Negotiating the machine

Teacher and student resistance to linguistically unequal AI in Moroccan multilingual education

Authors

  • Wyssal El Gourari Cadi Ayyad University
  • Rachid Ed-Dali Cadi Ayyad University

DOI:

https://doi.org/10.32674/0dyret54

Keywords:

teacher agency , student voice, educational artificial intelligence, multilingual education, resistance, Morocco

Abstract

Educational AI deployment in multilingual contexts often assumes passive adoption, yet little research examines how users respond to systems positioning languages unequally. This ethnographic study investigated teacher and student responses to AI systems treating French and Arabic differently in Moroccan secondary schools. Eighteen months of fieldwork across four schools included classroom observations (N=78), interviews (N=15), and student focus groups (N=60). Thematic analysis revealed three patterns: teachers developed systematic appropriation strategies in 67% of lessons (78% in Arabic-medium contexts), students recognized differential treatment (78%) and created tactical workarounds, and collective resistance emerged through professional networks and advocacy. Findings challenge technological determinism, demonstrating that user resistance constitutes professional expertise, revealing system inadequacies. Teacher and student adaptations specify requirements for equitable educational AI, offering essential design knowledge that vendors currently ignore.

Author Biographies

  • Wyssal El Gourari, Cadi Ayyad University

    Rachid Ed-Dali is a professor of Applied Linguistic Studies at Cadi Ayyad University, Faculty of Letters and Human Sciences, Marrakech. His academic profile is grounded in linguistics, applied English studies, discourse analysis, translation studies, sociolinguistics, and language education. He has published research on EFL education, translation, assistive technologies, tourism discourse, and AI-related language issues

  • Rachid Ed-Dali, Cadi Ayyad University

    Wyssal El Gourari is a Ph.D student at Cadi Ayyad University. Her research interests include EFL education, textbook analysis, sustainable development in language education, generative AI, and digital tourism discourse. She has co-authored academic work on topics such as the integration of Sustainable Development Goals into Moroccan EFL textbooks, history education and generative AI, and linguistic strategies in Marrakech’s online reviews and promotional texts. 

References

Baker, R. S., & Hawn, A. (2022). Algorithmic bias in education. International Journal of Artificial Intelligence in Education, 32(4), 1052–1092. https://doi.org/10.1007/s40593-021-00285-9

Benjamin, R. (2019). Race after technology: Abolitionist tools for the New Jim Code. Polity Press.

Biesta, G., & Tedder, M. (2007). Agency and learning in the life course: Towards an ecological perspective. Studies in the Education of Adults, 39(2), 132–149. https://doi.org/10.1080/02660830.2007.11661545

Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa

Carspecken, P. F. (1996). Critical ethnography in educational research: A theoretical and practical guide. Routledge.

Cook-Sather, A. (2006). Sound, presence, and power: "Student voice" in educational research and reform. Curriculum Inquiry, 36(4), 359–390. https://doi.org/10.1111/j.1467-873X.2006.00363.x

Creswell, J. W., & Plano Clark, V. L. (2018). Designing and conducting mixed methods research (3rd ed.). SAGE Publications.

de Certeau, M. (1984). The practice of everyday life. University of California Press.

DiSalvo, C., Clement, A., & Pipek, V. (2012). Participatory design for, with, and by communities. In J. Simonsen & T. Robertson (Eds.), Routledge international handbook of participatory design (pp. 182–209). Routledge.

Dweck, C. S. (2006). Mindset: The new psychology of success. Random House.

Emerson, R. M., Fretz, R. I., & Shaw, L. L. (2011). Writing ethnographic fieldnotes (2nd ed.). University of Chicago Press.

Ennaji, M. (2005). Multilingualism, cultural identity, and education in Morocco. Springer. https://doi.org/10.1007/1-4020-3513-2

Ertmer, P. A., & Ottenbreit-Leftwich, A. T. (2010). Teacher technology change: How knowledge, confidence, beliefs, and culture intersect. Journal of Research on Technology in Education, 42(3), 255–284. https://doi.org/10.1080/15391523.2010.10782551

Eubanks, V. (2018). Automating inequality: How high-tech tools profile, police, and punish the poor. St. Martin's Press.

