Structural relationship of EFL learners’ psychological needs and capital, and their willingness to take EMI courses: perceived value of English as a moderator

References

• Alamer, A. 2022. “Basic Psychological Needs, Motivational Orientations, Effort, and Vocabulary Knowledge: A Comprehensive Model.” Studies in Second Language Acquisition 44 (1): 164–184. doi:10.1017/s027226312100005x.
   Web of Science ®Google Scholar
• Alamer, A., and J. Lee. 2019. “A Motivational Process Model Explaining L2 Saudi Students’ Achievement of English.” System 87: 102133. doi:10.1016/j.system.2019.102133.
   Web of Science ®Google Scholar
• Alhassan, A., N. A. Ali, and H. I. H. Ali. 2021. “EFL Students’ Challenges in English-Medium Business Programmes: Perspectives from Students and Content Teachers.” Cogent Education 8 (1): 1888671. doi:10.1080/2331186x.2021.1888671.
   Web of Science ®Google Scholar
• An, J., and N. Thomas. 2021. “Students’ Beliefs about the Role of Interaction for Science Learning and Language Learning in EMI Science Classes: Evidence from High Schools in China.” Linguistics and Education 65: 100972. doi:10.1016/j.linged.2021.100972.
   Web of Science ®Google Scholar
• Baena-Extremera, A., A. Granero-Gallegos, R. Baños, and M. D. M. Ortiz-Camacho. 2018. “Can Physical Education Contribute to Learning English? Structural Model from Self-Determination Theory.” Sustainability 10 (10): 3613. doi:10.3390/su10103613.
   Web of Science ®Google Scholar
• Barnawi, O. Z. 2021. “EMI as a Performative Technology of Acceleration in Higher Education Contexts: Academics and Administrators’ Perspectives.” International Journal of Bilingual Education and Bilingualism, 1–13. doi: 10.1080/13670050.2021.1954385.
   Web of Science ®Google Scholar
• Block, D., and B. Moncada-Comas. 2022. “English-Medium Instruction in Higher Education and the ELT Gaze: STEM lecturers’ Self-Positioning as Not English Language Teachers.” International Journal of Bilingual Education and Bilingualism 25 (2): 401–417. doi: 10.1080/13670050.2019.1689917.
   Web of Science ®Google Scholar
• Bocanegra Valle, A. M. 2013. “The Perceived Value of English for Academic Publishing Among ESP Multilingual Scholars in Europe.” ESP Today 1 (1): 5–25.
   Google Scholar
• Bratko, D., A. Butkovic, T. V. Hlupic, and M. Pocrnic. 2022. “Etiology of Basic Psychological Needs and their Association with Personality: A Twin Study.” Journal of Research in Personality 97: 104201. doi:10.1016/j.jrp.2022.104201.
   Web of Science ®Google Scholar
• Cantarero, K., W. A. Van Tilburg, and E. Smoktunowicz. 2021. “Affirming Basic Psychological Needs Promotes Mental Well-Being During the COVID-19 Outbreak.” Social Psychological and Personality Science 12 (5): 821–828. doi:10.1177/1948550620942708.
   Web of Science ®Google Scholar
• Carmona-Halty, M., W. B. Schaufeli, S. Llorens, and M. Salanova. 2019. “Satisfaction of Basic Psychological Needs Leads to Better Academic Performance via Increased Psychological Capital: A Three-Wave Longitudinal Study Among High School Students.” Frontiers in Psychology 2113, doi:10.3389/fpsyg.2019.02113.
   Google Scholar
• Carreira, J. M. 2012. “Motivational Orientations and Psychological Needs in EFL Learning Among Elementary School Students in Japan.” System 40 (2): 191–202. doi:10.1016/j.system.2012.02.001.
   Web of Science ®Google Scholar
• Çavuş, M. F., and A. Gökçen. 2015. “Psychological Capital: Definition, Components and Effects.” British Journal of Education, Society and Behavioural Science 5 (3): 244–255. doi:10.9734/bjesbs/2015/12574.
   Google Scholar
• Chan, R. L. 2007. Context and Impact of Medium of Instruction on Attitudes, Motivation and Academic Performance: Secondary School Children in Hong Kong (Unpublished master’s thesis). Durham University. Retrieved from http://etheses.dur.ac.uk/2851/.
