Abstract
While the positive role of engagement in students’ learning achievements has been well documented, limited studies have examined whether or how learner engagement would vary with their achievements over time, especially within an unstructured digital learning context. This paper using a purposive sampling method reported an exploratory study on how English as a foreign language (EFL) undergraduate students with lower and upper proficiency levels (LP and UP) behaviorally engaged in their self-initiated mobile-assisted English learning (MAEL) beyond the classroom. Participants were senior-year undergraduate students from universities in central China. Quantitative analysis based on 409 questionnaires showed that there were significant differences in both how long and how often students participated in MAEL across proficiency levels, with LP learners investing more time on a more frequent basis than UP learners. However, there was no significant effect of language proficiency on the number of students’ MAEL resources employed. Besides, EFL proficiency was also found to play a mediating role in students’ learning preferences despite their common interest in receptive learning practices. Qualitative data from 36 follow-up semi-structured interviews revealed students’ cognitive and emotional rationales behind these learning behaviors. This study might offer some fresh insight into the complexity of foreign language learner engagement with self-initiated mobile-assisted learning in Chinese higher education.
Similar content being viewed by others
Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Benson, P. (2001). Teaching and researching autonomy in language learning. Longman.
Botero, G. G., Questier, F., & Zhu, C. (2019). Self-directed language learning in a mobile-assisted, out-of-class context: Do students walk the talk? Computer Assisted Language Learning, 32(1–2), 71–97. https://doi.org/10.1080/09588221.2018.1485707
Burston, J. (2015). Twenty years of MALL project implementation: A meta-analysis of learning outcomes. ReCALL, 27(1), 4–20. https://doi.org/10.1017/S0958344014000159
Committee of National College English Test. (2016). Syllabus for college English test (A revised edition). Shanghai: Shanghai Jiao Tong University Press.
Deng, R., Benckendorff, P., & Gannaway, D. (2020). Learner engagement in MOOCs: Scale development and validation. British Journal of Educational Technology, 51(1), 245–262. https://doi.org/10.1111/bjet.12810
Elaish, M. M., Shuib, L., Ghani, N. A., & Yadegaridehkordi, E. (2019). Mobile English language learning (MELL): A literature review. Educational Review, 71(2), 257–276. https://doi.org/10.1080/00131911.2017.1382445
Ellis, R. (1994). The study of second language acquisition. Oxford University Press.
Figueiredo, S. (2023). The effect of mobile-assisted learning in real language attainment: A systematic review. Journal of Computer Assisted Learning, 39(4), 1083–1102. https://doi.org/10.1111/jcal.12811
Finn, J. D., & Zimmer, K. S. (2012). Student engagement: What is it? Why does it matter? In S. L. Christenson, A. L. Reschly, & C. Wylie (Eds.), Handbook of research on student engagement (pp. 97–131). Springer. https://doi.org/10.1007/978-1-4614-2018-7_5
Fredricks, J. A., Blumenfeld, P. C., & Paris, A. H. (2004). School engagement: Potential of the concept, state of the evidence. Review of Educational Research, 74(1), 59–109. https://doi.org/10.3102/00346543074001059
Fryer, L. K. (2019). Getting interested: Developing a sustainable source of motivation to learn a new language at school. System, 86, 102120. https://doi.org/10.1016/j.system.2019.102120
Hattie, J. (2009). Visible learning: A synthesis of over 800 meta-analyses related to achievement. Routledge.
