An Ethnographic Study on Teachers’ Acceptance and Resistance Attitudes to Adopting Learning Analytics
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.
Fields of Study & Subjects
Online Learning and Analytics
Educational Assessment and Improvement
Teaching and Learning Programming
Publication details
- Journal / source
- Education Sciences
- Publisher
- MDPI AG
- Volume
- 16
- Issue
- 5
- Pages
- 789–789
- Publication date
- 17 May 2026
- Language
- EN