   Google Scholar
• Chang, Y. Y. 2010. “English-Medium Instruction for Subject Courses in Tertiary Education: Reactions from Taiwanese Undergraduate Students.” Taiwan International ESP Journal 2 (1): 55–84. doi: 10.6706/TIESPJ.2010.2.1.3.
   Google Scholar
• Chen, Y. L. E., and D. Kraklow. 2015. “Taiwanese College Students’ Motivation and Engagement for English Learning in the Context of Internationalization at Home: A Comparison of Students in EMI and Non-EMI Programs.” Journal of Studies in International Education 19 (1): 46–64. doi:10.1177/1028315314533607.
   Web of Science ®Google Scholar
• Chin, W. W. 1998. “The Partial Least Squares Approach to Structural Equation Modeling.” In Modern Methods for Business Research, edited by G. A. Marcoulides, 295–358. Mahwah: Lawrence Erlbaum.
   Google Scholar
• Chun, S., H. Kim, C. K. Park, K. McDonald, O. Sun Ha, D. L. Kim, and S. M. Lee. 2017. “South Korean Students’ Responses to English-Medium Instruction Courses.” Social Behavior and Personality: An International Journal 45 (6): 951–965. doi:10.2224/sbp.6049.
   Web of Science ®Google Scholar
• Datu, J. A. D., and J. P. M. Valdez. 2016. “Psychological Capital Predicts Academic Engagement and Well-Being in Filipino High School Students.” The Asia-Pacific Education Researcher 25 (3): 399–405. doi:10.1007/s40299-015-0254-1.
   Web of Science ®Google Scholar
• Deci, E., and R. Ryan. 2000. “The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior.” Psychological Inquiry 11 (4): 227–268. doi:10.1207/s15327965pli1104_01.
   Web of Science ®Google Scholar
• Dincer, A., S. Yeşilyurt, K. A. Noels, and D. I. Vargas Lascano. 2019. “Self-Determination and Classroom Engagement of EFL Learners: A Mixed-Methods Study of the Self-System Model of Motivational Development.” Sage Open 9 (2): 2158244019853913. doi:10.1177/2158244019853913.
   Web of Science ®Google Scholar
• Du, X., and J. Jackson. 2018. “From EFL to EMI: The Evolving English Learning Motivation of Mainland Chinese Students in a Hong Kong University.” System 76: 158–169. doi:10.1016/j.system.2018.05.011.
   Web of Science ®Google Scholar
• Ekoç, A. 2020. “English Medium Instruction (EMI) from the Perspectives of Students at a Technical University in Turkey.” Journal of Further and Higher Education 44 (2): 231–243. doi:10.1080/0309877x.2018.1527025.
   Web of Science ®Google Scholar
• Ferrer, A., and T. B. Lin. 2021. “Official Bilingualism in a Multilingual Nation: A Study of the 2030 Bilingual Nation Policy in Taiwan.” Journal of Multilingual and Multicultural Development, 1–13. doi:10.1080/01434632.2021.1909054.
   Web of Science ®Google Scholar
• Fornell, C., and D. F. Larcker. 1981. “Structural Equation Models with Unobservable Variables and Measurement Error: Algebra and Statistics.” Journal of Marketing Research 18 (3): 382–388. doi:10.1177/002224378101800313.
   Web of Science ®Google Scholar
• Fraguela-Vale, R., L. Varela-Garrote, M. Carretero-García, and E. M. Peralbo-Rubio. 2020. “Basic Psychological Needs, Physical Self-Concept, and Physical Activity Among Adolescents: Autonomy in Focus.” Frontiers in Psychology 11: 491. https://doi.org/10.3389/fpsyg.2020.0049.
   PubMedGoogle Scholar
• Galloway, N., T. Numajiri, and N. Rees. 2020. “The ‘Internationalisation’, or ‘Englishisation’, of Higher Education in East Asia.” Higher Education 80 (3): 395–414. doi:10.1007/s10734-019-00486-.
   Web of Science ®Google Scholar
• Graham, K. M., W. Y. Pan, and Z. R. Eslami. 2021. “A Critique of Taiwan’s Bilingual Education Policy Through a ROAD-MAPPING of Teacher Experiences.” Current Issues in Language Planning 22 (5): 516–534. doi:10.1080/14664208.2021.1884434.
