ESP-based sociolinguistic exercises with AI integration for technical students
Abstract:
Purpose: This study aims to investigate the potential of integrating English for Specific Purposes (ESP) methodology with artificial intelligence (AI) technologies to enhance sociolinguistic competence among technical university students. Traditional ESP courses often prioritize linguistic aspects such as grammar and vocabulary, leaving pragmatic and context-sensitive communication underexplored.
Research Methodology: The research adopts a conceptual and descriptive design based on Hutchinson and Waters’ ESP framework and Canale and Swain’s communicative competence model. The study synthesizes recent empirical findings on AI-assisted language learning, particularly the use of chatbots, speech tools, and digital applications to strengthen sociolinguistic competence.
Results: Findings from prior studies indicate that AI integration significantly improves learner motivation, oral confidence, and engagement. AI-supported tools foster better pragmatic awareness, register and dialect practice, and create positive classroom climates. Additionally, AI enhances both teacher perspectives on digital integration and learners’ linguistic competence development.
Conclusions: The article proposes a methodological model of AI-assisted ESP sociolinguistic exercises. This integration is expected to enrich technical students’ communication skills by embedding sociolinguistic awareness into ESP instruction.
Limitations: The study is conceptual in nature and relies on secondary data. Future empirical testing in classroom settings is required to validate the proposed model.
Contribution: This research contributes a pedagogical framework that demonstrates how AI can complement ESP in fostering sociolinguistic competence, offering practical recommendations for technical higher education contexts.
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Adil, A., Sapar, S., & Jasman, J. (2023). The effect of job appraisal and job training on employee performance at PT. Bank Sulselbar Luwu. Journal of Multidisciplinary Academic Business Studies, 1(1), 71-82. doi:https://doi.org/10.35912/jomabs.v1i1.1816
Afriyani, N., Indrayani, I., Indrawan, M. G., Wibisono, C., & Ngaliman, N. (2023). The influence of training, discipline, and innovation on the performance of members of the Regional National Crafts Council (Dekranasda) in Tanjungpinang City: A quantitative study. Journal of Multidisciplinary Academic Business Studies, 1(1), 53-69. doi:https://doi.org/10.35912/jomabs.v1i1.1780
Aguilar, M. (2018). Integrating Intercultural Competence in ESP and EMI: From Theory to Practice. ESP Today, 6, 25-43. doi:http://dx.doi.org/10.18485/esptoday.2018.6.1.2
Arnó-Macià, E., Aguilar-Pérez, M., & Tatzl, D. (2020). Engineering students' perceptions of the role of ESP courses in internationalized universities. English for Specific Purposes, 58, 58-74. doi:https://doi.org/10.1016/j.esp.2019.12.001
Bui, H. P. (2022). Students' and teachers' perceptions of effective ESP teaching. Heliyon, 8(9), e10628. doi:https://doi.org/10.1016/j.heliyon.2022.e10628
Cahyaningrum, N. P., Prasetya, H., & Mustiawan, M. (2025). Storytelling Marketing Communication Dalam Membangun Engagement Pada Nano Influencer Tiktok @Tenscoffeeid. Jurnal Studi Ilmu Sosial dan Politik, 5(1), 101-117. doi:https://doi.org/10.35912/jasispol.v5i1.5004
Canale, M., & Swain, M. (1980). Theoretical bases of commuicative approaches to second language teaching and testing.
Derakhshan, A. (2025). EFL students’ perceptions about the role of generative artificial intelligence (GAI)-mediated instruction in their emotional engagement and goal orientation: A motivational climate theory (MCT) perspective in focus. Learning and Motivation. doi:https://doi.org/10.1016/j.lmot.2025.102114
Dou, A. Q., Chan, S. H., & Win, M. T. (2023). Changing visions in ESP development and teaching: Past, present, and future vistas. Front Psychol, 14, 1140659. doi:https://doi.org/10.3389/fpsyg.2023.1140659
Dudley-Evans, T., & St John, M. J. (1998). Developments in English for specific purposes: Cambridge university press.