Hazaea, A. N., & Alzubi, A. A. (2018). Impact of mobile assisted language learning on learner autonomy in EFL reading context. Journal of Language and Education, 4(2), 48–58. https://doi.org/10.17323/2411-7390-2018-4-2-48-58
He, S. F. (2005). Intentional and incidental learning: A survey of EFL learner’s vocabulary learning modes. [Master’s thesis, Hunan University]. https://doi.org/10.7666/d.d012154
He, T., Zhu, C., & Questier, F. (2018). Predicting digital informal learning: An empirical study among Chinese university students. Asia Pacific Education Review, 19(1), 79–90. https://doi.org/10.1007/s12564-018-9517-x
Henri, C., Halverson, L., & Graham, C. R. (2015). Measuring student engagement in technology-mediated learning: A review. Computers & Education, 90, 36–53. https://doi.org/10.1016/j.compedu.2015.09.005
Hiver, P., Al-Hoorie, A. H., Vitta, J. P., & Wu, J. (2021). Engagement in language learning: A systematic review of 20 years of research methods and definitions. Language Teaching Research. https://doi.org/10.1177/13621688211001289.Advanceonlinepublication
Hsu, H. T., & Lin, C. C. (2021). Extending the technology acceptance model of college learners’ mobile-assisted language learning by incorporating psychological constructs. British Journal of Educational Technology, 53(2), 286–306. https://doi.org/10.1111/bjet.13165
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 & Education, 63, 327–336. https://doi.org/10.1016/j.compedu.2012.12.004
Huang, C. B. (2022). A case study of college students’ EFL learning experiences on mobile phone applications. Journal of Language Teaching and Research, 12(5), 1089–1096. https://doi.org/10.17507/JLTR.1305.23
Hwang, W. Y., Shih, T. K., Ma, Z. H., Shadiev, R., & Chen, S. Y. (2016). Evaluating listening and speaking skills in a mobile game-based learning environment with situational contexts. Computer Assisted Language Learning, 29(4), 639–657. https://doi.org/10.1080/09588221.2015.1016438
Hyland, F. (2004). Learning autonomously: Contextualizing out-of-class English language learning. Language Awareness, 13(3), 180–202. https://doi.org/10.1080/09658410408667094
Jia, W., & Yue, C. (2019). On the possibility of higher starting salaries resulting from higher English level--An empirical study based on the data of graduate survey in 2017. Education Research Monthly, 35(5), 78–86. https://doi.org/10.16477/j.cnki.issn1674-2311.2019.05.010
Kahu, E. R. (2013). Framing student engagement in higher education. Studies in Higher Education, 38(5), 758–773. https://doi.org/10.1080/03075079.2011.598505
Klímová, B. (2018). Mobile phones and/or smartphones and their apps for teaching English as a foreign language. Education and Information Technologies, 23(3), 1091–1099. https://doi.org/10.1007/s10639-017-9655-5
Kukulska-Hulme, A. (2009). Will mobile learning change language learning? ReCALL, 21(2), 157–165. https://doi.org/10.1017/S0958344009000202
Kukulska-Hulme, A. (2012). Language learning defined by time and place: A framework for next generation designs. In: D´ıaz-Vera, Javier E. (Ed.). Left to My Own Devices: Learner Autonomy and Mobile Assisted Language Learning. Innovation and Leadership in English Language Teaching, 6. Bingley, UK: Emerald Group Publishing Limited, 1–13.
Lai, C. (2015). Perceiving and traversing in-class and out-of-class learning: Accounts from foreign language learners in Hong Kong. Innovation in Language Learning and Teaching, 9(3), 265–284. https://doi.org/10.1080/17501229.2014.918982
Lai, C. (2019). Learning beliefs and autonomous language learning with technology beyond the classroom. Language Awareness, 28(4), 291–309. https://doi.org/10.1080/09658416.2019.1675679
Lai, C., & Zheng, D. (2018). Self-directed use of mobile devices for language learning beyond the classroom. ReCALL, 30(3), 299–318. https://doi.org/10.1017/S0958344017000258
Lai, C., Zhu, W., & Gong, G. (2015). Understanding the quality of out-of-class English learning. TESOL Quarterly, 49(2), 278–308. https://doi.org/10.1002/tesq.171
Lai, C., Yeung, Y., & Hu, J. (2016). University student and teacher perceptions of teacher roles in promoting autonomous language learning with technology outside the classroom. Computer Assisted Language Learning, 29(4), 703–723. https://doi.org/10.1080/09588221.2015.1016441
Lai, Y., Saab, N., & Admiraal, W. (2022). University students’ use of mobile technology in self-directed language learning: Using the integrative model of behavior prediction. Computers & Education, 179, 104413. https://doi.org/10.1016/j.compedu.2021.104413
Lamb, M., & Arisandy, F. E. (2020). The impact of online use of English on motivation to learn. Computer Assisted Language Learning, 33(1–2), 85–108. https://doi.org/10.1080/09588221.2018.1545670
Lee, J. S., & Dressman, M. (2018). When IDLE hands make an English workshop: Informal digital learning of English and language proficiency. TESOL Quarterly, 52(2), 435–445. https://doi.org/10.1002/tesq.422
Lin, J.-W., & Lai, Y.-C. (2019). User acceptance model of computer-based assessment: moderating effect and intention-behavior effect. Australasian Journal of Educational Technology, 35(1). https://doi.org/10.14742/ajet.4684
Mercer, S. (2019). Language learner engagement: Setting the scene. In X. Gao (Ed.), Second handbook of English language teaching (pp. 643–660). Springer international handbooks of education. https://doi.org/10.1007/978-3-030-02899-2_40
Ministry of Education. (2020). Guidelines on college English teaching. Higher Education Press.
