Mobile-Assisted Language Learning Intervention and Its Effect on English Language Proficiency of EFL Learners: A Meta-Analysis


  • Mujiono Universitas PGRI Kanjuruhan



EFL learners, English language proficiency, mobile-assisted language learning


Some researchers have investigated the impact of mobile language learning on English proficiency for EFL learners. Mobile language learning has a positive effect on English skills in EFL students. However, the effectiveness of language learning with mobile assistance to enhance the success of EFL students remains to be discussed. Furthermore, it is not known if the effects of mobile-assisted language learning vary based on context. The purpose of this study was to conduct a meta-analysis of the findings of experimental studies assessing the impact of mobile-assisted language learning on the English language proficiency of EFL learners between 2015 and 2021. Experimental studies on mobile-assisted language learning and EFL learner English proficiency were analyzed using meta-analysis. The study found that the model of the random effects was utilized, and the effect size was determined to be substantial (d = 0.91). The meta-analysis calculated 25 effect sizes of type- d for the 25 studies. The analysis of moderator variables examined five different characteristics whose effects differed significantly only concerning majors, language learning objectives, and instrument type.

Author Biography

Mujiono, Universitas PGRI Kanjuruhan

English Education Department


Ahmad, K. S., Armarego, J., & Sudweeks, K. (2017). The impact of using language learning (MALL) on vocabulary acquisition among migrant women English learners. Interdisciplinary Journal of E-Skills and Lifelong Learning, 13, 37–57.

Al-Ahdal, A. A. M. H., & Alharbi, M. A. (2021). MALL in Collaborative Learning as a Vocabulary-Enhancing Tool for EFL Learners: A Study Across Two Universities in Saudi Arabia. SAGE Open, 11(1).

Al-Hamad, R. F., Al-Jamal, D. A. H., & Bataineh, R. F. (2019). The effect of mall instruction on teens’ writing performance. Digital Education Review, 35, 289–298.

Alharbi, B. (2021). Mobile Learning Age: Implications for Future Language Learning Skills. Psychology and Education Journal, 58(2), 862–867.

Alhawiti, M. M. (2015). The Effect of Mobile Language Learning on ESP Students’ Achievement. Journal of Modern Education Review, 5(3), 272–282.

Alkhezzi, F., & Al-Dousari, W. (2016). The impact of mobile learning on ESP learners’ performance. Journal of Educators Online, 13(2), 73–101.

Al-Shamsi, A., Al-Mekhlafi, A. M., Busaidi, S. Al, & Hilal, M. M. (2020). The effects of mobile learning on listening comprehension skills and attitudes of Omani EFL adult learners. International Journal of Learning, Teaching and Educational Research, 19(8), 16–39.

Alzieni, H. (2021). The Impact of Mobile-Assisted Language Learning (MALL) in Developing the Listening Skill: A Case of Students at Dubai Men’s College, the United Arab Emirates. Arab World English Journal, 2, 84–95.

Azar, A. S., & Nasiri, H. (2014). Learners Attitudes toward the Effectiveness of Mobile Assisted Language Learning (MALL) in L2 Listening Comprehension. Procedia - Social and Behavioral Sciences, 98, 1836–1843.

Azeez, P. Z., & Al Bajalani, F. R. H. (2018). Effects of Mobile Assisted Language Learning on Developing Kurdish EFL Students. Koya University Journal of Humanities and Social Sciences, 1(1), 85–95.

Baleghizadeh, S., & Oladrostam, E. (2010). The Effect of Mobile Assisted Language Learning (MALL) on Grammatical Accuracy of EFL Students. MEXTESOL Journal, 34(2), 1–10.

Basal, A., Yilmaz, S., Tanriverdi, A., & Sari, L. (2020). Effectiveness of Mobile Applications in Vocabulary Teaching. Contemporary Educational Technology, 7(1), 47–59.

Brown, T. H. (2005). Towards a model for m-learning in Africa. International Journal on E-Learning, 4(3), 299–315.

Chhum, C., & Champakaew, W. (2019). Effects of Mobile Assisted Language Learning on Learners’ Willingness to Communicate in English. National & International Conference, 1(10), 40–54.

Cho, K., Lee, S., Joo, M. H., & Becker, B. J. (2018). The effects of using mobile devices on student achievement in language learning: A meta-analysis. Education Sciences, 8(3), 13–15.

Dağdeler, D. K. O., Yavuz, K. M., & Hakan, D. (2020). The effect of mobile-assisted language learning (MALL) on EFL learners’ collocation learning. Journal of Language and Linguistic Studies, 16(1), 489–509

Dobbins, C., & Denton, P. (2017). MyWallMate: An Investigation into the use of Mobile Technology in Enhancing Student Engagement. TechTrends, 61(6), 541–549.