   Web of Science ®Google Scholar
• Gu, M. M., C. K. J. Lee, and T. Jin. 2022. “A Translanguaging and Trans-semiotizing Perspective on Subject Teachers’ Linguistic and Pedagogical Practices in EMI Programme.” Applied Linguistics Review, https://doi.org/10.1515/applirev-2022-0036.
   Web of Science ®Google Scholar
• Hair, J., and A. Alamer. 2022. “Partial Least Squares Structural Equation Modeling (PLS-SEM) in Second Language and Education Research: Guidelines Using an Applied Example.” Research Methods in Applied Linguistics 1 (3): 100027. https://doi.org/10.1016/j.rmal.2022.100027.
   Google Scholar
• Hair, J. F., G. T. M. Hult, C. Ringle, and M. Sarstedt. 2017a. A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). 2nd ed. Thousand Oaks, CA: SAGE.
   Google Scholar
• Hair, J. F., G. T. M. Hult, C. M. Ringle, M. Sarstedt, N. P. Danks, and S. Ray. 2021. “An Introduction to Structural Equation Modeling.” In Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R, 1–29. Cham: Springer.
   Google Scholar
• Hair, J. F. Jr., L. M. Matthews, R. L. Matthews, and M. Sarstedt. 2017b. “PLS-SEM or CB-SEM: Updated Guidelines on Which Method to Use.” International Journal of Multivariate Data Analysis 1 (2): 107–123. doi:10.1504/IJMDA.2017.10008574.
   Google Scholar
• Hallett, J. 2013. “Dreams and Realities: Developing Countries and the English language.” Journal of Multilingual and Multicultural Development 34 (7): 746–748. doi:10.1080/01434632.2013.803762.
   Web of Science ®Google Scholar
• Henseler, J., C. M. Ringle, and M. Sarstedt. 2015. “A New Criterion for Assessing Discriminant Validity in Variance-Based Structural Equation Modeling.” Journal of the Academy of Marketing Science 43 (1): 115–135. doi:10.1007/s11747-014-0403-8.
   Web of Science ®Google Scholar
• Høgheim, S., and R. Reber. 2015. “Supporting Interest of Middle School Students in Mathematics Through Context Personalization and Example Choice.” Contemporary Educational Psychology 42: 17–25. doi:10.1016/j.cedpsych.2015.03.006.
   Web of Science ®Google Scholar
• Hsu, L. 2021. “What Makes Good LMOOCs for EFL Learners? Learners’ Personal Characteristics and Information System Success Model.” Computer Assisted Language Learning, 1–25. doi:10.1080/09588221.2021.1899243.
   Web of Science ®Google Scholar
• Hsu, L. 2022. “EFL Learners’ Self-Determination and Acceptance of LMOOCs: The UTAUT Model.” Computer Assisted Language Learning, 1–29. doi:10.1080/09588221.2021.1976210.
   Web of Science ®Google Scholar
• Ismailov, M. 2022. “Content Lecturer and Quality Interaction in EMI University Classrooms: A Longitudinal Case Study.” Journal of Multilingual and Multicultural Development, 1–22. doi: 10.1080/01434632.2022.2092120.
   Web of Science ®Google Scholar
• Jablonkai, R. R., and J. Hou. 2021. “English Medium of Instruction in Chinese Higher Education: A Systematic Mapping Review of Empirical Research.” Applied Linguistics Review, https://doi.org/10.1515/applirev-2021-0179.
   Google Scholar
• Jenkins, J. 2019. “English Medium Instruction in Higher Education: The Role of English as Lingua Franca.” Second Handbook of English Language Teaching, 91–108. doi:10.1007/978-3-030-02899-2_7.
   Google Scholar
• Jiang, L., L. J. Zhang, and S. May. 2019. “Implementing English-Medium Instruction (EMI) in China: Teachers’ Practices and Perceptions, and Students’ Learning Motivation and Needs.” International Journal of Bilingual Education and Bilingualism 22 (2): 107–119. doi:10.1080/13670050.2016.1231166.