García, O., & Wei, L. (2014). Translanguaging: Language, bilingualism and education. Palgrave Macmillan. https://doi.org/10.1057/9781137385765

Irani, L., Vertesi, J., Dourish, P., Philip, K., & Grinter, R. E. (2010). Postcolonial computing: A lens on design and development. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, 1311–1320. https://doi.org/10.1145/1753326.1753522

Landis, J. R., & Koch, G. G. (1977). The measurement of observer agreement for categorical data. Biometrics, 33(1), 159–174. https://doi.org/10.2307/2529310

Li, W. (2018). Translanguaging as a practical theory of language. Applied Linguistics, 39(1), 9–30. https://doi.org/10.1093/applin/amx039

Livingstone, S., Mascheroni, G., & Staksrud, E. (2017). European research on children's internet use: Assessing the past and anticipating the future. New Media & Society, 20(3), 1103–1122. https://doi.org/10.1177/1461444816685930

Mingers, J. (2004). Realizing information systems: Critical realism as an underpinning philosophy for information systems. Information and Organization, 14(2), 87–103. https://doi.org/10.1016/j.infoandorg.2003.06.001

Ministry of Industry, Trade, and Digital Economy. (2020). Morocco Digital 2030 strategy. Kingdom of Morocco. https://www.mmsp.gov.ma

Muller, M. J., & Druin, A. (2012). Participatory design: The third space in HCI. In J. A. Jacko (Ed.), The human-computer interaction handbook: Fundamentals, evolving technologies, and emerging applications (3rd ed., pp. 1125–1153). CRC Press.

Muhammad, M., Wallerstein, N., Sussman, A. L., Avila, M., Belone, L., & Duran, B. (2015). Reflections on researcher identity and power: The impact of positionality on community-based participatory research (CBPR) processes and outcomes. Critical Sociology, 41(7–8), 1045–1063. https://doi.org/10.1177/0896920513516025

Noble, S. U. (2018). Algorithms of oppression: How search engines reinforce racism. NYU Press.

Palinkas, L. A., Horwitz, S. M., Green, C. A., Wisdom, J. P., Duan, N., & Hoagwood, K. (2015). Purposeful sampling for qualitative data collection and analysis in mixed-method implementation research. Administration and Policy in Mental Health and Mental Health Services Research, 42(5), 533–544. https://doi.org/10.1007/s10488-013-0528-y

Pangrazio, L. (2016). Reconceptualising critical digital literacy. Discourse: Studies in the Cultural Politics of Education, 37(2), 163–174. https://doi.org/10.1080/01596306.2014.942836

Patton, M. Q. (2015). Qualitative research & evaluation methods: Integrating theory and practice (4th ed.). SAGE Publications.

Penuel, W. R., Roschelle, J., & Shechtman, N. (2007). Designing formative assessment software with teachers: An analysis of the co-design process. Research and Practice in Technology Enhanced Learning, 2(1), 51–74. https://doi.org/10.1142/S1793206807000300

Priestley, M., Biesta, G. J. J., & Robinson, S. (2015). Teacher agency: An ecological approach. Bloomsbury Academic.

QSR International. (2023). NVivo (Release 14) [Computer software]. https://www.qsrinternational.com/nvivo-qualitative-data-analysis-software/home

R Core Team. (2023). R: A language and environment for statistical computing (Version 4.3.1) [Computer software]. R Foundation for Statistical Computing. https://www.R-project.org/

Saunders, B., Sim, J., Kingstone, T., Baker, S., Waterfield, J., Bartlam, B., Burroughs, H., & Jinks, C. (2018). Saturation in qualitative research: Exploring its conceptualization and operationalization. Quality & Quantity, 52(4), 1893–1907. https://doi.org/10.1007/s11135-017-0574-8

Scott, J. C. (1985). Weapons of the weak: Everyday forms of peasant resistance. Yale University Press.

Selwyn, N. (2016). Is technology good for education? Polity Press.

Selwyn, N. (2021). Ed-tech within limits: Anticipating educational technology in times of environmental crisis. E-Learning and Digital Media, 18(5), 496–510. https://doi.org/10.1177/20427530211022951

Tracy, S. J. (2010). Qualitative quality: Eight "big-tent" criteria for excellent qualitative research. Qualitative Inquiry, 16(10), 837–851. https://doi.org/10.1177/1077800410383121

van Dijk, T. A. (2015). Critical discourse analysis. In D. Tannen, H. E. Hamilton, & D. Schiffrin (Eds.), The handbook of discourse analysis (2nd ed., pp. 466–485). John Wiley & Sons.

Warschauer, M. (2004). Technology and social inclusion: Rethinking the digital divide. MIT Press.

Williamson, B. (2017). Big data in education: The digital future of learning, policy and practice. SAGE Publications.

Additional Files

Published

2026-06-16

Issue

Section

STEM Education (regular)

How to Cite

El Gourari, W., & Ed-Dali, R. (2026). Negotiating the machine: Teacher and student resistance to linguistically unequal AI in Moroccan multilingual education. American Journal of STEM Education, 24, 129-156. https://doi.org/10.32674/0dyret54