Hostname: page-component-77c89778f8-n9wrp Total loading time: 0 Render date: 2024-07-23T08:07:29.461Z Has data issue: false hasContentIssue false

LMOOC research 2014 to 2021: What have we done and where are we going next?

Published online by Cambridge University Press:  04 January 2023

Yining Zhang
Affiliation:
Tsinghua University, China (yiningzhang@tsinghua.edu.cn)
Ruoxi Sun
Affiliation:
Tsinghua University, China (srx20@mails.tsinghua.edu.cn)

Abstract

This study reviews 71 high-quality studies of massive open online courses focused on languages (LMOOCs) that were published from the inception of LMOOCs to 2021. The purpose of this study is to gain a deeper understanding of the current state of research and identify fruitful directions for future LMOOC research. First, we reviewed three basic sets of characteristics of these studies: (1) research trends – for example, publication types and years; (2) research contexts – for example, countries in which the studies were conducted, the subjects’ target languages, language-ability levels, skills, and whether the focal courses are for specific purposes; and (3) research design, including data collection, data analysis, and theoretical frameworks. We then utilized a text-mining approach called Latent Dirichlet Allocation that uses machine-learning techniques to identify research-topic commonalities underlying the collected studies. In this way, a total of nine topics were identified. They were: (1) core elements of LMOOCs; (2) interaction and communication in LMOOCs; (3) innovative LMOOC teaching practices; (4) LMOOC standards and quality assurance; (5) LMOOC implementation, participation, and completion; (6) LMOOC teaching plans; (7) LMOOC learning effectiveness and its drivers/obstacles; (8) learners and learning in LMOOCs; and (9) inclusiveness in LMOOCs. These were then diagrammed as a ThemeRiver, which showed the evolutionary trend of the nine identified topics. Specifically, scholarly interest in Topics 5, 7, and 9 increased over time, whereas for Topics 1 and 6, it decreased. Based on our results, we highlighted specific directions for future LMOOC research on each of the identified research topics.

Type
Research Article
Copyright
© The Author(s), 2023. Published by Cambridge University Press on behalf of EUROCALL, the European Association for Computer-Assisted Language Learning

