Beyond comprehension

Assessing Moroccan CPGE first-year students’ readiness for AI-era critical literacy demands

Authors

  • Zakaria El Hajji Chouaib Doukkali University
  • Nadia Hellalet Chouaib Doukkali University

DOI:

https://doi.org/10.32674/enffa425

Keywords:

AI literacy, ChatGPT, critical evaluation, diagnostic assessment, EFL learners, generative AI, Morocco, metacognition

Abstract

The rapid proliferation of generative artificial intelligence in educational contexts has transformed how students encounter academic content, yet a fundamental question remains underexamined: Do English as a Foreign Language (EFL) learners possess the critical literacy competencies needed to evaluate AI-generated texts? This study investigated whether students in Morocco’s Classes Préparatoires aux Grandes Écoles (CPGE)—one of the nation’s most academically selective post-secondary programs—demonstrate readiness for AI-era literacy demands. We developed a diagnostic assessment instrument, the Critical Reading Diagnostic Assessment (CRDA), designed to mirror common characteristics of AI-generated academic content: a confident, authoritative tone, a logical structure with subtle gaps, claims requiring verification, and culturally embedded assumptions. Thirty first-year CPGE students (M age = 18.6 years) evaluated argumentative passages across five critical dimensions: argument identification, evidence evaluation, assumption recognition, multi-source synthesis, and source criticism. Metacognitive self-assessment data were also collected. Results revealed systematic evaluation failures across all dimensions, with mean accuracy rates of only 18–39% and large effect sizes confirming substantial deficits (d = 1.11–2.25). Metacognitive analysis showed that students overestimated their abilities by 11–38 percentage points across all dimensions, indicating profound self-assessment inaccuracies. 

References

Alter, A. L., & Oppenheimer, D. M. (2009). Uniting the tribes of fluency to form a metacognitive nation. Personality and Social Psychology Review, 13(3), 219–235. https://doi.org/10.1177/1088868309341564 DOI: https://doi.org/10.1177/1088868309341564

Alwadai, M. (2014). Islamic teachers’ perceptions of improving critical thinking skills in Saudi Arabian elementary schools [Doctoral dissertation, Southern Illinois University Carbondale]. OpenSIUC. http://opensiuc.lib.siu.edu/dissertations/882 DOI: https://doi.org/10.5539/jel.v3n4p37

Amrous, N., & Nejmaoui, N. (2016). A developmental approach to the use of critical thinking skills in writing: The case of Moroccan EFL university students. In Arab World English Journal: ASELS Annual Conference Proceedings (pp. 142–156). AWEJ. DOI: https://doi.org/10.2139/ssrn.2895546

Atkinson, D. (1997). A critical approach to critical thinking in TESOL. TESOL Quarterly, 31(1), 71–94. https://doi.org/10.2307/3587975 DOI: https://doi.org/10.2307/3587975

Bender, E. M., Gebru, T., McMillan-Major, A., & Shmitchell, S. (2021). On the dangers of stochastic parrots: Can language models be too big? In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency (pp. 610–623). ACM. https://doi.org/10.1145/3442188.3445922 DOI: https://doi.org/10.1145/3442188.3445922

Buselic, V. (2023). Teaching information literacy and critical thinking skills in ChatGPT time. In 2023 International Conference on Computing, Networking, Telecommunications & Engineering Sciences Applications (CoNTESA) (pp. 14–20). IEEE. https://doi.org/10.1109/CoNTESA61248.2023.10384921 DOI: https://doi.org/10.1109/CoNTESA61248.2023.10384921

Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.

Conseil Supérieur de l'Éducation, de la Formation et de la Recherche Scientifique. (2015). Vision stratégique de la réforme 2015–2030: Pour une école de l'équité, de la qualité et de la promotion. Royaume du Maroc. https://www.csefrs.ma/wp-content/uploads/2017/09/Vision_VF_Fr.pdf

Darvin, R. (2025). The need for critical digital literacies in generative AI-mediated L2 writing. Journal of Second Language Writing, 67, Article 101186. https://doi.org/10.1016/j.jslw.2025.101186 DOI: https://doi.org/10.1016/j.jslw.2025.101186

Grabe, W., & Stoller, F. L. (2020). Teaching and researching reading (3rd ed.). Routledge. DOI: https://doi.org/10.4324/9781315726274-2

Hellalet, N. (2021). Critical thinking in Moroccan university students' argumentative writing. Journal of Applied Language and Culture Studies, 4, 179–194.

