Beyond the Chatbot: Conceptualizing Prompt Literacy as a Core Dimension of AI Literacy in EFL Writing Pedagogy
DOI:
https://doi.org/10.59653/jemls.v4i01.2125Keywords:
prompt literacy, AI literacy, EFL writing pedagogy, generative AI, language proficiencyAbstract
Generative AI tools have introduced literacy demands in English as a Foreign Language (EFL) writing instruction that existing frameworks do not fully address. This narrative review synthesizes empirical and theoretical studies published between 2020 and 2025 to examine prompt literacy as a core dimension of AI literacy in EFL writing pedagogy. Drawing primarily on research from Asian EFL contexts, the review pursues three objectives: conceptualizing prompt literacy, examining the linguistic and cognitive challenges EFL learners encounter when formulating prompts, and identifying pedagogical approaches to integrate prompt literacy into writing instruction. Analysis across the reviewed literature indicates that effective prompting requires linguistic precision, rhetorical awareness, and metacognitive monitoring rather than technical procedures alone. Current AI literacy frameworks offer limited guidance on text-based interaction with generative systems. Language proficiency shapes prompting practices: lower-proficiency learners rely on generic requests, while higher-proficiency learners engage in strategic refinement. Cognitive load from simultaneous language formulation and AI interaction may constrain performance, though metacognitive support mitigates these effects. Four pedagogical dimensions emerge: systematic instructional frameworks, iterative interaction patterns, teacher professional development requirements, and assessment approaches addressing both processes and products. The review argues that prompt literacy functions as a foundational competency for effective AI-mediated composition in EFL contexts.
Downloads
References
Alzubi, A. A. F. (2024). Generative Artificial Intelligence in the EFL Writing Context: Students' Literacy in Perspective. Qubahan Academic Journal, 4(2), 59–69. https://doi.org/10.48161/qaj.v4n2a506
Aziz, A., Susanto, H. W., Irwandi, F., Trince, M., Setiawan, M., & Widyawati, W. (2025). ChatGPT Utilization in Academic Practices: Insights from English Language Education Students in the Digital Era. EDUTECH : Jurnal Inovasi Pendidikan Berbantuan Teknologi, 5(3), 587–594. https://doi.org/10.51878/edutech.v5i3.7118
Baethge, C., Goldbeck-Wood, S., & Mertens, S. (2019). SANRA—a scale for the quality assessment of narrative review articles. Research Integrity and Peer Review, 4(1), 5. https://doi.org/10.1186/s41073-019-0064-8
Bok, E., & Cho, Y. (2023). Examining Korean EFL College Students' Experiences and Perceptions of Using ChatGPT as a Writing Revision Tool. STEM Journal, 24(4), 15–27. https://doi.org/10.16875/stem.2023.24.4.15
Cain, W. (2024). Prompting Change: Exploring Prompt Engineering in Large Language Model AI and Its Potential to Transform Education. TechTrends, 68(1), 47–57. https://doi.org/10.1007/s11528-023-00896-0
Dillon, T. (2024). Korean University Students' Prompt Literacy Training with ChatGPT: Investigating Language Learning Strategies. English Teaching, 79(3), 123–157. https://doi.org/10.15858/engtea.79.3.202409.123
Dou, A., & Rim, K. (2025). Measuring Teachers' AI Literacy through ChatGPT Prompt Engineering. ATRAS Journal, 6(2), 64–75. https://doi.org/10.70091/Atras/vol06no02.4
Federiakin, D., Molerov, D., Zlatkin-Troitschanskaia, O., & Maur, A. (2024). Prompt engineering as a new 21st-century skill. Frontiers in Education, 9, 1366434. https://doi.org/10.3389/feduc.2024.1366434