Nunan, D., & Richards, J. C. (Eds.). (2015). Language learning beyond the classroom. Routledge.
Philp, J., & Duchesne, S. (2016). Exploring engagement in tasks in the language classroom. Annual Review of Applied Linguistics, 36, 50–72. https://doi.org/10.1017/S0267190515000094
Reeve, J., & Tseng, C. M. (2011). Agency as a fourth aspect of students’ engagement during learning activities. Contemporary Educational Psychology, 36(4), 257–267. https://doi.org/10.1016/j.cedpsych.2011.05.002
Reschly, A.L., & Christenson, S.L. (2012). Jingle, jangle, and conceptual haziness: Evolution and future directions of the engagement construct. In Christenson, S.L., Reschly, A.L., & C. Wylie (Eds.), Handbook of research on student engagement (pp. 3–19). New York: Springer.
Salas-Pilco, S. Z., Yang, Y., & Zhang, Z. (2022). Student engagement in online learning in Latin American higher education during the COVID-19 pandemic: A systematic review. British Journal of Educational Technology, 53(3), 593–619. https://doi.org/10.1111/bjet.13190
Shadiev, R., Hwang, W. Y., & Huang, Y. M. (2017). Review of research on mobile language learning in authentic environments. Computer Assisted Language Learning, 30(3–4), 284–303. https://doi.org/10.1080/09588221.2017.1308383
Sung, Y. T., Chang, K. E., & Liu, T. C. (2016). The effects of integrating mobile devices with teaching and learning and students’ learning performance: A meta-analysis and research synthesis. Computers & Education, 94, 252–275. https://doi.org/10.1016/j.compedu.2015.11.008
Wang, H., & Chen, C. W. (2020). Learning English from YouTubers: English L2 learners’ self-regulated language learning on YouTube. Innovation in Language Learning and Teaching, 14(4), 333–346. https://doi.org/10.1080/17501229.2019.1607356
Yu, Z., Xu, W., & Sukjairungwattana, P. (2023). Motivation, Learning Strategies, and Outcomes in Mobile English Language Learning. The Asia-Pacific Education Researcher, 32(4), 545–560. https://doi.org/10.1007/s40299-022-00675-0
Zhang, Z. (2017). Student engagement with computer-generated feedback: A case study. ELT Journal, 71(3), 317–328. https://doi.org/10.1093/elt/ccw089
Zhang, D., & Pérez-paredes, P. (2021). Chinese postgraduate EFL learners’ self-directed use of mobile English learning resources. Computer Assisted Language Learning, 34(8), 1128–1153. https://doi.org/10.1080/09588221.2019.1662455
Zhou, S., Hiver, P., & Al-Hoorie, A.H. (2021). Measuring L2 engagement: A review of issues and applications. In P. Hiver, A. H. Al-Hoorie, & S. Mercer (Eds.), Student Engagement in the Language Classroom (pp. 75–98). Multilingual Matters. https://doi.org/10.21832/9781788923613
Acknowledgements
We would like to thank all the 1023 participants for their contributions to this study. Special thanks go to the 36 kind respondents in the interview. We are also grateful to those colleagues and friends who help to share and forward the survey under the pandemic. Finally, we want to thank the two anonymous reviewers for their insightful comments and suggestions on this paper.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
None.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendices
Appendix 1
Survey Directions:
This is a 12-item questionnaire survey concerning your self-directed mobile-assisted English learning (MAEL) experience based on the past four weeks. We appreciate your attention and participation. Please be aware that: Participating in this survey is completely voluntary and the data collected here will be used only for research purposes under anonymity. If you are uncomfortable with any item at any stage of the survey, please feel free to quit. By submitting the questionnaire, you consent to your participation and the use of data in this survey. Thank you!
Appendix 2
A guide for the Interview:
-
1.
Is MALL your major learning style?
-
2.
When and where do you usually start your MAEL?
-
3.
What kind of learning resources do you use for MAEL? Can you give me some examples?
-
4.
What do you usually do with it/them? Why?
-
5.
How do you practice it (e.g. listening) using the resource?
-
6.
Why do you not practice … (e.g. speaking) often?
-
7.
Is there anything else that leads to your (dis)engagement in MAEL?
-
8.
Do you have any additional comments?
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Huang, C., Wang, T. & Li, Y. Mobile-assisted English learning beyond the classroom: Understanding the effects of language proficiency on Chinese undergraduate students’ behavioral engagement. Educ Inf Technol 29, 737–762 (2024). https://doi.org/10.1007/s10639-023-12301-7
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10639-023-12301-7