   Web of Science ®Google Scholar
• Kang, X., and Y. Wu. 2022. “Academic Enjoyment, Behavioral Engagement, Self-Concept, Organizational Strategy and Achievement in EFL Setting: A Multiple Mediation Analysis.” Plos One 17 (4): e0267405. doi:10.1371/journal.pone.0267405.
   PubMed Web of Science ®Google Scholar
• Karbakhsh, R., and M. Ahmadi Safa. 2020. “Basic Psychological Needs Satisfaction, Goal Orientation, Willingness to Communicate, Self-Efficacy, and Learning Strategy Use as Predictors of Second Language Achievement: A Structural Equation Modeling Approach.” Journal of Psycholinguistic Research 49 (5): 803–822. doi:10.1007/s10936-020-09714-7.
   PubMed Web of Science ®Google Scholar
• Keller, H. 2016. “Psychological Autonomy and Hierarchical Relatedness as Organizers of Developmental Pathways.” Philosophical Transactions of the Royal Society B: Biological Sciences 371 (1686): 20150070. https://doi.org/10.1098/rstb.2015.0070.
   PubMed Web of Science ®Google Scholar
• Khajavy, G. H., H. Makiabadi, and S. A. Navokhi. 2019. “The Role of Psychological Capital in Language Learners’ Willingness to Communicate, Motivation, and Achievement.” Eurasian Journal of Applied Linguistics 5 (3): 495–513. doi:10.32601/ejal.651346.
   Web of Science ®Google Scholar
• Kuteeva, M. 2020. “Revisiting the ‘E’ in EMI: Students’ Perceptions of Standard English, Lingua Franca and Translingual Practices.” International Journal of Bilingual Education and Bilingualism 23 (3): 287–300. doi:10.1080/13670050.2019.1637395.
   Web of Science ®Google Scholar
• Kym, I., and M. H. Kym. 2014. “Students’ Perceptions of EMI in Higher Education in Korea.” Journal of Asia TEFL 11 (2): 35–61.
   Google Scholar
• Lan, S. W. 2022. “International Students’ Perceptions of Multilingual English-Medium Instruction Classrooms: A Case Study in Taiwan.” Multilingua, doi:10.1515/multi-2021-0029.
   Web of Science ®Google Scholar
• Lin, H. Y. 2012. “Local Responses to Global English: Perceptions of English in Taiwan: Personal Responses Toward the Spread of Global English and Its Impact in Taiwan.” English Today 28 (3): 67–72. doi:10.1017/s0266078412000119.
   Web of Science ®Google Scholar
• Lin, H. Y. 2019. “Perceptions of the Englishization of Higher Education in Taiwan: Implementation and Implications.” International Journal of Bilingual Education and Bilingualism 23 (5): 617–634. doi:10.1080/13670050.2019.1579778.
   Web of Science ®Google Scholar
• Lin, Y. T. 2020. “The Interrelationship among Psychological Capital, Mindful Learning, and English Learning Engagement of University Students in Taiwan.” SAGE Open 10 (1): 2158244020901603. doi:10.1177/2158244020901603.
   Web of Science ®Google Scholar
• Lin, S. L., T. H. Wen, G. S. Ching, and Y. C. Huang. 2021. “Experiences and Challenges of an English as a Medium of Instruction Course in Taiwan during COVID-19.” International Journal of Environmental Research and Public Health 18 (24): 12920. doi:10.3390/ijerph182412920.
   PubMed Web of Science ®Google Scholar
• Lipińska-Grobelny, A., and O. Zwardoń-Kuchciak. 2021. “Psychometric Properties of the Psychological Capital Questionnaire (KKaPsy).” Current Issues in Personality Psychology 9: 1. doi:10.5114/cipp.2021.112374.
   Google Scholar
• Liu, S. S., M. W. Morris, T. Talhelm, and Q. Yang. 2019. “Ingroup Vigilance in Collectivistic Cultures.” Proceedings of the National Academy of Sciences 116 (29): 14538–14546. https://doi.org/10.1073/pnas.1817588116.
   PubMed Web of Science ®Google Scholar
• Luthans, F., B. J. Avolio, J. B. Avey, and S. M. Norman. 2007a. “Positive Psychological Capital: Measurement and Relationship with Performance and Satisfaction.” Personnel Psychology 60 (3): 541–572. doi:10.1111/j.1744-6570.2007.00083.x.