El Zahraa, F. (2025). Leveraging Artificial Intelligence and Digital Technologies to Enhance Sociolinguistic Competence and Arabic Language Skills. Paper presented at the Proceeding of the International Conference on Religious Education and Cross-Cultural Understanding.
Fareh, S., Abu Guba, M. N., Hamadi, I., Awad, A., & Fareh, A. (2023). Assessing the pragmatic competence of Arab learners of English: The case of apology. Cogent Arts & Humanities, 10(1), 2230540. doi:https://doi.org/10.1080/23311983.2023.2230540
Firaldi, Y., Wibisono, C., Ngaliman, N., Indrayani, I., & Satriawan, B. (2023). The influence of leadership, discipline, and workload on employee performance through job satisfaction as an intervening variable in Regional Revenue Agency Riau Islands Province. Journal of Multidisciplinary Academic Business Studies, 1(1), 27-52. doi:https://doi.org/10.35912/jomabs.v1i1.1779
Gu, J., & Liu, Q. (2025). Enhancing Chinese EFL University Students’ self-regulated learning through AI chatbot intervention: Insights from achievement goal theory. Learning and Motivation, 92, 102191. doi:https://doi.org/10.1016/j.lmot.2025.102191
Hutchinson, T., & Waters, A. (1987). English for specific purposes: Cambridge university press.
Hymes, D. (1972). On communicative competence. sociolinguistics, 269293, 269-293.
Kelly-Holmes, H. (2025). Artificial intelligence and the future of our sociolinguistic work. doi:https://doi.org/10.34961/researchrepository-ul.27825894
Koç, F. ?., & Sava?, P. (2025). The use of artificially intelligent chatbots in English language learning: A systematic meta-synthesis study of articles published between 2010 and 2024. ReCALL, 37(1), 4-21. doi:https://doi.org/10.1017/S0958344024000168
Laba, I., Dewi, C., & Astawa, I. G. (2025). Evaluating AI Platforms for Tourism English: Insights into Sociolinguistic and Pragmatic Competence Development. doi:http://dx.doi.org/10.22034/ijscl.2025.2052822.3923
Lee, B., & R, C. (2024). Exploring the potential of AI for pragmatics instruction. Technology in Language Teaching & Learning, 6, 1-16. doi:http://dx.doi.org/10.29140/tltl.v6n3.1521
Lestari, S., Artisa, R. A., Nurliawati, N., & Maulana, R. R. (2025). Evaluation of the Affordable Food Program in Bandung City Using the CIPP Model. Jurnal Studi Ilmu Sosial dan Politik, 5(1), 85-100. doi:https://doi.org/10.35912/jasispol.v5i1.5197
Maahs, I.-M., DeCapua, A., & Triulzi, M. (2025). Digital technology and language learning: insights from teachers of adult migrant learners. ReCALL, 37(2), 283-297. doi:https://doi.org/10.1017/S0958344024000338
Mirzoyeva, L., Makhanova, Z., Ibrahim, M. K., & Snezhko, Z. (2024). Formation of auditory and speech competences in learning English based on neural network technologies: psycholinguistic aspect. Cogent Education, 11(1), 2404264. doi:https://doi.org/10.1080/2331186X.2024.2404264
Muliyanto, M., Indrayani, I., Satriawan, B., Ngaliman, N., & Catrayasa, I. W. (2023). The influence of competence, motivation, and work culture on employee performance through self-efficacy as an intervening variable for medical support employees Regional General Hospital Tanjungpinang City. Journal of Multidisciplinary Academic Business Studies, 1(1), 1-12. doi:https://doi.org/10.35912/jomabs.v1i1.1777
Prodanovska-Poposka, V. (2024). Intercultural Communicative Competence: Insights Into Sociolinguistic, Discourse And Strategic Proficiency Of Esp Students. HORIZONS A, 1, 46-55. doi:http://dx.doi.org/10.20544/HORIZONS.1.1.24.P05
Rugaiyah, R. (2023). The potential of artificial intelligence in improving linguistic competence: A systematic literature review. Arkus, 9(2), 319-324. doi:https://doi.org/10.37275/arkus.v9i2.313
S. Zulaiha, L. B., A. P. Ar-Rahma, and N. D. Addiyaullami. (2024). Leveraging ElevenLabs AI to enhance speaking confidence and sociolinguistic competence. Indonesian Journal of English Language Teaching, 19(3), 210–227.