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Agonács, N., Matos, J. F. Bartalesi-Graf, D. & O’Steen, D. N. (2019) On the path to self-determined learning: A mixed methods study of learners’ attributes and strategies to learn in language MOOCs. International Journal of Learning Technology, 14(4): 304330. https://doi.org/10.1504/IJLT.2019.106553 CrossRefGoogle Scholar
Anderson, A., Huttenlocher, D., Kleinberg, J. & Leskovec, J. (2014) Engaging with massive online courses. In Chung, C.-W. (ed.), Proceedings of the 23rd International Conference on World Wide Web. New York: Association for Computing Machinery, 687698. https://doi.org/10.1145/2566486.2568042 CrossRefGoogle Scholar
Appel, C. & Pujolà, J.-T. (2021) Designing speaking interaction in LMOOCs: An eTandem approach. ReCALL, 33(2): 161176. https://doi.org/10.1017/S0958344021000045 CrossRefGoogle Scholar
Asnani, K. & Pawar, J. D. (2018) Improving coherence of topic based aspect clusters using domain knowledge. Computación y Sistemas, 22(4): 14031414. https://doi.org/10.13053/CyS-22-4-2401 CrossRefGoogle Scholar
Bárcena, E. & Martín-Monje, E. (2014) Introduction. Language MOOCs: An emerging field. In Martín-Monje, E. & Bárcena, E. (eds.), Language MOOCs: Providing learning, transcending boundaries. Warsaw: De Gruyter Open, 115. https://doi.org/10.2478/9783110420067.1 Google Scholar
Bárcena, E. & Read, T. (2015) The role of modularity and mobility in language MOOCs. Verbeia, 1(2015): 2835.Google Scholar
Bárcena, E., Read, T., Martín-Monje, E. & Castrillo, M. D. (2014) Analysing student participation in foreign language MOOCs: A case study. In Cress, U. & Delgado, C. (eds.), EMOOCs 2014: Proceedings of the European MOOC Stakeholders Summit 2014. Lausanne: Ecole Polytechnique Federale de Lausanne, 1117.Google Scholar
Bárcena, E., Read, T. & Sedano, B. (2020) An approximation to inclusive language in LMOOCs based on appraisal theory. Open Linguistics, 6(1): 3867. https://doi.org/10.1515/opli-2020-0003 CrossRefGoogle Scholar
Blei, D. M., Ng, A. Y. & Jordan, M. I. (2003) Latent Dirichlet allocation. Journal of Machine Learning Research, 3: 9931022.Google Scholar
Castrillo, M. D. (2014) Language teaching in MOOCs: The integral role of the instructor. In Martín-Monje, E. M. & Bárcena Madera, E. (eds.), Language MOOCs: Providing learning, transcending boundaries. Warsaw: De Gruyter Open, 6790. https://doi.org/10.2478/9783110420067.5 Google Scholar
Castrillo, M. D. & Sedano, B. (2021) Joining forces toward social inclusion: Language MOOC design for refugees and migrants through the lens of maker culture. CALICO Journal, 38(1): 79102. https://doi.org/10.1558/cj.40900 CrossRefGoogle Scholar
Chacón-Beltrán, R. (2017) The role of MOOCs in the learning of languages: Lessons from a beginners’ English course. Porta Linguarum Revista Interuniversitaria de Didáctica de Las Lenguas Extranjeras, 28: 2335. https://doi.org/10.30827/Digibug.54001 Google Scholar
Colibaba, A., Dinu, C., Gheorghiu, I. & Colibaba, S. (2018) MedLang MOOC–An innovative palliative care learning tool. Innovative approaches and teaching methodologies. In Grosu-Rădulescu, L.-M. (ed.), Foreign language teaching in Romanian higher education (Vol. 27). Cham: Springer International Publishing, 125147. https://doi.org/10.1007/978-3-319-93329-0_7 CrossRefGoogle Scholar
Ding, Y. & Shen, H. (2019) Delving into learner autonomy in an EFL MOOC in China: A case study. Computer Assisted Language Learning, 35(3): 247269. https://doi.org/10.1080/09588221.2019.1681464 CrossRefGoogle Scholar
Doğan, G., Sunar, A. S., Duru, İ. & White, S. (2018) Who is the English as a second language speaker in this MOOC? International Journal of Information and Education Technology, 8(3): 213217. https://doi.org/10.18178/ijiet.2018.8.3.1035 CrossRefGoogle Scholar
Ellis, C. (2004) The ethnographic I: A methodological novel about autoethnography. Walnut Creek: AltaMira Press.Google Scholar
