Revisiting Foucault’s panopticon: how does AI surveillance transform educational norms?
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This article applies Foucault’s theories of surveillance, disciplinary power, and normalisation to examine the shifting power dynamics in AI-mediated education. Drawing on qualitative responses from 27 English and Chinese-speaking stakeholders, including students, teachers, administrators and parents with no geographical restrictions, this study investigates how AI surveillance reshapes behaviours and perceptions and identifies emergent norms in education. Thematic analysis revealed four key themes: normalising ubiquitous surveillance and behavioural control, prioritising efficiency over autonomy, reaffirming the importance of human elements in AI-assisted education, and ensuring human-AI collaboration. Machine learning is not neutral but an active agent of algorithmic control, reflecting a post-panoptic power structure. It introduces new forms of disciplinary power, encouraging behaviours aligned with efficiency at the expense of autonomy and privacy. Despite these shifts, the findings underscore the vital role of human engagement, pointing to a future where human agency remains central in regulating and complementing AI in education.
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AI detection and surveillance reshape student behavior, producing internalized compliance even when active monitoring is absent.
“Dai et al. (2025), drawing on Foucault's panopticon, show how AI detection and surveillance reshape student behavior, producing internalized compliance even when active monitoring is absent.”
From Harms and Ethical Risks of AI Detection Tools in Education: False Positives, Bias, Surveillance, and Student Rights (2026) · cites this paper as Dai et al. (2025)
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Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
(1980) · Cited by 22,286 · see citing works
Discipline and Punish: The Birth of the Prison
D’Amico, R. (1978) · Telos · doi:10.3817/0678036169 · Cited by 19,439 · see citing works
The Coding Manual for Qualitative Researchers
Saldaña, J. (2025) · SAGE Publications Ltd eBooks · doi:10.4135/9781036235611 · Cited by 19,156 · see citing works
S., N. L. (2017) · doi:10.1177/1609406917733847 · Cited by 14,051 · see citing works
The Coding Manual for Qualitative Researchers
Lungu, M. (2022) · American Journal of Qualitative Research · doi:10.29333/ajqr/12085 · Cited by 10,887 · see citing works
Educational Research: Quantitative, Qualitative, and Mixed Approaches
Johnson, R. B., & Christensen, L. B. (2007) · Cited by 6,280 · see citing works
Case Study Research in Education : A Qualitative Approach
Merriam, S. B. (1991) · Bibliothèque et Archives nationales du Québec (Québec government) · Cited by 5,699 · see citing works
Discipline and punish the birth of the prison
Foucault, M. (1979) · Cited by 5,365 · see citing works
Floridi, L., Cowls, J., Beltrametti, M., Chatila, R., Chazerand, P., Dignum, V., Luetge, C., Madelin, R., Pagallo, U., Rossi, F., et al. (2018) · Minds and Machines · doi:10.1007/s11023-018-9482-5 · Cited by 4,774 · cited 1× · see citing works
“Despite this belief, respondents admitted that they often lack a clear understanding of how AI-generated answers are produced or where the underlying data comes from, which is also a classical ‘black box’ issue of AI systems (Floridi et al. 2018).”
(2019) · Cited by 2,637 · see citing works
Age of Surveillance Capitalism – The Fight for a Human Future at the New Frontier of Power.
Kendell, D. (2020) · Brock Education Journal · doi:10.26522/brocked.v29i2.849 · Cited by 2,159 · see citing works
Ball, S. J. (2012) · Routledge eBooks · doi:10.4324/9780203803301 · Cited by 1,486 · see citing works
Artificial Intelligence in Education: A Systematic Literature Review
Wang, S., Wang, F., Zhu, Z., Wang, J., Tran, T., & Du, Z. (2024) · Expert Systems with Applications · doi:10.1016/j.eswa.2024.124167 · Cited by 977 · see citing works
The Electronic Eye: The Rise of the Surveillance Society .
Kling, R., & Lyon, D. (1995) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2077688 · Cited by 874 · see citing works
Xu, W., & Zammit, K. (2020) · International Journal of Qualitative Methods · doi:10.1177/1609406920918810 · Cited by 634 · cited 2× · see citing works
“The thematic analysis does not adhere to a rigid or highly structured theoretical framework; rather, it operates as a theoretically flexible approach, allowing themes to emerge organically from the data and revealing recurring and significant meanings (Finlay 2021; Saldaña 2021; Xu and Zammit 2020).”
