Transforming language teacher education in the Global South
Assessing artificial intelligence readiness in CELTA programs
DOI:
https://doi.org/10.32674/jnytvp10Keywords:
Artificial Intelligence, CELTA, AI Literacy, Ethical awareness, pedagogical adaptability, Global South teacher education , generative AI readinessAbstract
Generative artificial intelligence is reshaping language education, yet teacher training in many Global South countries remains uneven, and evidence on CELTA teacher readiness remains limited. This study examined the readiness of CELTA-certified English language educators in Saudi Arabia, Turkey, Pakistan, and Uzbekistan to use generative AI via a convergent mixed-method design. Data were collected from 120 teachers through task-based performance assessments guided by the artificial intelligence assessment scale, semi-structured interviews, and digital teaching logs. The results show strong functional AI literacy and pedagogical adaptability, alongside weaker ethical awareness related to data privacy, algorithmic bias, and responsible use. Differences across countries were more strongly associated with institutional support, infrastructure, and policy alignment than with teaching experience. The findings support the embedding of AI literacy and ethics into CELTA-oriented preparation to promote equitable, context-responsive teacher education.
References
Alghamdi, A. A. (2022). Digital transformation within the Saudi education system: 2020 and beyond. The Educational Review, 6(8), 419–425. https://www.hillpublisher.com/ArticleDetails/1059
Ayanwale, M. A., Idowu, K. O., Adelana, O. P., Shosanya, S. O., Falebita, O. S., & Adewale, K. A. (2025). Quantifying teachers' readiness for artificial intelligence adoption in education: A mathematical modeling perspective. Scientific Reports, 15(1), Article 26043. https://doi.org/10.1038/s41598-025-08018-x DOI: https://doi.org/10.1038/s41598-025-08018-x
Bannister, P., Alcalde Peñalver, E., & Santamaría Urbieta, A. (2024). International students and generative artificial intelligence: A cross-cultural exploration of HE academic integrity policy. Journal of International Students, 14(3), 149–170. https://doi.org/10.32674/jis.v14i3.6277 DOI: https://doi.org/10.32674/jis.v14i3.6277
Bender, E. M., Gebru, T., McMillan-Major, A., & Mitchell, 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). Association for Computing Machinery. https://doi.org/10.1145/3442188.3445922 DOI: https://doi.org/10.1145/3442188.3445922
Bhaskar, R. (2008). A realist theory of science (2nd ed.). Routledge.
Bond, M., Khosravi, H., De Laat, M., Bergdahl, N., Negre-Etayo, A., Kyza, E., & Siemens, G. (2024). A meta-systematic review of artificial intelligence in higher education: A call for increased ethics, collaboration, and rigor. International Journal of Educational Technology in Higher Education, 21(1), Article 4. https://doi.org/10.1186/s41239-023-00436-z DOI: https://doi.org/10.1186/s41239-023-00436-z
Brunner, L. R., & Tao, W. W. (2023). Artificial intelligence and automation in the migration governance of international students: An accidental ethnography. Journal of International Students, 14(4), 269–288. https://doi.org/10.32674/jis.v14i4.5762 DOI: https://doi.org/10.32674/jis.v14i4.5762
Cambridge University Press and Assessment. (2024). CELTA preparation modules. Cambridge English. https://pages.cambridgeenglish.org/teaching-english/teaching-qualifications/celta/preparation-modules/
Celtic English Academy. (2025). CELTA AI policy 2025. https://www.celticenglish.co.uk/wp-content/uploads/2025/07/celta-ai-policy-2025.pdf
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
Creswell, J. W., & Plano Clark, V. L. (2018). Designing and conducting mixed methods research (3rd ed.). SAGE Publications.