Fang, G. (2018) Japanese informatization teaching model based on MOOC. International Journal of Emerging Technologies in Learning (iJET), 13(07): 124136. https://doi.org/10.3991/ijet.v13i07.8800 CrossRefGoogle Scholar
Friðriksdóttir, K. (2019) The effect of tutor-specific and other motivational factors on student retention on Icelandic Online. Computer Assisted Language Learning, 34(5–6): 663684. https://doi.org/10.1080/09588221.2019.1633357 CrossRefGoogle Scholar
Friðriksdóttir, K. (2021) The effect of content-related and external factors on student retention in LMOOCs. ReCALL, 33(2): 128142. https://doi.org/10.1017/S0958344021000069 CrossRefGoogle Scholar
Fuchs, C. (2020) Cultural and contextual affordances in language MOOCs: Student perspectives. International Journal of Online Pedagogy and Course Design, 10(2): 4860. https://doi.org/10.4018/IJOPCD.2020040104 CrossRefGoogle Scholar
Ge, J., Liang, X. & Peng, T. (2021) Investigating the design strategies of EFL learning videos from the perspective of social presence. The Asia-Pacific Education Researcher, 31(3): 243252. https://doi.org/10.1007/s40299-021-00556-y CrossRefGoogle Scholar
Godwin-Jones, R. (2014) Global reach and local practice: The promise of MOOCs. Language Learning & Technology, 18(3): 515.Google Scholar
Hashim, H., Salam, S., Mohamad, S. N. M. & Sazali, N. S. S. (2018) The designing of adaptive self-assessment activities in second language learning using massive open online courses (MOOCs). International Journal of Advanced Computer Science and Applications, 9(9): 276282. https://doi.org/10.14569/IJACSA.2018.090937 CrossRefGoogle Scholar
Hsu, L. (2021b) What makes good LMOOCs for EFL learners? Learners’ personal characteristics and Information System Success Model. Computer Assisted Language Learning. Advance online publication. https://doi.org/10.1080/09588221.2021.1899243 CrossRefGoogle Scholar
Hsu, R. L.-W. (2021a) A grounded theory exploration of language massive open online courses (LMOOCs): Understanding students’ viewpoints. Sustainability, 13(5): Article 2577. https://doi.org/10.3390/su13052577 CrossRefGoogle Scholar
Jitpaisarnwattana, N., Reinders, H. & Darasawang, P. (2021) Understanding the roles of personalization and social learning in a language MOOC through learning analytics. Online Learning, 25(4): 324343. https://doi.org/10.24059/olj.v25i4.2509 CrossRefGoogle Scholar
King, M., Luan, B. & Lopes, E. (2018) Experiences of Timorese language teachers in a blended massive open online course (MOOC) for continuing professional development (CPD). Open Praxis, 10(3): 279287. https://doi.org/10.5944/openpraxis.10.3.840 CrossRefGoogle Scholar
Kormos, J. & Nijakowska, J. (2017) Inclusive practices in teaching students with dyslexia: Second language teachers’ concerns, attitudes and self-efficacy beliefs on a massive open online learning course. Teaching and Teacher Education, 68: 3041. https://doi.org/10.1016/j.tate.2017.08.005 CrossRefGoogle Scholar
Koukis, N. & Jimoyiannis, A. (2019) MOOCS for teacher professional development: Exploring teachers’ perceptions and achievements. Interactive Technology and Smart Education, 16(1): 7491. https://doi.org/10.1108/ITSE-10-2018-0081 CrossRefGoogle Scholar
Lebedeva, M. (2021) Instructional design of skill-balanced LMOOC: A case of the Russian language MOOC for beginners. JUCS - Journal of Universal Computer Science, 27(5): 485497. https://doi.org/10.3897/jucs.67136 CrossRefGoogle Scholar
Levy, M. (2013) Design-based research and the quest for normalization in CALL. In Rodriguez, J. C. & Pardo-Ballester, C. (eds.), Design-based research in CALL. San Marcos: CALICO, 3140.Google Scholar
López, M. L. C. (2019) When bilingualism goes beyond one’s expectations: The learning of cognates amongst adult EFL students. Estudios de Lingüística Inglesa Aplicada, 1: 89121. https://doi.org/10.12795/elia.mon.2019.i1.05 Google Scholar