Sapariati, A., Widnyani, I. A. P. S., & Dewi, N. D. U. (2025). Normative Analysis Of Maternity Leave Policy Implementation For Women Workers’ Rights In Bali. Jurnal Studi Ilmu Sosial dan Politik, 5(1), 33-42. doi:https://doi.org/10.35912/jasispol.v5i1.3817
Takahashi, Y. (2020). Redesigning an artificial intelligence elearning application to improve Japanese students' English conversational skills: a case study of a vocational institute in Tokyo, Japan.
Tang, J. (2023). Artificial intelligence-based needs analysis for english specific purposes in digital environment. Learning and Motivation, 83, 101914. doi:https://doi.org/10.1016/j.lmot.2023.101914
Tiimub, B. M., Christophé, N., Atepre, B. A., Tiimob, R. W., Tiimob, G. L., Tiimob, E. N., . . . Agyenta, J. J. (2023). Crop production potential of reclaimed mine sites for sustainable livelihoods. Journal of Multidisciplinary Academic and Practice Studies, 1(1), 1-13. doi:https://doi.org/10.35912/jomaps.v1i1.1785
Yuan, L., & Liu, X. (2025). The effect of artificial intelligence tools on EFL learners' engagement, enjoyment, and motivation. Computers in human behavior, 162, 108474. doi:https://doi.org/10.1016/j.chb.2024.108474
Zairina, S., Wibisono, C., Ngaliman, N., Indrayani, I., & Satriawan, B. (2023). The influence of product quality, prices, and promotions on buyer decisions in the small and medium industry handicrafts of Tanjungpinang City. Journal of Multidisciplinary Academic Business Studies, 1(1), 13-25. doi:https://doi.org/10.35912/jomabs.v1i1.1778
Zare, J., Al-Issa, A., & Madiseh, F. R. (2025). Interacting with ChatGPT in essay writing: A study of L2 learners’ task motivation. ReCALL, 1-18. doi:https://doi.org/10.1017/S0958344025000035
- Adil, A., Sapar, S., & Jasman, J. (2023). The effect of job appraisal and job training on employee performance at PT. Bank Sulselbar Luwu. Journal of Multidisciplinary Academic Business Studies, 1(1), 71-82. doi:https://doi.org/10.35912/jomabs.v1i1.1816
- Afriyani, N., Indrayani, I., Indrawan, M. G., Wibisono, C., & Ngaliman, N. (2023). The influence of training, discipline, and innovation on the performance of members of the Regional National Crafts Council (Dekranasda) in Tanjungpinang City: A quantitative study. Journal of Multidisciplinary Academic Business Studies, 1(1), 53-69. doi:https://doi.org/10.35912/jomabs.v1i1.1780
- Aguilar, M. (2018). Integrating Intercultural Competence in ESP and EMI: From Theory to Practice. ESP Today, 6, 25-43. doi:http://dx.doi.org/10.18485/esptoday.2018.6.1.2
- Arnó-Macià, E., Aguilar-Pérez, M., & Tatzl, D. (2020). Engineering students' perceptions of the role of ESP courses in internationalized universities. English for Specific Purposes, 58, 58-74. doi:https://doi.org/10.1016/j.esp.2019.12.001
- Bui, H. P. (2022). Students' and teachers' perceptions of effective ESP teaching. Heliyon, 8(9), e10628. doi:https://doi.org/10.1016/j.heliyon.2022.e10628
- Cahyaningrum, N. P., Prasetya, H., & Mustiawan, M. (2025). Storytelling Marketing Communication Dalam Membangun Engagement Pada Nano Influencer Tiktok @Tenscoffeeid. Jurnal Studi Ilmu Sosial dan Politik, 5(1), 101-117. doi:https://doi.org/10.35912/jasispol.v5i1.5004
- Canale, M., & Swain, M. (1980). Theoretical bases of commuicative approaches to second language teaching and testing.