Flavell, J. H. (1979). Metacognition and cognitive monitoring: A new area of cognitive–developmental inquiry. American Psychologist, 34(10), 906–911. https://doi.org/10.1037/0003-066X.34.10.906
Hwang, M., Jeens, R., & Lee, H.-K. (2025). Exploring Learner Prompting Behavior and Its Effect on ChatGPT-Assisted English Writing Revision. The Asia-Pacific Education Researcher, 34(3), 1157–1167. https://doi.org/10.1007/s40299-024-00930-6
Hwang, Y., Lee, J. H., & Shin, D. (2023). What is prompt literacy? An exploratory study of language learners' development of new literacy skills using generative AI (Version 1). arXiv. https://doi.org/10.48550/ARXIV.2311.05373
Jacobs, H. H., & Fisher, M. (2023). Prompt Literacy: A Key for AI-Based Learning. ASCD, 80(9). https://www.ascd.org/el/articles/prompt-literacy-a-key-for-ai-based-learning
Jmaiel, H. A., Abukhait, R. O., Mohamed, A. M., Shaaban, T. S., Al-khresheh, M. H., & AL-Qadri, A. H. (2025). The role of ChatGPT in enhancing EFL students' ESP writing skills: An experimental study of gender and major differences. Discover Education, 4(1), 240. https://doi.org/10.1007/s44217-025-00700-6
Kang, J., & Yi, Y. (2023). Beyond ChatGPT: Multimodal generative AI for L2 writers. Journal of Second Language Writing, 62, 101070. https://doi.org/10.1016/j.jslw.2023.101070
Kim, J., Yu, S., Detrick, R., & Li, N. (2025). Exploring students' perspectives on Generative AI-assisted academic writing. Education and Information Technologies, 30(1), 1265–1300. https://doi.org/10.1007/s10639-024-12878-7
Kim, J., Yu, S., Lee, S.-S., & Detrick, R. (2025). Students' prompt patterns and their effects in AI-assisted academic writing: Focusing on students' level of AI literacy. Journal of Research on Technology in Education, 1–18. https://doi.org/10.1080/15391523.2025.2456043
Knoth, N., Tolzin, A., Janson, A., & Leimeister, J. M. (2024). AI literacy and its implications for prompt engineering strategies. Computers and Education: Artificial Intelligence, 6, 100225. https://doi.org/10.1016/j.caeai.2024.100225
Lakhe Shrestha, B. L., Dahal, N., Hasan, Md. K., Paudel, S., & Kapar, H. (2025). Generative AI on professional development: A narrative inquiry using the TPACK framework. Frontiers in Education, 10, 1550773. https://doi.org/10.3389/feduc.2025.1550773
Law, L. (2024). Application of generative artificial intelligence (GenAI) in language teaching and learning: A scoping literature review. Computers and Education Open, 6, 100174. https://doi.org/10.1016/j.caeo.2024.100174
Li, J., Huang, J., Wu, W., & Whipple, P. B. (2024). Evaluating the role of ChatGPT in enhancing EFL writing assessments in classroom settings: A preliminary investigation. Humanities and Social Sciences Communications, 11(1), 1268. https://doi.org/10.1057/s41599-024-03755-2
Liu, W. (2025). Language teacher AI literacy: Insights from collaborations with ChatGPT. Journal of China Computer-Assisted Language Learning, 5(2), 287–316. https://doi.org/10.1515/jccall-2024-0030
Lo, C. K., Yu, P. L. H., Xu, S., Ng, D. T. K., & Jong, M. S. (2024). Exploring the application of ChatGPT in ESL/EFL education and related research issues: A systematic review of empirical studies. Smart Learning Environments, 11(1), 50. https://doi.org/10.1186/s40561-024-00342-5
Long, D., & Magerko, B. (2020). What is AI Literacy? Competencies and Design Considerations. Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, 1–16. https://doi.org/10.1145/3313831.3376727