Luo, R. & Ye, Z. (2021) What makes a good-quality language MOOC? An empirical study of criteria to evaluate the quality of online language courses from learners’ perspectives. ReCALL, 33(2): 177192. https://doi.org/10.1017/S0958344021000082 CrossRefGoogle Scholar
Mac Lochlainn, C., Nic Giolla Mhichíl, M. & Beirne, E. (2020a) Diversity, exclusion and inclusion: A case study of welcome online & minority language representation in MOOCs. Journal of Multilingual and Multicultural Development. Advance online publication. https://doi.org/10.1080/01434632.2020.1823988 CrossRefGoogle Scholar
Mac Lochlainn, C., Nic Giolla Mhichíl, M. & Beirne, E. (2021) Clicking, but connecting? L2 learning engagement on an ab initio Irish language LMOOC. ReCALL, 33(2): 111127. https://doi.org/10.1017/S0958344021000100 CrossRefGoogle Scholar
Mac Lochlainn, C., Nic Giolla Mhichíl, M., Beirne, E. & Brown, M. (2020b) The soul behind the screen: Understanding cultural enrichment as a motivation of informal MOOC learning. Distance Education, 41(2): 201215. https://doi.org/10.1080/01587919.2020.1757408 CrossRefGoogle Scholar
Martín-Monje, E. & Bárcena, E. (eds.) (2014) Language MOOCs: Providing learning, transcending boundaries. Warsaw: De Gruyter Open. https://doi.org/10.2478/9783110420067 CrossRefGoogle Scholar
Martín-Monje, E. & Borthwick, K. (2021) Researching massive open online courses for language teaching and learning [Editorial]. ReCALL, 33(2): 107110. https://doi.org/10.1017/S0958344021000094 CrossRefGoogle Scholar
Martín-Monje, E., Castrillo, M. D. & Mañana-Rodríguez, J. (2018) Understanding online interaction in language MOOCs through learning analytics. Computer Assisted Language Learning, 31(3): 251272. https://doi.org/10.1080/09588221.2017.1378237 CrossRefGoogle Scholar
Martín-Monje, E., Read, T. & Bárcena, E. (2017) The importance of forum interaction and success rates in language MOOCs. EMOOCs 2017: European MOOCs Stakeholders Summit. Madrid, Spain, 22–26 May.Google Scholar
Mellati, M. & Khademi, M. (2020) MOOC-based educational program and interaction in distance education: Long life mode of teaching. Interactive Learning Environments, 28(8): 10221035. https://doi.org/10.1080/10494820.2018.1553188 CrossRefGoogle Scholar
Meri-Yilan, S. (2020) The online interface and social inclusion: A MOOC study in Turkey. Journal of Interactive Media in Education, 2020(1): 110. https://doi.org/10.5334/jime.558 CrossRefGoogle Scholar
Mimno, D., Wallach, H., Talley, E., Leenders, M. & McCallum, A. (2011) Optimizing semantic coherence in topic models. In Barzilay, R. & Johnson, M. (eds.), Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing. Stroudsburg: Association of Computational Linguistics, 262272.Google Scholar
Moreno, A. I. & Traxler, J. (2016) Mall-based MOOCS for language teachers: Challenges and opportunities. Porta Linguarum Revista Interuniversitaria de Didáctica de Las Lenguas Extranjeras, 1: 7385. https://doi.org/10.30827/Digibug.54090 Google Scholar
Orsini-Jones, M., Zou, B., Hu, Y. & Wei, L. (2017) Chinese English teachers’ perspectives on “distributed flip MOOC blends”: From BMELTT to BMELTE. International Journal of Computer-Assisted Language Learning and Teaching, 7(4): 114. https://doi.org/10.4018/IJCALLT.2017100101 CrossRefGoogle Scholar
Phi, M. T. (2017) Becoming autonomous learners to become autonomous teachers: Investigation on a MOOC blend. International Journal of Computer-Assisted Language Learning and Teaching, 7(4): 1532. https://doi.org/10.4018/IJCALLT.2017100102 CrossRefGoogle Scholar
Read, T., & Bárcena, E. (2020) Toward a framework for language moocs and mobile assisted language learning. Propósitos y Representaciones, 8(1), e470. https://doi.org/10.20511/pyr2020.v8n1.470 Google Scholar
Read, T. & Bárcena, E. (2021) The role of activeness for potentiating learning in LMOOCs for vulnerable groups. Journal of Interactive Media in Education, 2021(1): 113. https://doi.org/10.5334/jime.628 CrossRefGoogle Scholar