   Web of Science ®Google Scholar
• Luthans, F., C. M. Youssef-Morgan, and B. J. Avolio. 2015. Psychological Capital and Beyond. New York, NY: Oxford University Press.
   Google Scholar
• Luthans, F., C. M. Youssef, and B. J. Avolio. 2007b. Psychological Capital: Developing the Human Competitive Edge (Vol. 198). Oxford: Oxford University Press.
   Google Scholar
• Marquardt, A. 2018. “Modelling the Perceived Value of Compulsory English Education: A Partial Replication.” Second Language Studies 37 (1): 77–108. http://hdl.handle.net/10125/67842.
   Google Scholar
• McHugh, M. L. 2012. “Interrater Reliability: The Kappa Statistic.” Biochemia Medica 22 (3): 276–282. doi:10.11613/bm.2012.031.
   PubMed Web of Science ®Google Scholar
• Ngo, H., and A. Eichelberger. 2021. “College Students’ Perceived Self-Efficacy and Use of Information and Communication Technologies in EFL Learning.” International Journal of Education and Development using Information and Communication Technology 17 (1): 34–44.
   Google Scholar
• Noels, K. A., D. I. V. Lascano, and K. Saumure. 2019. “The Development of Self-Determination Across the Language Course: Trajectories of Motivational Change and the Dynamic Interplay of Psychological Needs, Orientations, and Engagement.” Studies in Second Language Acquisition 41 (4): 821–851. doi:10.1017/s0272263118000189.
   Web of Science ®Google Scholar
• Nolzen, N. 2018. “The Concept of Psychological Capital: A Comprehensive Review.” Management Review Quarterly 68 (3): 237–277. doi:10.1007/s11301-018-0138-6.
   Google Scholar
• Peng, J. E., and X. S. Xie. 2021. “English-Medium Instruction as a Pedagogical Strategy for the Sustainable Development of EFL Learners in the Chinese Context: A Meta-Analysis of Its Effectiveness.” Sustainability 13 (10): 5637. doi:10.3390/su13105637.
   Web of Science ®Google Scholar
• Pirouz, D. M. 2006. An Overview of Partial Least Squares. http://www.merage.uci.edu/~dpirouz04/research/pls/PLS.pdf. doi:10.2139/ssrn.1631359.
   Google Scholar
• Preece, S. 2022. “Developing the Multilingual Agenda in EMI Higher Educational Institutions.” ELT Journal 76 (2): 183–193. https://doi.org/10.1093/elt/ccab087.
   Web of Science ®Google Scholar
• Pun, J., and X. Jin. 2021. “Student Challenges and Learning Strategies at Hong Kong EMI Universities.” PLoS One 16 (5): e0251564. doi:10.1371/journal.pone.0251564.
   PubMed Web of Science ®Google Scholar
• Ratna, A. S. 2017. “Controversy Behind Applying EMI (English as the Medium of Instruction) among EFL Students. Proceedings of the Ninth International Conference on Applied Linguistics (CONAPLIN 9).” Advances in Social Science, Education and Humanities Research (ASSEHR) 82: 58–63. doi:10.2991/conaplin-16.2017.12.
   Google Scholar
• Ryan, R. M., and E. L. Deci. 2000. “Self-Determination Theory and the Facilitation of Intrinsic Motivation, Social Development, and Well-Being.” American Psychologist 55 (1): 68–78. doi:10.1037/0003-066x.55.1.68.
   PubMed Web of Science ®Google Scholar
• Ryan, R. M., and E. L. Deci. 2017. Self-Determination Theory: Basic Psychological Needs in Motivation, Development, and Wellness. New York, NY: Guilford Press.
   Google Scholar
• Segars, A. H. 1997. “Assessing the Unidimensionality of Measurement: A Paradigm and Illustration within the Context of Information Systems Research.” Omega 25 (1): 107–121. doi:10.1016/S0305-0483(96)00051-5.