Elfeky, A. I. M., & Yakoub Masadeh, T. S. (2016a). The Effect of Mobile Learning on Students’ Achievement and Conversational Skills. International Journal of Higher Education, 5(3), 20–31.

Fattah, S. F. E. S. A. (2015). The Effectiveness of Using WhatsApp Messenger as One of Mobile Learning Techniques to Develop Students’ Writing Skills. Journal of Education and Practice, 6(32), 115–127.

Grant, M. M. (2019). Difficulties in defining mobile learning: analysis, design characteristics, and implications. Educational Technology Research and Development, 67(2), 361–388.

Gutiérrez-Colón, M., Frumuselu, A. D., & Curell, H. (2020). Mobile-assisted Language learning to enhance L2 reading comprehension: a selection of implementation studies between 2012–2017. Interactive Learning Environments, 0(0), 1–9.

Haerazi, Utama, I. M. P., & Hidayatullah, H. (2020). Mobile applications to improve English writing skills viewed from critical thinking ability for pre-service teachers. International Journal of Interactive Mobile Technologies, 14(7), 58–72.

Hedges LV, & I, O. (1985). Statistical Methods for Meta-Analysis. Academic Press.

Herrera Díaz, L. E., Cruz Ramos, M. de los M., & Sandoval Sánchez, M. A. (2014). Using Personal Portable Devices as Learning Tools in the English Class. How, 21(2), 74–93.

Hsu, C. K., Hwang, G. J., & Chang, C. K. (2013). A personalized recommendation-based mobile learning approach to improving the reading performance of EFL students. Computers and Education, 63, 327–336.

Hwang, G. J., & Tsai, C. C. (2011). Research trends in mobile and ubiquitous learning: A review of publications in selected journals from 2001 to 2010. British Journal of Educational Technology, 42(4), 65–70.

Jeyavani, S., & Karthika, Devi. S. (2021). Technology enhanced language learning. 14(08), 49–51.

Katemba, C. V. (2021). Enhancing Vocabulary Performance through Mobile Assisted Language Learning at a Rural School in Indonesia. Acuity: Journal of English Language Pedagogy, Literature and Culture, 6(1), 1–11.

Khodabandeh, F., ed-din Alian, J., & Soleimani, H. (2017). The effect of MALL-based tasks on EFL learners’ grammar learning. Teaching English with Technology, 17(2), 29–41.

Khubyari, L., & Haddad Narafshan, M. (2016). A Study on the Impact of Mall (Mobile Assisted Language Learning) on Efl Learners’ Reading Comprehension. International Journal of English Language Teaching, 4(2), 58–69.

Kim, H., & Kwon, Y. (2012). Exploring smartphone applications for effective mobile-assisted language learning. Multimedia-Assisted Language Learning, 15(1), 31–57.

Kim, P. H. (2009). Action research approach on mobile learning design for the underserved. Educational Technology Research and Development, 57(3), 415–435.

Kim, Yoon Jung. (2018a). The Effects of Mobile-Assisted Language Learning (MALL) on Korean College Students’ English-Listening Performance andEnglish-Listening Anxiety. Studies in Linguistics, null (48), 277–298.

Krasulia, A., & Saks, K. (2020). Students’ perceptions towards mobile learning in an English as a foreign language class. Proceedings - IEEE 20th International Conference on Advanced Learning Technologies, ICALT 2020, 238–240.

Kukulska-Hulme, A., & Shield, L. (2008). An overview of mobile assisted language learning: From content delivery to supported collaboration and interaction. ReCALL, 20(3), 271–289.

Kusmaryani, W., Musthafa, B., & Purnawarman, P. (2019). The influence of mobile applications on students’ speaking skill and critical thinking in English language learning. Journal of Physics: Conference Series, 1193(1).

Lai, A. (2016). Mobile immersion: an experiment using mobile instant messenger to support second-language learning. Interactive Learning Environments, 24(2), 277–290.

Lee, S., Kuo, L. J., Xu, Z., & Hu, X. (2020). The effects of technology-integrated classroom instruction on K-12 English language learners’ literacy development: a meta-analysis. Computer Assisted Language Learning, 0(0), 1–32.

Liu, J., & Zhang, J. (2018). The Effects of Extensive Reading on English Vocabulary Learning : A Meta-analysis. Canadian Center of Science and Education, 11(6), 1–15.

Liu, T. C., Lin, Y. C., Gao, Y., & Paas, F. (2019). The modality effect in a mobile learning environment: Learning from spoken text and real objects. British Journal of Educational Technology, 50(2), 574–586.