Rodrigo, C. (2014) Accessibility in language MOOCs. In Martín-Monje, E. M. & Bárcena Madera, E. (eds.), Language MOOCs: Providing learning, transcending boundaries. Warsaw: De Gruyter Open, 106126. https://doi.org/10.2478/9783110420067.7 CrossRefGoogle Scholar
Sallam, M. H., Martín-Monje, E. & Li, Y. (2020) Research trends in language MOOC studies: A systematic review of the published literature (2012–2018). Computer Assisted Language Learning, 35(4): 764791. https://doi.org/10.1080/09588221.2020.1744668 CrossRefGoogle Scholar
Shah, D. (2020) The second year of the MOOC: A review of MOOC stats and trends in 2020. https://www.classcentral.com/report/the-second-year-of-the-mooc Google Scholar
Shalatska, H. M. (2018) The efficiency of MOOCs implementation in teaching English for professional purposes. Information Technologies and Learning Tools, 66(4): 186196. https://doi.org/10.33407/itlt.v66i4.2106 CrossRefGoogle Scholar
Sokolik, M. (2014) What constitutes an effective language MOOC? In Martín-Monje, E. M. & Bárcena Madera, E. (eds.), Language MOOCs: Providing learning, transcending boundaries. Warsaw: De Gruyter Open, 1632. https://doi.org/10.2478/9783110420067.2 CrossRefGoogle Scholar
Sokolik, M. (2016) Academic writing in MOOC environments: Challenges and rewards. In Martín-Monje, E., Elorza, I. & Riaza, B. G. (eds.), Technology-enhanced language learning for specialized domains: Practical applications and mobility. Abingdon: Routledge, 165176.Google Scholar
Suen, H. K. (2014) Peer assessment for massive open online courses (MOOCs). The International Review of Research in Open and Distributed Learning, 15(3): 312327. https://doi.org/10.19173/irrodl.v15i3.1680 CrossRefGoogle Scholar
Uchidiuno, J. O., Ogan, A., Yarzebinski, E. & Hammer, J. (2018) Going global: Understanding English language learners’ student motivation in English-language MOOCs. International Journal of Artificial Intelligence in Education, 28(4): 528552. https://doi.org/10.1007/s40593-017-0159-7 CrossRefGoogle Scholar
UNC Health Sciences Library. (2021) The LibGuides: Creating a PRISMA flow diagram: PRISMA 2020. https://guides.lib.unc.edu/prisma Google Scholar
Ushioda, E. (2011) Language learning motivation, self and identity: Current theoretical perspectives. Computer Assisted Language Learning, 24(3): 199210. https://doi.org/10.1080/09588221.2010.538701 CrossRefGoogle Scholar
Wang, J., An, N. & Wright, C. (2018) Enhancing beginner learners’ oral proficiency in a flipped Chinese foreign language classroom. Computer Assisted Language Learning, 31(5–6): 490521. https://doi.org/10.1080/09588221.2017.1417872 CrossRefGoogle Scholar
Wright, C. & Furneaux, C. (2021) ‘I am proud of myself’: Student satisfaction and achievement on an academic English writing MOOC. International Journal of Computer-Assisted Language Learning and Teaching, 11(1): 2137. https://doi.org/10.4018/IJCALLT.2021010102 CrossRefGoogle Scholar
Xue, X. & Dunham, R. E. (2021) Using a SPOC-based flipped classroom instructional mode to teach English pronunciation. Computer Assisted Language Learning. Advance online publication. https://doi.org/10.1080/09588221.2021.1980404 CrossRefGoogle Scholar
Yu, C. H., Jannasch-Pennell, A. & DiGangi, S. (2011) Compatibility between text mining and qualitative research in the perspectives of grounded theory, content analysis, and reliability. The Qualitative Report, 16(3): 730744.Google Scholar
Zancanaro, A. & Domingues, M. J. C. S. (2018) Massive open online courses (MOOC) for teaching Portuguese for foreigners: A case study. Turkish Online Journal of Distance Education, 19(2): 420. https://doi.org/10.17718/tojde.415602 CrossRefGoogle Scholar
Zeng, S., Zhang, J., Gao, M., Xu, K. M, & Zhang, J. (2020) Using learning analytics to understand collective attention in language MOOCs. Computer Assisted Language Learning, 35(7): 15941619. https://doi.org/10.1080/09588221.2020.1825094 CrossRefGoogle Scholar
Supplementary material: File

Zhang and Sun supplementary material

Appendix

Download Zhang and Sun supplementary material(File)
File 244 KB