Students’ Perceptions of an AI-Based English e-Module for Digital Content Creation: An Explanatory Sequential Mixed-Methods Study
DOI:
https://doi.org/10.33394/jollt.v14i1.17752Keywords:
AI-based E-module, Artificial Intellgence, Digital Content Creation, Digital Literacy, English InstructionAbstract
The integration of AI in EFL is increasingly vital to meet the demands of digital content creation, where English serves as a global medium for audience engagement. This study aims to investigate how students view the usefulness of an AI-based English e-module in improving their abilities and involvement in the production of digital content. An explanatory sequential mixed-method was used in this study. The data were gathered from 44 students of communication science study program at Universitas Ahmad Dahlan. Quantitative data were collected via a structured questionnaire grounded in the Technology Acceptance Model (TAM) and qualitative data were gathered through structured interviews with six purposively chosen participants. The quantitative data were analyzed using descriptive statistics, while qualitative data were analyzed using thematic analyses. Results revealed strong positive perceptions: the AI feature usefulness item recorded M = 3.98, the comparative effectiveness over conventional methods item yielded M = 3.89, and overall satisfaction achieved M = 3.91. Thematic analysis confirmed the value of real-time chatbot feedback and automated corrections in enhancing scriptwriting and confidence, though device incompatibilities and navigation issues emerged as barriers. These results suggest that in order to acquire real digital communication abilities, educators should incorporate AI-driven e-modules into task-based EFL curricula. Additionally, system design should give priority to multilingual support and cross-device optimization in order to guarantee equitable access.
References
Anggraini, M. P., Anugerahwati, M., Sari, R. N., Miranty, D., Kurniasih, & Iswahyuni. (2022). The ICT use of informal digital learning in enhancing EFL university. Computer Assisted Language Learning Electronic Journal, 23(3), 94–114. https://callej.org/index.php/journal/article/view/414
Ariantini, K. P., Suwastini, N. K. A., Adnyani, N. L. P. S., Dantes, G. R., & Jayantini, I. G. A. S. R. (2021). Integrating social media into English language learning: How and to what benefits according to recent studies. NOBEL: Journal of Literature and Language Teaching, 12(1), 91–111. https://doi.org/10.15642/nobel.2021.12.1.91-111
Arifatin, F. W., & Setyaningrum, R. R. (2024). Students’ perception on the use of AI in English language learning. TELL-US Journal, 10(2), 474–487.
Braun, V., & Clarke, V. (2022). Conceptual and design thinking for thematic analysis. Qualitative Psychology, 9(1), 3–26.
Cresswell, J. W., & Clark, V. L. P. (2017). Designing and conducting mixed methods research (3rd ed.). SAGE Publications.
Creswell, J. W., & Clark, V. L. P. (2017). Designing and conducting mixed methods research. SAGE Publications. https://books.google.co.id/books?id=-LvwjwEACAAJ
Creswell, J. W., & Inoue, M. (2025). A process for conducting mixed methods data analysis. Journal of General and Family Medicine, 26(1), 4–11. https://doi.org/10.1002/jgf2.736
Crompton, H., Edmett, A., Ichaporia, N., & Burke, D. (2024). AI and English language teaching: Affordances and challenges. British Journal of Educational Technology, 55(6), 2503–2529. https://doi.org/10.1111/bjet.13460
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
Delita, F., Berutu, N., & Nofrion. (2022). Online learning: The effects of using e-modules on self-efficacy, motivation and learning outcomes. Turkish Online Journal of Distance Education, 23(4), 0–3. https://doi.org/10.17718/tojde.1182760
Ganeesh, G., & Rani, M. M. A. (2025). Role of artificial intelligence in English language teaching. International Journal of Research Publication and Reviews, 6(1), 3149–3156.
Gerson, K., & Damaske, S. (2021). The science and art of interviewing. Oxford University Press. https://books.google.co.id/books?id=qtUBEAAAQBAJ
Hollebeek, L. D., Anselmsson, J., Adomaviciute-Sakalauske, K., Krumm, K., Jansson, J., Wait, M., Ooi, B., Riivits-Arkonsuo, I., & Lubbe, I. (2024). Online content creators’ and viewers’ interdependent journeys. Services Marketing Quarterly, 45(3), 296–318. https://doi.org/10.1080/15332969.2024.2364128
Huang, X., Zou, D., Cheng, G., Chen, X., & Xie, H. (2023). Trends, research issues and applications of artificial intelligence in language education. Educational Technology and Society, 26(1), 112–131. https://www.jstor.org/stable/48707971
Keumalasari, B., Iqbal, M., Aulia, F., & Fahlevi Pranata, A. (2024). Students’ perception of artificial intelligence (AI) as English learning tools at MTsN 4 North Aceh. International Journal of Educational Evaluation and Policy Analysis, 4, 54–66.