Cukurova, M., Kent, C., & Luckin, R. (2024). The interplay of learning, analytics, and artificial intelligence in education: A vision for hybrid intelligence. British Journal of Educational Technology, 55(4), 1531–1547. https://doi.org/10.1111/bjet.13443 DOI: https://doi.org/10.1111/bjet.13443
Deardorff, D. K. (2006). Identification and assessment of intercultural competence as a student outcome of internationalization. Journal of Studies in International Education, 10(3), 241–266. https://doi.org/10.1177/1028315306287002 DOI: https://doi.org/10.1177/1028315306287002
Fletcher, A. J. (2017). Applying critical realism in qualitative research: Methodology meets method. International Journal of Social Research Methodology, 20(2), 181–194. https://doi.org/10.1080/13645579.2016.1144401 DOI: https://doi.org/10.1080/13645579.2016.1144401
Gidiotis, I., & Hrastinski, S. (2024). Imagining the future of artificial intelligence in education: A review of social science fiction. Learning, Media and Technology. Advance online publication. https://doi.org/10.1080/17439884.2024.2365829 DOI: https://doi.org/10.1080/17439884.2024.2365829
Granström, M., & Oppi, P. (2025). Assessing teachers’ readiness and perceived usefulness of AI in education: An Estonian perspective. Frontiers in Education, 10, Article 1622240. https://doi.org/10.3389/feduc.2025.1622240 DOI: https://doi.org/10.3389/feduc.2025.1622240
Hazzan-Bishara, A., Kol, O., & Levy, S. (2025). The factors affecting teachers' adoption of AI technologies: Extending the technology acceptance model (TAM). Education and Information Technologies. Advance online publication. https://doi.org/10.1007/s10639-025-13393-z DOI: https://doi.org/10.1007/s10639-025-13393-z
Ittefaq, M., Zain, A., Arif, R., Ahmad, T., Khan, L., & Seo, H. (2025). Factors influencing international students’ adoption of generative artificial intelligence: The mediating role of perceived value and attitudes. Journal of International Students, 15(7), 127–156. https://doi.org/10.32674/fnwdpn48 DOI: https://doi.org/10.32674/fnwdpn48
Kırkgöz, Y., & Turhan, B. (2021). Views of Turkish EFL teacher trainees toward technology-integrated PBL practices. English Language Teaching Educational Journal, 4(1), 74–86. https://doi.org/10.12928/eltej.v4i1.3748 DOI: https://doi.org/10.12928/eltej.v4i1.3748
Lima, I. H. (2024, July 30). The future of language learning. Medium. https://medium.com/emerge-edtech-insights/the-future-of-language-learning-b358233cd55e
MarketsandMarkets. (2024). Generative AI market by offering (software, services), technology, end-use industry, and region—Global forecast to 2030. https://www.marketsandmarkets.com/Market-Reports/generative-ai-market-142870584.html
Migdadi, M. K., Oweidat, I. A., Alosta, M. R., Al Mugheed, K., Alabdullah, A. A. S., & Abdelaliem, S. M. F. (2024). The association of artificial intelligence ethical awareness, attitudes, anxiety, and intention to use artificial intelligence technology among nursing students. SAGE Open Nursing, 10, 1–14. https://doi.org/10.1177/20552076241301958 DOI: https://doi.org/10.1177/20552076241301958
Mordor Intelligence. (2025). AI in education market size, trends & growth | Industry analysis, 2030. https://www.mordorintelligence.com/industry-reports/ai-in-education-market
Nugraha, T. (2025, March 4). Why is AI adoption slower in the Global South, and how can it leap forward? Modern Diplomacy. https://moderndiplomacy.eu/2025/03/04/why-is-ai-adoption-slower-in-the-global-south-and-how-can-it-leap-forward/
O’Dowd, R. (Ed.). (2007). Online intercultural exchange. Multilingual Matters. https://doi.org/10.21832/9781847690104 DOI: https://doi.org/10.2307/jj.27710864
OECD. (2025a). The results from TALIS 2024: The state of teaching. OECD Publishing. https://doi.org/10.1787/90df6235-en DOI: https://doi.org/10.1787/90df6235-en
OECD. (2025b). Trends shaping education 2025. https://www.oecd.org/en/publications/2025/01/trends-shaping-education-2025_3069cbd2.html
