ORIGINAL RESEARCH article

Front. Neuroergonomics

Sec. Consumer Neuroergonomics

Volume 6 - 2025 | doi: 10.3389/fnrgo.2025.1536781

Wearables for tracking mental state in the classroom: ethical considerations from the literature and high school students

Provisionally accepted
  • 1Ethics, Law and Medical Humanities, Amsterdam University Medical Center, Amsterdam, Netherlands
  • 2TNO, Innovation for life, Apeldoorn, Netherlands
  • 3Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
  • 4Health, ethics and society, Maastricht University, Maastricht, Netherlands

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

Educational practice increasingly makes use of technology to improve teaching and learning. New wearable technology is being developed that measures mental states like attention and stress, through neurophysiological signals like electroencephalography (EEG), electrodermal activity (EDA) and heart rate. However, little is known about the ethical aspects of this technology. We provide an overview of current ethical considerations on such wearable technologies in classroom settings and analyze these critically. We distinguished three ethical angles to analyze new technologies: epistemic, principle-based, and Foucauldian. We focus on a Foucauldian analysis, outlining how such technologies affect power relationships and self-understanding, but also which responses people develop to evade power. In addition, a focus group of high school students was set up to identify young people's views on such wearable technology and to initiate a reflection on the theory-based ethical considerations. Our study shows that although wearables may provide information on learning and attention, and even though possible users are enthusiastic about the potential, there are several risks of applying such technologies in educational settings. These risks concern governance and surveillance, normalization and exclusion, placing technology before pedagogy, stimulating neoliberal values and quantified self-understanding, and possible negative impact on identity for those who think they are outside of the norm. Highschool students highlighted that people are not only subjected to new technologies, but also subject these technologies to their own goals. We end with a discussion on the perils of implementing new technologies, and provide an alternative to prohibition in the form of co-creating and educating. Any potential future implementation of mental state tracking technology is to be accompanied by normative discussions on legitimate aims, on rights, interests and needs of both pupils, teachers and educational institutions, taking broader debates on what should count as a good pedagogical climate into account.

Keywords: wearables, Physiology, Education, Ethics, Foucault, Empirical bioethics, mental statetracking

Received: 05 Dec 2024; Accepted: 16 Apr 2025.

Copyright: © 2025 Snoek, Brouwer, Stuldreher, Haselager and Horstkötter. 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: Anke Snoek, Ethics, Law and Medical Humanities, Amsterdam University Medical Center, Amsterdam, Netherlands

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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