- Derakhshan, A. (2025). EFL students’ perceptions about the role of generative artificial intelligence (GAI)-mediated instruction in their emotional engagement and goal orientation: A motivational climate theory (MCT) perspective in focus. Learning and Motivation. doi:https://doi.org/10.1016/j.lmot.2025.102114
- Dou, A. Q., Chan, S. H., & Win, M. T. (2023). Changing visions in ESP development and teaching: Past, present, and future vistas. Front Psychol, 14, 1140659. doi:https://doi.org/10.3389/fpsyg.2023.1140659
- Dudley-Evans, T., & St John, M. J. (1998). Developments in English for specific purposes: Cambridge university press.
- El Zahraa, F. (2025). Leveraging Artificial Intelligence and Digital Technologies to Enhance Sociolinguistic Competence and Arabic Language Skills. Paper presented at the Proceeding of the International Conference on Religious Education and Cross-Cultural Understanding.
- Fareh, S., Abu Guba, M. N., Hamadi, I., Awad, A., & Fareh, A. (2023). Assessing the pragmatic competence of Arab learners of English: The case of apology. Cogent Arts & Humanities, 10(1), 2230540. doi:https://doi.org/10.1080/23311983.2023.2230540
- Firaldi, Y., Wibisono, C., Ngaliman, N., Indrayani, I., & Satriawan, B. (2023). The influence of leadership, discipline, and workload on employee performance through job satisfaction as an intervening variable in Regional Revenue Agency Riau Islands Province. Journal of Multidisciplinary Academic Business Studies, 1(1), 27-52. doi:https://doi.org/10.35912/jomabs.v1i1.1779
- Gu, J., & Liu, Q. (2025). Enhancing Chinese EFL University Students’ self-regulated learning through AI chatbot intervention: Insights from achievement goal theory. Learning and Motivation, 92, 102191. doi:https://doi.org/10.1016/j.lmot.2025.102191
- Hutchinson, T., & Waters, A. (1987). English for specific purposes: Cambridge university press.
- Hymes, D. (1972). On communicative competence. sociolinguistics, 269293, 269-293.