Miangah, T. M. (2012). Mobile-Assisted Language Learning. International Journal of Distributed and Parallel Systems, 3(1), 309–319.

Miqawati, A. H. (2020). Pronunciation Learning, Participation, and Attitude Enhancement Through Mobile Assisted Language Learning (Mall). English Review: Journal of English Education, 8(2), 47.

Moayeri, M., & Khodareza, M. R. (2019). The effect of mobile-assisted language learning on speaking accuracy of EFL learners. Technology in Language Teaching and Learning, 2(1), 22–35.

Ornprapat, S., & Wiwat, O. (2015). Using Mobile-Assisted Exercises to Support Students ’. The Turkish Online Journal of Educational Technology, 14(1), 163–171.

Prems, M., & Raj, S. D. (2021). Technology Enabled Language Learning Using CALL and MALL. 14(08), 6–11.

Quinn, C. N. (2012). The Mobile Academy: MLearning for Higher Education. Ohn Wiley & sons, Inc.

Rajendran, T., & Md. Yunus, M. (2021). Chatterpix kids: A potential mobile app for helping primary ESL pupils improve their speaking fluency. International Journal of Learning, Teaching and Educational Research, 20(4), 18–42.

Reed, M., & Levis, J. (2019). The handbook of English pronunciation. John Wiley & sons, Inc.

Rouhshad, A., Wigglesworth, G., & Storch, N. (2016). The nature of negotiations in face-to-face versus computer-mediated communication in pair interactions. Language Teaching Research, 20(4), 514–534

Rozitis, C. P. (2017). Instructional Design Competencies for Online High School Teachers Modifying their own Courses. TechTrends, 61(5), 428–437.

Salih, A. H. (2019). Effects of Mobile Assisted Language Learning on Developing Listening Skill to the Department of English Students in College of Education for Women at Al Iraqia University. European Journal of Language and Literature, 5(1), 31.

Sandberg, J., Maris, M., & De Geus, K. (2011). Mobile English learning: An evidence-based study with fifth graders. Computers and Education, 57(1), 1334–1347.

Shahrokhi, M., & Arashnia, M. (2016). Mobile Assisted Language Learning: English Pronunciation among Iranian Pre-intermediate EFL Learners. Journal of Applied Linguistics and Language Research, 3(4), 149–162.

Shanmugapriya, M., & Tamularasi, A. (2013). Design and Development of Mobile Assisted Language Learning (MALL) application for English language using Android Push Notification Services. International Journal of Research in Computer and Communication Technology, 2(6), 329-338.

Sherine, A., Sastry, M. M., & Seshagiri, A. V. S. (2020). Improving second language speaking and pronunciation through smartphones. International Journal of Interactive Mobile Technologies, 14(11), 280–287.

Statti, A., & Villegas, S. (2020). The Use of Mobile Learning in Grades K–12: A Literature Review of Current Trends and Practices. Peabody Journal of Education, 95(2), 139–147.

Steel, C. (2012). Fitting learning into life: Language students’ perspectives on benefits of using mobile apps. ASCILITE 2012 - Annual Conference of the Australian Society for Computers in Tertiary Education, November 2012, 875–880.

Sung, Y. T., Chang, K. E., & Liu, T. C. (2016a). The effects of integrating mobile devices with teaching and learning on students’ learning performance: A meta-analysis and research synthesis. Computers and Education, 94, 252–275.

Suparmi. (2015). The Effect of Mobile-Assisted Language Learning on ESP Students’ Communicative Competence. Proceedings of the 24th MELTA International Conference, Kuala Lumpur, 8–16.

Tonekaboni, A. M. (2019). Effects of Mobile Assisted Language Learning (MALL) on Speaking Proficiency (A case of Learn English Daily Mobile App). 2nd International Conference on Advanced Research in Humanities and Art., May 2019, 1–13.

Traxler, J., & Kukulska-Hulme, A. (2005). Mobile Learning: A Handbook for Educators and Trainers. Routledge.

Wen, W. T., Jumaat, N. F., Ashari, Z. M., Na, K. S., Abdullah, A. H., Samah, N. A., & Ali, D. F. (2019). Effectiveness of Mobile Assisted Language Learning towards Students’ Achievement and Motivation in Learning English Prepositions. TALE 2019 - 2019 IEEE International Conference on Engineering, Technology and Education, C.

Xodabande, I., & Atai, M. R. (2020). Using mobile applications for self-directed learning of academic vocabulary among university students. Open Learning, 00(00), 1–18.

Zhang, Y. (2016). The Impact of Mobile Learning on ESL Listening Comprehension. DEStech Transactions on Social Science, Education and Human Science, icaem.