Beyond the Chatbot: Conceptualizing Prompt Literacy as a Core Dimension of AI Literacy in EFL Writing Pedagogy

Authors

  • Jusak Patty Pattimura University, Indonesia

DOI:

https://doi.org/10.59653/jemls.v4i01.2125

Keywords:

prompt literacy, AI literacy, EFL writing pedagogy, generative AI, language proficiency

Abstract

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

Download data is not yet available.

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

2026-01-22

How to Cite

Patty, J. (2026). Beyond the Chatbot: Conceptualizing Prompt Literacy as a Core Dimension of AI Literacy in EFL Writing Pedagogy. Journal of Education Method and Learning Strategy, 4(01), 60–79. https://doi.org/10.59653/jemls.v4i01.2125