Routledge Handbook of Surveillance Studies
Fussey, P., & Coaffee, J. (2012) · Routledge eBooks · doi:10.4324/9780203814949 · Cited by 614 · see citing works
Human-AI collaboration patterns in AI-assisted academic writing
Nguyen, A., Hong, Y., Dang, B., & Huang, X. (2024) · Studies in Higher Education · doi:10.1080/03075079.2024.2323593 · Cited by 449 · cited 1× · see citing works
“This normalisation has led to a widespread recognition of the need for a balance between human and AI contributions in education (Dai, Thomas, and Rawolle 2024; Nguyen et al. 2024).”
Qualitative Research Part II: Participants, Analysis, and Quality Assurance
Sargeant, J. M. (2012) · Journal of Graduate Medical Education · doi:10.4300/jgme-d-11-00307.1 · Cited by 400 · see citing works
What's the matter with ‘technology-enhanced learning’?
Bayne, S. (2014) · Learning Media and Technology · doi:10.1080/17439884.2014.915851 · Cited by 327 · see citing works
Trabelsi, Z., Alnajjar, F., Parambil, M. M. A., Gochoo, M., & Ali, L. (2023) · Big Data and Cognitive Computing · doi:10.3390/bdcc7010048 · Cited by 260 · see citing works
Crawford, J., Allen, K.-A., Pani, B., & Cowling, M. (2024) · Studies in Higher Education · doi:10.1080/03075079.2024.2326956 · Cited by 224 · see citing works
The datafication of discipline: ClassDojo, surveillance and a performative classroom culture
Manolev, J., Sullivan, A. M., & Slee, R. (2018) · Learning Media and Technology · doi:10.1080/17439884.2018.1558237 · Cited by 216 · see citing works
Gutting, G. M. (2005) · Oxford University Press eBooks · doi:10.1093/actrade/9780192805577.001.0001 · Cited by 160 · see citing works
Electronic Eye: The Rise of Surveillance Society
Lyon, D. (2015) · Project Muse (Johns Hopkins University) · Cited by 158 · see citing works
Foucauldian Discourse Analysis: Moving Beyond a Social Constructionist Analytic
Khan, T. H., & MacEachen, E. (2021) · International Journal of Qualitative Methods · doi:10.1177/16094069211018009 · Cited by 147 · see citing works
Finlay, L. (2021) · European Journal for Qualitative Research in Psychotherapy · doi:10.24377/ejqrp.article3062 · Cited by 131 · see citing works
Schools Under Surveillance: Cultures of Control in Public Education
López, N. (2010) · Contemporary Sociology A Journal of Reviews · doi:10.1177/0094306110386886ii · Cited by 116 · see citing works
Conceptualising the surveillance of teachers
Page, D. (2016) · British Journal of Sociology of Education · doi:10.1080/01425692.2016.1218752 · Cited by 84 · see citing works
Post-panopticism and school inspection in England
Courtney, S. J. (2014) · British Journal of Sociology of Education · doi:10.1080/01425692.2014.965806 · Cited by 78 · see citing works
Peeters, R. (2020) · Information Polity · doi:10.3233/ip-200253 · Cited by 78 · see citing works
School autonomy and the surveillance of teachers
Skerritt, C. (2020) · International Journal of Leadership in Education · doi:10.1080/13603124.2020.1823486 · Cited by 72 · see citing works
Show Me the Money! Neoliberalism at Work in Education
Ball, S. J. (2012) · FORUM · doi:10.2304/forum.2012.54.1.23 · Cited by 70 · see citing works
Dai, R., Thomas, M. K. E., & Rawolle, S. (2024) · The Australian Educational Researcher · doi:10.1007/s13384-024-00771-8 · Cited by 68 · see citing works
Self-citationWesterlund, M., Isabelle, D. A., & Leminen, S. (2021) · Technology Innovation Management Review · doi:10.22215/timreview/1427 · Cited by 43 · see citing works
Conspicuous practice: self-surveillance and commodification in English education
Page, D. (2018) · International Studies in Sociology of Education · doi:10.1080/09620214.2017.1351309 · Cited by 40 · see citing works
Andrejevic, M. (2015) · Routledge eBooks · doi:10.4324/9780203814949.ch1_3_b · Cited by 40 · see citing works