Krismanto, W., Setyosari, P., Kuswandi, D., & Praherdhiono, H. (2022). Social media-based professional learning: What are teachers doing in it? Qualitative Research in Education, 11(1), 89–116. https://doi.org/10.17583/qre.9698
Liu, Y., Saleh, S., & Huang, J. (2021). Artificial intelligence in promoting teaching and learning transformation in schools. International Journal of Innovation, Creativity and Change, 15(3), 891–902. https://doi.org/10.53333/ijicc2013/15369
Liu, Y., Saleh, S., & Huang, J. (2024). Exploring AI-mediated informal digital learning of English (AI-IDLE): a mixed-method investigation of Chinese EFL learners’ AI adoption and experiences. Computer Assisted Language Learning, 38(7), 1632–1660. https://doi.org/10.1080/09588221.2024.2310288
Ly, P., Bani, M., Hariana, V., & Meok, P. (2024). Development of e-modules for elementary students. Pegem Journal of Education and Instruction, 14(3), 300–310.
Mahapatra, S. P., & Pradhan, J. (2022). The role of English as a global language. Journal of Nonlinear Analysis and Optimization, 13(2).
Mahmud, M. M., Wong, S. F., A’seri, M. S. M., Ahmad, R., Yaacob, Y., Qazi, A., Mustamam, N. I., & Nagasundram, U. (2025). Exploring academic perceptions and challenges in AI integration in higher education. Proceedings of the 2024 the 16th International Conference on Education Technology and Computers 2024, 167–172. https://doi.org/10.1145/3702163.3702410
Moulieswaran, N., & Kumar, P. N. S. (2023). Investigating ESL learners’ perception and problem towards artificial intelligence (AI) -assisted English language learning and teaching. World Journal of English Language, 13(5), 290–298. https://doi.org/10.5430/wjel.v13n5p290
Nazaretsky, T., Ariely, M., Cukurova, M., & Alexandron, G. (2022). Teachers’ trust in AI-powered educational technology and a professional development program to improve it. British Journal of Educational Technology, 53(4), 914–931. https://doi.org/10.1111/bjet.13232
Noori, A. Q., Orfan, S. N., Akramy, S. A., & Hashemi, A. (2022). The use of social media in EFL learning and teaching in higher education of Afghanistan. Cogent Social Sciences, 8(1). https://doi.org/10.1080/23311886.2022.2027613
Nuraini, N. L. S., Cholifah, P. S., Putra, A. P., Surahman, E., Gunawan, I., Dewantoro, D. A., & Prastiawan, A. (2020). Social media in the classroom: A literature review. 501, 264–269. https://doi.org/10.2991/assehr.k.201204.050
Pratama, M. P., Sampelelo, R., & Lura, H. (2023). Revolutionizing education: Harnessing the power of artificial intelligence for personalized learning. Klasikal: Journal of Education, Language Teaching and Science, 5(2), 350–357.
Rika, R., Saragih, A. T., Haswani, F., & Erlita, Y. (2024). Developing project based e-module for contextual written language skills course at English language education study program. https://doi.org/10.4108/eai.24-10-2023.2342037
Shaikh, S., Yayilgan, S. Y., Klimova, B., & Pikhart, M. (2023). Assessing the usability of ChatGPT for formal English language learning. European Journal of Investigation in Health, Psychology and Education, 13(9), 1937–1960. https://doi.org/10.3390/ejihpe13090140
Subari, S. (2022). Developing e-module for english language teaching (R&D study at tenth grade students of SMAN 1 Donggo). Internatioanl Journal of Multicultural and Multireligious Understanding, 9(1), 102–117.
Venkatesh, V., Morris, M. G., Davis, G. B., & Davis, F. D. (2003). User acceptance of information technology: Toward a unified view. MIS Quarterly, 27(3), 425–478. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3375136
Villanti, A. C., Johnson, A. L., Ilakkuvan, V., Jacobs, M. A., Graham, A. L., & Rath, J. M. (2017). Social media use and access to digital technology in US young adults in 2016. Journal of Medical Internet Research, 19(6). https://doi.org/10.2196/jmir.7303
Wei, Z. (2024). Navigating digital learning landscapes: Unveiling the interplay between learning behaviors, digital literacy, and educational uutcomes. Journal of the Knowledge Economy, 15(3), 10516–10546. https://doi.org/10.1007/s13132-023-01522-3
Yuli Rohmiyati. (2025). Enhancing English language learning through artificial intelligence: Opportunities, challenges and the future. DIAJAR: Jurnal Pendidikan Dan Pembelajaran, 4(1), 8–16. https://doi.org/10.54259/diajar.v4i1.3344
Zaim, M., Arsyad, S., Waluyo, B., Ardi, H., Al Hafizh, M., Zakiyah, M., Syafitri, W., Nusi, A., & Hardiah, M. (2024). AI-powered EFL pedagogy: Integrating generative AI into university teaching preparation through UTAUT and activity theory. Computers and Education: Artificial Intelligence, 7(August), 100335. https://doi.org/10.1016/j.caeai.2024.100335
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). https://doi.org/10.1186/s41239-019-0171-0
Zhang, S. (2024). Artificial intelligence in higher education: Opportunities, challenges, and future prospects. Creativity and Innovation, 8(6), 55–62. https://doi.org/10.47297/wspciwsp2516-252710.20240806
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