   Web of Science ®Google Scholar
• Shmueli, G., M. Sarstedt, J. F. Hair, J. H. Cheah, H. Ting, S. Vaithilingam, and C. M. Ringle. 2019. “Predictive Model Assessment in PLS-SEM: Guidelines for Using PLSpredict.” European Journal of Marketing 53 (11): 2322–2347. doi:10.1108/EJM-02-2019-0189.
   Web of Science ®Google Scholar
• Sinring, A., F. Aryani, and N. F. Umar. 2022. “Examining the Effect of Self-Regulation and Psychological Capital on the Students’ Academic Coping Strategies During the Covid-19 Pandemic.” International Journal of Instruction 15 (2): 487–500. doi:10.29333/iji.2022.15227a.
   Web of Science ®Google Scholar
• Soyoof, A. 2022. “Iranian EFL Students’ Perception of Willingness to Communicate in an Extramural Digital Context.” Interactive Learning Environments, 1–18. doi:10.1080/10494820.2021.2024579.
   Web of Science ®Google Scholar
• Tamtam, A. G., F. Gallagher, A. G. Olabi, and S. Naher. 2012. “A Comparative Study of the Implementation of EMI in Europe.” Asia and Africa. Procedia-Social and Behavioral Sciences 47: 1417–1425. doi:10.1016/j.sbspro.2012.06.836.
   Google Scholar
• Toshie, A., and T. Osamu. 2016. “Re-Examination of Psychological Needs and L2 Motivation of Japanese EFL Learners: An Interview Study.” Asian EFL Journal 89: 74–98.
   Google Scholar
• Wang, W., and J. Zhan. 2020. “The Relationship Between English Language Learner Characteristics and Online Self-Regulation: A Structural Equation Modeling Approach.” Sustainability 12 (7): 3009. doi:10.3390/su12073009.
   Web of Science ®Google Scholar
• Wannagat, U. 2007. “Learning Through L2–Content and Language Integrated Learning (CLIL) and English as Medium of Instruction (EMI).” International Journal of Bilingual Education and Bilingualism 10 (5): 663–682. doi:10.2167/beb465.0.
   Google Scholar
• Wong, R. 2019. “Basis Psychological Needs of Students in Blended Learning.” Interactive Learning Environments 30 (6): 984–998. doi:10.1080/10494820.2019.1703010.
   Web of Science ®Google Scholar
• Wu, W.-S. 2006. “Students’ Attitudes Toward EMI: Using Chung Hua University as an Example.” Journal of Education and Foreign Language and Literature 4: 67–84. doi: 10.6372/JEFLL.200612.0067.
   Google Scholar
• Wu, M. H., G. Leung, J. K. Yang, I. H. Hsieh, and K. Lin. 2022. ““A Different Story to Share”: Asian American English Teachers in Taiwan and Idealized “Nativeness” in EFL.” Journal of Language, Identity & Education 21 (1): 46–59. doi:10.1080/15348458.2020.1777870.
   Web of Science ®Google Scholar
• Yeh, C. C. 2014. “Taiwanese Students’ Experiences and Attitudes Towards English-Medium Courses in Tertiary Education.” RELC Journal 45 (3): 305–319. doi:10.1177/0033688214555358.
   Google Scholar
• You, J. W. 2016. “The Relationship Among College Students’ Psychological Capital, Learning Empowerment, and Engagement.” Learning and Individual Differences 49: 17–24. doi:10.1016/j.lindif.2016.05.001.
   Web of Science ®Google Scholar
• Yuan, R., T. Zhang, and M. Li. 2022. “‘EMI is Like a Durian’: Chinese Students’ Perspectives on an Ideal English-Medium Instruction Classroom in Higher Education.” Language and Education, 1–17. doi: 10.1080/09500782.2022.2119862.
   Web of Science ®Google Scholar
• Zhang, M., and E. Pladevall-Ballester. 2022. “Students’ Attitudes and Perceptions Towards Three EMI Courses in Mainland China.” Language, Culture and Curriculum 35 (2): 200–216. doi:10.1080/07908318.2021.1979576.
   Web of Science ®Google Scholar
• Zumor, A., and A. Qasem. 2019. “Challenges of Using EMI in Teaching and Learning of University Scientific Disciplines: Student Voice.” International Journal of Language Education 3 (1): 74–90. doi:10.26858/ijole.v1i1.7510.
   Google Scholar