Takayama, K., & Lingard, B. (2018) · Journal of Education Policy · doi:10.1080/02680939.2018.1518542 · Cited by 38 · see citing works
The disciplinary power of predictive algorithms: a Foucauldian perspective
de Laat, P. B. (2019) · Ethics and Information Technology · doi:10.1007/s10676-019-09509-y · Cited by 38 · see citing works
The rise of the surveillance school
Taylor, E. (2015) · Routledge eBooks · doi:10.4324/9780203814949.ch3_1_e · Cited by 33 · see citing works
Guest Editorial: Precision Education - A New Challenge for AI in Education
Yang, S. J. H. (2021) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 30 · see citing works
The Routledge Handbook of Digital Consumption
Belk, R. W., & Llamas, R. (2022) · Routledge eBooks · doi:10.4324/9781003317524 · Cited by 28 · see citing works
Ceyhan, A. (2015) · Routledge eBooks · doi:10.4324/9780203814949.ch1_1_c · Cited by 26 · see citing works
What Is a Smart Classroom? a Literature Review
Zhang, Y., Li, X., Zhu, L., Dong, X., & Hao, Q. (2019) · Perspectives on rethinking and reforming education · doi:10.1007/978-981-13-9439-3_2 · Cited by 23 · see citing works
Faculty and online education as a mechanism of power
Peach, H. G., & Bieber, J. P. (2015) · Distance Education · doi:10.1080/01587919.2015.1019971 · Cited by 19 · see citing works
Post-panoptic accountability: making data visible through ‘data walls’ for schooling improvement
Charteris, J. (2022) · British Journal of Sociology of Education · doi:10.1080/01425692.2021.2018651 · Cited by 14 · see citing works
Surveillance and participation on Web 2.0
Bruno, F. G. (2015) · Routledge eBooks · doi:10.4324/9780203814949.ch3_5_b · Cited by 14 · see citing works
Online Surveillance and Education for Digital Competence
Samuelsson, L., & Lindström, N. (2022) · Athens Journal of Education · doi:10.30958/aje.9-4-1 · Cited by 12 · see citing works
The datafication of discipline
Manolev, J., Sullivan, A. M., & Slee, R. (2020) · Routledge eBooks · doi:10.4324/9780429341359-4 · Cited by 12 · see citing works
Andreasson, I., & Dovemark, M. (2013) · European Educational Research Journal · doi:10.2304/eerj.2013.12.4.480 · Cited by 11 · see citing works
Differential rights consciousness: Teachers’ perceptions of privacy in the surveillance school
Birnhack, M., & Perry‐Hazan, L. (2021) · Teaching and Teacher Education · doi:10.1016/j.tate.2021.103302 · Cited by 9 · see citing works
Surveillance and Panopticism in the Digital Age
Bashir, M. (2021) · Qlantic Journal of Social Sciences and Humanities · doi:10.55737/qjssh.779670819 · Cited by 4 · see citing works
Adorjan, M., & Ricciardelli, R. (2023) · Canadian Review of Sociology/Revue canadienne de sociologie · doi:10.1111/cars.12441 · Cited by 4 · see citing works
The Decay of Time in Research and Teaching
Thomas, M. K. E., Black, R., & Whitburn, B. (2024) · Springer eBooks · doi:10.1007/978-981-97-3418-4_9 · Cited by 3 · see citing works
Self-citationFoucauldian Discourse Analysis and Early Childhood Education
Gunn, A. C. (2019) · Oxford University Press eBooks · doi:10.1093/acrefore/9780190264093.013.333 · Cited by 3 · see citing works
The Power of Digital Integration
He, G. (., Li, E. P. H., & Husain, M. M. (2022) · Routledge eBooks · doi:10.4324/9781003317524-42 · Cited by 1 · see citing works
Flagged first, then by citations
1 of the 58 references couldn’t be matched to a known paper.
Research works printed but not linked: 4
- Milton Park, Abingdon, Oxon, UK: Routledge.
- Biesta, G., and L. Stenhouse. 2020. "Digital First or Education First? Why we Shouldn't Let a Virus Undermine Our Educational Artistry. " Journal of Curriculum and Supervision, 4 (1): 43-51.
- Gutting, G. 2005. Foucault: A Very Short Introduction. Vol. 122. Oxford, UK: Oxford University Press.
- Milton Park, Abingdon, Oxon, UK: Routledge.