Phan, T. N. L. (2023). Students' perceptions of the AI technology application in English writing classes. Proceedings of the AsiaCALL International Conference, 4, 45–62. DOI: https://doi.org/10.54855/paic.2344
https://asiacall.info/proceedings/index.php/articles/article/view/72
Pakistan Institute of Education. (2024). National Education Policy Development Framework (NEPDF) 2024. https://pie.gov.pk/SiteImage/Publication/NEPDF%202024%20%2817.12.2024%29.pdf
Perkins, M., Furze, L., Roe, J., & MacVaugh, J. (2024). The Artificial Intelligence Assessment Scale (AIAS): A framework for ethical integration of generative AI in educational assessment. Journal of University Teaching & Learning Practice, 21(6). https://doi.org/10.53761/q3azde36 DOI: https://doi.org/10.53761/q3azde36
Pineda, P., & Mishra, S. (2023). The semantics of diversity in higher education: Differences between the Global North and Global South. Higher Education, 85(4), 865–886. https://doi.org/10.1007/s10734-022-00870-4 DOI: https://doi.org/10.1007/s10734-022-00870-4
Prilop, C. N., Mah, D. K., Jacobsen, L. J., Hansen, R. R., Weber, K. E., & Hoya, F. (2025). Generative AI in teacher education: Educators’ perceptions of transformative potentials and the triadic nature of AI literacy explored through AI-enhanced methods. Computers and Education: Artificial Intelligence, 9, 100471. https://doi.org/10.1016/j.caeai.2025.100471 DOI: https://doi.org/10.1016/j.caeai.2025.100471
Purnama, M. R., Adnyana, I. P. I. K., Sogen, A. T. L., Indrawan, G., & Santosa, M. H. (2025). Teachers' readiness toward artificial intelligence in the School of North Bali. Journal Pedagogy, 12(1), 23–32. https://doi.org/10.33394/jp.v12i1.13707 DOI: https://doi.org/10.33394/jp.v12i1.13707
Shi, J., Liu, W., & Hu, K. (2025). Exploring how AI literacy and self-regulated learning relate to student writing performance and well-being in generative AI-supported higher education. Behavioral Sciences, 15(5), 705. https://doi.org/10.3390/bs15050705 DOI: https://doi.org/10.3390/bs15050705
Taheri, R., Nazemi, N., Pennington, S. E., Clark, J. A., & Dadgostari, F. (2025). Factors influencing educators’ AI adoption: A grounded meta-analysis review. Computers and Education: Artificial Intelligence, 7, Article 100464. https://doi.org/10.1016/j.caeai.2025.100464 DOI: https://doi.org/10.1016/j.caeai.2025.100464
Umarova, F., & Roziqova, I. (2025). Challenges of translating Uzbek cultural idioms into English. Journal of Modern Sciences and Innovations, 6(1), 1–10. https://inlibrary.uz/index.php/zdit/article/view/101739
UNESCO. (2024). AI competency framework for teachers. https://doi.org/10.54675/ZJTE2084 DOI: https://doi.org/10.54675/ZJTE2084
Wiese, L. J., Patil, I. D., Schiff, D. S., & Magana, A. J. (2025). AI ethics education: A systematic literature review. Computers and Education: Artificial Intelligence, 8, Article 100405. https://doi.org/10.1016/j.caeai.2025.100405 DOI: https://doi.org/10.1016/j.caeai.2025.100405
World Bank. (2025b). People-centered AI in education: Lessons from the Global South. https://blogs.worldbank.org/en/education/people-centered-ai-in-education--five-lessons-from-the-global-so
World Medical Association. (2024). WMA Declaration of Helsinki: Ethical principles for medical research involving human participants. https://www.wma.net/policies-post/wma-declaration-of-helsinki/
Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education—Where are the educators? International Journal of Educational Technology in Higher Education, 16(1), Article 39. https://doi.org/10.1186/s41239-019-0171-0 DOI: https://doi.org/10.1186/s41239-019-0171-0
Zhao, J., Li, S., & Zhang, J. (2025). Understanding teachers’ adoption of AI technologies: An influence framework based on innovation diffusion and TAM. Systems, 13(4), Article 302. https://doi.org/10.3390/systems13040302 DOI: https://doi.org/10.3390/systems13040302
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