- Kelly-Holmes, H. (2025). Artificial intelligence and the future of our sociolinguistic work. doi:https://doi.org/10.34961/researchrepository-ul.27825894
- Koç, F. ?., & Sava?, P. (2025). The use of artificially intelligent chatbots in English language learning: A systematic meta-synthesis study of articles published between 2010 and 2024. ReCALL, 37(1), 4-21. doi:https://doi.org/10.1017/S0958344024000168
- Laba, I., Dewi, C., & Astawa, I. G. (2025). Evaluating AI Platforms for Tourism English: Insights into Sociolinguistic and Pragmatic Competence Development. doi:http://dx.doi.org/10.22034/ijscl.2025.2052822.3923
- Lee, B., & R, C. (2024). Exploring the potential of AI for pragmatics instruction. Technology in Language Teaching & Learning, 6, 1-16. doi:http://dx.doi.org/10.29140/tltl.v6n3.1521
- Lestari, S., Artisa, R. A., Nurliawati, N., & Maulana, R. R. (2025). Evaluation of the Affordable Food Program in Bandung City Using the CIPP Model. Jurnal Studi Ilmu Sosial dan Politik, 5(1), 85-100. doi:https://doi.org/10.35912/jasispol.v5i1.5197
- Maahs, I.-M., DeCapua, A., & Triulzi, M. (2025). Digital technology and language learning: insights from teachers of adult migrant learners. ReCALL, 37(2), 283-297. doi:https://doi.org/10.1017/S0958344024000338
- Mirzoyeva, L., Makhanova, Z., Ibrahim, M. K., & Snezhko, Z. (2024). Formation of auditory and speech competences in learning English based on neural network technologies: psycholinguistic aspect. Cogent Education, 11(1), 2404264. doi:https://doi.org/10.1080/2331186X.2024.2404264
- Muliyanto, M., Indrayani, I., Satriawan, B., Ngaliman, N., & Catrayasa, I. W. (2023). The influence of competence, motivation, and work culture on employee performance through self-efficacy as an intervening variable for medical support employees Regional General Hospital Tanjungpinang City. Journal of Multidisciplinary Academic Business Studies, 1(1), 1-12. doi:https://doi.org/10.35912/jomabs.v1i1.1777
- Prodanovska-Poposka, V. (2024). Intercultural Communicative Competence: Insights Into Sociolinguistic, Discourse And Strategic Proficiency Of Esp Students. HORIZONS A, 1, 46-55. doi:http://dx.doi.org/10.20544/HORIZONS.1.1.24.P05
- Rugaiyah, R. (2023). The potential of artificial intelligence in improving linguistic competence: A systematic literature review. Arkus, 9(2), 319-324. doi:https://doi.org/10.37275/arkus.v9i2.313
- S. Zulaiha, L. B., A. P. Ar-Rahma, and N. D. Addiyaullami. (2024). Leveraging ElevenLabs AI to enhance speaking confidence and sociolinguistic competence. Indonesian Journal of English Language Teaching, 19(3), 210–227.
- Sapariati, A., Widnyani, I. A. P. S., & Dewi, N. D. U. (2025). Normative Analysis Of Maternity Leave Policy Implementation For Women Workers’ Rights In Bali. Jurnal Studi Ilmu Sosial dan Politik, 5(1), 33-42. doi:https://doi.org/10.35912/jasispol.v5i1.3817
- Takahashi, Y. (2020). Redesigning an artificial intelligence elearning application to improve Japanese students' English conversational skills: a case study of a vocational institute in Tokyo, Japan.
- Tang, J. (2023). Artificial intelligence-based needs analysis for english specific purposes in digital environment. Learning and Motivation, 83, 101914. doi:https://doi.org/10.1016/j.lmot.2023.101914
- Tiimub, B. M., Christophé, N., Atepre, B. A., Tiimob, R. W., Tiimob, G. L., Tiimob, E. N., . . . Agyenta, J. J. (2023). Crop production potential of reclaimed mine sites for sustainable livelihoods. Journal of Multidisciplinary Academic and Practice Studies, 1(1), 1-13. doi:https://doi.org/10.35912/jomaps.v1i1.1785
- Yuan, L., & Liu, X. (2025). The effect of artificial intelligence tools on EFL learners' engagement, enjoyment, and motivation. Computers in human behavior, 162, 108474. doi:https://doi.org/10.1016/j.chb.2024.108474
- Zairina, S., Wibisono, C., Ngaliman, N., Indrayani, I., & Satriawan, B. (2023). The influence of product quality, prices, and promotions on buyer decisions in the small and medium industry handicrafts of Tanjungpinang City. Journal of Multidisciplinary Academic Business Studies, 1(1), 13-25. doi:https://doi.org/10.35912/jomabs.v1i1.1778
- Zare, J., Al-Issa, A., & Madiseh, F. R. (2025). Interacting with ChatGPT in essay writing: A study of L2 learners’ task motivation. ReCALL, 1-18. doi:https://doi.org/10.1017/S0958344025000035