Cited by
Sorted by citations
Hamdanah, H., Mardia, M., & Rusydi, M. (2025) · International Journal of Learning Teaching and Educational Research · doi:10.26803/ijlter.24.8.46 · Cited by 42 · see citing works
Kim, H., & Yu, E.-J. (2026) · Journal of Computer Assisted Learning · doi:10.1002/jcal.70281 · Cited by 3 · see citing works
Toward a sociology of education and artificial intelligence
Shi, L. P., Selwyn, N., Eynon, R., & Knox, J. (2026) · British Journal of Sociology of Education · doi:10.1080/01425692.2026.2686013 · Cited by 3 · see citing works
Radeljić, B. (2025) · Global Society · doi:10.1080/13600826.2025.2592708 · Cited by 2 · see citing works
Xia, W., & Wei, W. (2026) · Innovations in Education and Teaching International · doi:10.1080/14703297.2026.2655907 · Cited by 2 · see citing works
Idowu, D. L. (2026) · Journal of Contemporary African Studies · doi:10.1080/02589001.2026.2671202 · Cited by 2 · see citing works
Aboderin, O. S., & Pietersen, D. (2026) · Journal of Education · doi:10.17159/2520-9868/i105a03 · Cited by 2 · see citing works
Song, Y., & Yaacob, H. (2025) · International Journal of Literature and Arts Studies · doi:10.71222/bg59xy82 · Cited by 1 · see citing works
Reconstructing GenAI in education: a social systems theory approach
Brezovec, E., Ježovita, J., Watson, S., & Balabanić, I. (2026) · British Journal of Sociology of Education · doi:10.1080/01425692.2026.2642913 · Cited by 1 · see citing works
Making students visible: Transparency and the politics of digital assessment
Briffa, H. (2026) · Politics · doi:10.1177/02633957261439790 · Cited by 1 · see citing works
GİRAY, L., CANER, H. N., & AMOOZEGAR, A. (2026) · Journal of Narrative and Language Studies · doi:10.59045/nalans.2026.109
Hutomo, A. P., Rahmanto, A. N., & Sudarmo, S. (2025) · COMMICAST · doi:10.12928/commicast.v6i2.13673
Reframing human–AI relations in Japanese robot anime: a sociopolitical and thematic analysis
Li, Z. (2025) · Digital Scholarship in the Humanities · doi:10.1093/llc/fqaf136
Li, L., & Wang, Z. (2026) · AI and Ethics · doi:10.1007/s43681-025-00957-5
Li, K. (2026) · British Journal of Sociology of Education · doi:10.1080/01425692.2026.2618474
Zhang, D., Zhang, M., Zeng, Y., Guo, Y., & Li, B. (2025) · International Conference on Educational Technology (ICET) · doi:10.1109/icet67421.2025.11380710
Abdy, I., Suastra, W., Atmaja, A. W. T., & Tika, I. N. (2025) · Paradigma Jurnal Filsafat Sains Teknologi dan Sosial Budaya · doi:10.33503/paradigma.v31i2.2774
Postphenomenological analysis of the relations between generative AI and education
Meishar‐Tal, H., & Minyar-Beloruchev, K. (2026) · Educational Philosophy and Theory · doi:10.1080/00131857.2026.2709654
Radeljić, B. (2026) · The journal of social encounters. · doi:10.69755/2995-2212.1432
Yu, S., & Wang, C. (2026) · British Journal of Sociology of Education · doi:10.1080/01425692.2026.2731407
Singh, M. (2026) · Frontiers in Education · doi:10.3389/feduc.2026.1942897
Rebuilding a Culture of Trust in Teaching and Learning in an Era of Generative Distrust
Bryant, P. (2026) · Ubiquity Proceedings · doi:10.5334/uproc.225
Artificial intelligence, Algorithmic Power and the Transformation of Democracy
Sunar, O. (2026) · Journal of Gurubaba · doi:10.3126/jg.v8i1.101207
Zhang, J. (2026) · Innovation The European Journal of Social Science Research · doi:10.1080/13511610.2026.2743771
Disciplining the Social: A Foucauldian Analysis of Civil Society
Iftikhar, T. (2026) · Journal of Education & Social Sciences · doi:10.20547/jess1412614105
- Authors
- Dai, R., Thomas, M. K. E., & Rawolle, S.
- Affiliations
- Deakin University (AU)
- Corresponding author
- Dai, Ruixun
- Venue
- British Journal of Sociology of Education
- Publisher
- Informa UK Limited
- Published
- 2025-05-09
- Volume
- 46
- Issue
- 5
- Pages
- 650-668
- ISSN
- 0142-5692 (ISSN-L)
- 1465-3346
- OpenAlex
- W4410224644
- Cited by
- 17
- References
- 58
- Citations by year
- 2026: 14 · 2025: 3
- FWCI
- 17.82
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- British Journal of Sociology of Education (publishedVersion, cc-by-nc-nd)
- Figshare (submittedVersion, cc-by-nc-nd)
- Topics
- Physical Sciences › Computer Science › Information Systems › Digital Education and Society
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Sociology and Political Science › Foucault, Power, and Ethics
- Keywords
- AI monitoring, panopticon, Michel Foucault, disciplinary power, normalization, algorithmic control, student independence, privacy, human-AI collaboration, educational standards, power in education
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