Long, H. S. (2024). Exploring the Use of ChatGPT as a Tool for Written Corrective Feedback in an EFL Classroom. The Journal of AsiaTEFL, 21(2), 397–412. https://doi.org/10.18823/asiatefl.2024.21.2.8.397
Mahapatra, S. (2024). Impact of ChatGPT on ESL students' academic writing skills: A mixed-methods intervention study. Smart Learning Environments, 11(1), 9. https://doi.org/10.1186/s40561-024-00295-9
Marzuki, Widiati, U., Rusdin, D., Darwin, & Indrawati, I. (2023). The impact of AI writing tools on the content and organization of students' writing: EFL teachers' perspective. Cogent Education, 10(2), 2236469. https://doi.org/10.1080/2331186X.2023.2236469
Meniado, J. C., Huyen, D. T. T., Panyadilokpong, N., & Lertkomolwit, P. (2024). Using ChatGPT for second language writing: Experiences and perceptions of EFL learners in Thailand and Vietnam. Computers and Education: Artificial Intelligence, 7, 100313. https://doi.org/10.1016/j.caeai.2024.100313
Moorhouse, B. L., Wan, Y., Wu, C., Kohnke, L., Ho, T. Y., & Kwong, T. (2024). Developing language teachers' professional generative AI competence: An intervention study in an initial language teacher education course. System, 125, 103399. https://doi.org/10.1016/j.system.2024.103399
Ng, D. T. K., Leung, J. K. L., Chu, S. K. W., & Qiao, M. S. (2021). Conceptualizing AI literacy: An exploratory review. Computers and Education: Artificial Intelligence, 2, 100041. https://doi.org/10.1016/j.caeai.2021.100041
Ng, D. T. K., Wu, W., Leung, J. K. L., Chiu, T. K. F., & Chu, S. K. W. (2024). Design and validation of the AI literacy questionnaire: The affective, behavioural, cognitive and ethical approach. British Journal of Educational Technology, 55(3), 1082–1104. https://doi.org/10.1111/bjet.13411
Nuraini, E. G., Ansor, S., Safii, M., & Rahman, A. L. A. (2025). Prompting Behavior Generative AI by Postgraduate Students of the State University of Malang in Writing Scientific Articles. JIPI (Jurnal Ilmu Perpustakaan dan Informasi), 10(1), 83–98. https://doi.org/10.30829/jipi.v10i1.23934
Pawestri, P., & Pratolo, B. W. (2024). Artificial Intelligence (AI) for EFL Writing Skills: Systematic Literature Review. Ahmad Dahlan Journal of English Studies, 11(2). https://doi.org/10.26555/adjes.v11i2.1460
Pérez-Paredes, P., Curry, N., & Ordoñana-Guillamón, C. (2025). Critical AI literacy for applied linguistics and language education students. Journal of China Computer-Assisted Language Learning, 5(2), 175–214. https://doi.org/10.1515/jccall-2025-0005
Plaatjies, B., & Van Wyk, M. (2025). Prompt Literacy as an Enhancer of Students' Academic Writing in Higher Education Institutions: A Systematic Literature Review. Journal of Teaching and Learning, 19(4). https://doi.org/10.22329/jtl.v19i4.10017
Qian, Y. (2025). Prompt Engineering in Education: A Systematic Review of Approaches and Educational Applications. Journal of Educational Computing Research, 63(7–8), 1782–1818. https://doi.org/10.1177/07356331251365189
Seo, J.-Y. (2024). Exploring the Educational Potential of ChatGPT: AI-Assisted Narrative Writing for EFL College Students. Language Teaching Research Quarterly, 43, 1–21. https://doi.org/10.32038/ltrq.2024.43.01
Silalahi, R. M. (2025). Indonesian University Students' Perceptions of ChatGPT for English Essay Writing. Polyglot: Jurnal Ilmiah, 21(1), 1–35. https://doi.org/10.19166/pji.v21i1.8896
Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104, 333–339. https://doi.org/10.1016/j.jbusres.2019.07.039
Song, C., & Song, Y. (2023). Enhancing academic writing skills and motivation: Assessing the efficacy of ChatGPT in AI-assisted language learning for EFL students. Frontiers in Psychology, 14, 1260843. https://doi.org/10.3389/fpsyg.2023.1260843
