12 education, focusing on students’ learning processes and tracking their learning trajectories. However, numerous developments remain in the pilot phase without holistic adoption. Despite the growing use of teacher-facing analytics in K-12 education, little is known about the processes through which instructors interpret and negotiate analytics within everyday school practice. This paper presents an interpretive ethnographic study of teacher sensemaking and resistance regarding LA adoption in K-12 schools. Informed by the unified theory of acceptance and use of technology (UTAUT), we implemented a small-N ethnographic study with school teachers to explore their perceptions and experiences regarding LA adoption. The research question was “How do teachers interpret, negotiate, and make sense of learning analytics adoption in K-12 school settings?” The findings indicate that teachers’ responses to LA adoption were shaped through complex sensemaking processes involving perceived usefulness, institutional culture, emotional ambivalence, ethical issues, and human-centered understandings of data-driven educational practices.
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MDPI and ACS Style
Tzimas, D.E.; Demetriadis, S.N.
An Ethnographic Study on Teachers’ Acceptance and Resistance Attitudes to Adopting Learning Analytics. Educ. Sci. 2026, 16, 789.
https://doi.org/10.3390/educsci16050789
AMA Style
Tzimas DE, Demetriadis SN.
An Ethnographic Study on Teachers’ Acceptance and Resistance Attitudes to Adopting Learning Analytics. Education Sciences. 2026; 16(5):789.
https://doi.org/10.3390/educsci16050789
Chicago/Turabian Style
Tzimas, Dimitrios E., and Stavros N. Demetriadis.
2026. "An Ethnographic Study on Teachers’ Acceptance and Resistance Attitudes to Adopting Learning Analytics" Education Sciences 16, no. 5: 789.
https://doi.org/10.3390/educsci16050789
APA Style
Tzimas, D. E., & Demetriadis, S. N.
(2026). An Ethnographic Study on Teachers’ Acceptance and Resistance Attitudes to Adopting Learning Analytics. Education Sciences, 16(5), 789.
https://doi.org/10.3390/educsci16050789
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