Ji, Z., Lee, N., Frieske, R., Yu, T., Su, D., Xu, Y., Ishii, E., Bang, Y. J., Madotto, A., & Fung, P. (2023). Survey of hallucination in natural language generation. ACM Computing Surveys, 55(12), Article 248. https://doi.org/10.1145/3571730 DOI: https://doi.org/10.1145/3571730

Kruger, J., & Dunning, D. (1999). Unskilled and unaware of it: How difficulties in recognizing one’s own incompetence lead to inflated self-assessments. Journal of Personality and Social Psychology, 77(6), 1121–1134. https://doi.org/10.1037/0022-3514.77.6.1121 DOI: https://doi.org/10.1037/0022-3514.77.6.1121

Kurland, D. J. (2000). How the language really works: The fundamentals of critical reading and effective writing. CriticalReading.com. http://www.criticalreading.com/critical_reading.htm

Liu, F., & Stapleton, P. (2014). Counterargumentation and the cultivation of critical thinking in argumentative writing: Investigating washback from a high-stakes test. System, 45, 117–128. https://doi.org/10.1016/j.system.2014.05.005 DOI: https://doi.org/10.1016/j.system.2014.05.005

Manalo, E., & Sheppard, C. (2016). How might language affect critical thinking performance? Thinking Skills and Creativity, 21, 41–49. https://doi.org/10.1016/j.tsc.2016.05.005 DOI: https://doi.org/10.1016/j.tsc.2016.05.005

Melisa, R., Yenti, L., Nurwahyuningsih, & Sari, D. P. (2025). Critical thinking in the age of AI: A systematic review. Educational Process: International Journal, 14, Article 31. https://doi.org/10.22521/edupij.2025.14.31 DOI: https://doi.org/10.22521/edupij.2025.14.31

Paul, R., & Elder, L. (2006). Critical thinking: Tools for taking charge of your learning and your life (2nd ed.). Pearson Prentice Hall.

Pressley, M., & Afflerbach, P. (1995). Verbal protocols of reading: The nature of constructively responsive reading. Lawrence Erlbaum Associates. DOI: https://doi.org/10.2307/358808

Ray, P. P. (2023). ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope. Internet of Things and Cyber-Physical Systems, 3, 121–154. https://doi.org/10.1016/j.iotcps.2023.04.003 DOI: https://doi.org/10.1016/j.iotcps.2023.04.003

Sardi, J., Darmansyah, C., Candra, O., Yuliana, D. F., Habibullah, Yanto, D. T. P., & Eliza, F. (2025). How generative AI influences students' self-regulated learning and critical thinking skills? A systematic review. International Journal of Engineering Pedagogy, 15(1), 94–108. https://doi.org/10.3991/ijep.v15i1.53379 DOI: https://doi.org/10.3991/ijep.v15i1.53379

Thongsan, S., & Anderson, P. (2025). How AI supports critical reading in EFL classrooms. LEARN Journal: Language Education and Acquisition Research Network, 18(2), 795–820. https://files.eric.ed.gov/fulltext/EJ1479855.pdf DOI: https://doi.org/10.70730/KMKL8505

Wang, C., & Wang, Z. (2025). Investigating L2 writers' critical AI literacy in AI-assisted writing: An APSE model. Journal of Second Language Writing, 67, Article 101187. https://doi.org/10.1016/j.jslw.2025.101187 DOI: https://doi.org/10.1016/j.jslw.2025.101187

Wang, Y., Pan, Y., Yan, M., Su, Z., & Luan, T. H. (2023). A survey on ChatGPT: AI-generated contents, challenges, and solutions. IEEE Open Journal of the Computer Society, 4, 280–302. https://doi.org/10.1109/OJCS.2023.3300321 DOI: https://doi.org/10.1109/OJCS.2023.3300321

Xiao, F., Zhu, S., & Xin, W. (2025). Exploring the landscape of generative AI (ChatGPT)-powered writing instruction in English as a foreign language education: A scoping review. ECNU Review of Education. Advance online publication. https://doi.org/10.1177/20965311241310881 DOI: https://doi.org/10.1177/20965311241310881

Additional Files

Published

2026-10-30

Issue

Section

iHED (Internationalization of Higher Education)

How to Cite

El Hajji, Z., & Hellalet, N. (2026). Beyond comprehension: Assessing Moroccan CPGE first-year students’ readiness for AI-era critical literacy demands. Journal of Interdisciplinary Studies in Education, 15(8). https://doi.org/10.32674/enffa425