Sukhera, J. (2022). Narrative Reviews: Flexible, Rigorous, and Practical. Journal of Graduate Medical Education, 14(4), 414–417. https://doi.org/10.4300/JGME-D-22-00480.1
Sweller, J. (1988). Cognitive Load During Problem Solving: Effects on Learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1207/s15516709cog1202_4
Teng, M. F. (2024). "ChatGPT is the companion, not enemies": EFL learners' perceptions and experiences in using ChatGPT for feedback in writing. Computers and Education: Artificial Intelligence, 7, 100270. https://doi.org/10.1016/j.caeai.2024.100270
Tour, E., & Zadorozhnyy, A. (2025). Conceptualizing and Operationalizing Prompt Literacy for English Language Learners. Journal of Adolescent & Adult Literacy, 69(3), e70020. https://doi.org/10.1002/jaal.70020
Tran, L. D. (2025). The Efficacy of a Translanguaging-Based Pedagogy in Reducing Speaking Anxiety and Improving Grammatical Accuracy in Students at a University in Vietnam. International Journal of Social Science and Human Research, 08(07). https://doi.org/10.47191/ijsshr/v8-i7-08
Wang, Y., Zhang, T., Yao, L., & Seedhouse, P. (2025). A scoping review of empirical studies on generative artificial intelligence in language education. Innovation in Language Learning and Teaching, 1–28. https://doi.org/10.1080/17501229.2025.2509759
Woo, D. J., Guo, K., & Susanto, H. (2025a). EFL secondary students' use of ChatGPT for writing task completion pathways. The Journal of Educational Research, 118(6), 596–609. https://doi.org/10.1080/00220671.2025.2510382
Woo, D. J., Guo, K., & Susanto, H. (2025b). Exploring EFL students' prompt engineering in human–AI story writing: An activity theory perspective. Interactive Learning Environments, 33(1), 863–882. https://doi.org/10.1080/10494820.2024.2361381
Woo, D. J., Wang, D., Guo, K., & Susanto, H. (2024). Teaching EFL students to write with ChatGPT: Students' motivation to learn, cognitive load, and satisfaction with the learning process. Education and Information Technologies, 29(18), 24963–24990. https://doi.org/10.1007/s10639-024-12819-4
Woo, D. J., Wang, D., Yung, T., & Guo, K. (2025). Effects of a Prompt Engineering Intervention on Undergraduate Students' Self‐efficacy, AI Knowledge, and Prompt Engineering Ability: A Mixed Methods Study. British Educational Research Journal, berj.70087. https://doi.org/10.1002/berj.70087
Xiao, Y., & Zhi, Y. (2023). An Exploratory Study of EFL Learners' Use of ChatGPT for Language Learning Tasks: Experience and Perceptions. Languages, 8(3), 212. https://doi.org/10.3390/languages8030212
Xiaoyu, W., Zainuddin, Z., & Hai Leng, C. (2025). Generative artificial intelligence in pedagogical practices: A systematic review of empirical studies (2022–2024). Cogent Education, 12(1), 2485499. https://doi.org/10.1080/2331186X.2025.2485499
Xu, X., Qiao, L., Cheng, N., Liu, H., & Zhao, W. (2025). Enhancing self‐regulated learning and learning experience in generative AI environments: The critical role of metacognitive support. British Journal of Educational Technology, 56(5), 1842–1863. https://doi.org/10.1111/bjet.13599
Yan, D., & Zhang, S. (2024). L2 writer engagement with automated written corrective feedback provided by ChatGPT: A mixed-method multiple case study. Humanities and Social Sciences Communications, 11(1), 1086. https://doi.org/10.1057/s41599-024-03543-y
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Jusak Patty

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-ShareAlike that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).














