What drives English-speaking skills? An integrative SEM-PLS model of motivation, interest, vocabulary, and independence
DOI:
https://doi.org/10.33474/j-reall.v7i2.25159Keywords:
English speaking skills, learning independence, learning interest, learning motivation, vocabulary masteryAbstract
Although learning motivation, learning interest, vocabulary mastery, and learning independence are recognized as key contributors to EFL speaking development, they are often examined in isolation. This study investigated the direct and indirect effects of learning motivation, learning interest, and vocabulary mastery on English speaking ability through learning independence and identified the strongest predictor of speaking performance. An explanatory quantitative design was employed with 148 undergraduate EFL students selected through purposive sampling. Data were collected using a structured questionnaire and a speaking performance test assessing fluency, pronunciation, vocabulary, grammar, and comprehension. Partial least squares structural equation modeling (PLS-SEM) was used for data analysis. The results revealed that learning interest (β = 0.278, p = 0.002), learning motivation (β = 0.240, p = 0.021), and vocabulary mastery (β = 0.372, p < 0.001) significantly predicted learning independence. Vocabulary mastery (β = 0.309, p = 0.003) and learning independence (β = 0.373, p = 0.001) significantly predicted English speaking ability, whereas learning interest and learning motivation showed no significant direct effects. Learning interest and vocabulary mastery exerted significant indirect effects on speaking ability through learning independence, while learning motivation did not. The model explained 67.4% of the variance in speaking ability and 63.8% of the variance in learning independence. These findings indicate that learning independence is the strongest direct predictor of English speaking ability and a key mediating mechanism linking vocabulary mastery and learning interest to speaking performance. Integrating vocabulary development, learner-autonomy strategies, and sustained speaking practice may therefore enhance EFL speaking outcomes.
References
Aleidan, G. B. (2024). The impact of motivation on enhancing speaking skill among Saudi learners: A literature review. English Language Teaching, 17(6), 18. https://doi.org/10.5539/elt.v17n6p18
Almayez, M. A., Al-khresheh, M. H., AL-Qadri, A. H., Alkhateeb, I. A., & Alomaim, T. I. M. (2025). Motivation and English self-efficacy in online learning applications among Saudi EFL learners: Exploring the mediating role of self-regulated learning strategies. Acta Psychologica, 254, 104796. https://doi.org/10.1016/j.actpsy.2025.104796
Azzahra, J. P., & Utami, P. P. (2025). Implementing vocabulary self-collection strategy in teaching vocabulary mastery to secondary junior high school. TOFEDU: The Future of Education Journal, 4(8), 4181–4189. Retrieved from https://journal.tofedu.or.id/index.php/journal/article/view/1172
Bangun, H. K. B., & Simanjuntak, D. C. (2022). The effects of vocabulary mastery on English-speaking ability: A meta-analysis study. Journal of Languages and Language Teaching, 10(2), 211. https://doi.org/10.33394/jollt.v10i2.4995
Bao, I. R. K. D., Aleksius, M., & Danibao, B. K. (2024). Autonomous learning strategies to improve the speaking skills of the EFL university students. Ethical Lingua: Journal of Language Teaching and Literature, 11(1), 171–186. https://doi.org/10.30605/25409190.690
Chang, P., Zhou, L., & Zhang, L. J. (2024). The roles of task-specific self-efficacy and enjoyment in EFL learners’ development of speaking CALF: A longitudinal study. System, 127, 103539. https://doi.org/10.1016/j.system.2024.103539
Daidone, D., & Darcy, I. (2021). Vocabulary size is a key factor in predicting second language lexical encoding accuracy. Frontiers in Psychology, 12, Article 688356. https://doi.org/10.3389/fpsyg.2021.688356
Duyen, H. T. M., & Hao, N. N. (2023). Motivating factors in learning speaking of English majored sophomores. International Journal of Social Science and Human Research, 6(4), 2354–2362. https://doi.org/10.47191/ijsshr/v6-i4-45
Eriyanto, M. G., Roesminingsih, M. V., Soedjarwo, & Soeherman, I. K. (2021). The effect of learning motivation on learning independence and learning outcomes of students in the Package C equivalence program. IJORER: International Journal of Recent Educational Research, 2(4), 455–467. https://doi.org/10.46245/ijorer.v2i4.122
Goodarzi, A., & Namaziandost, E. (2025). A mixed-methods study on the effects of online dynamic assessment on L2 learners’ motivation and speaking anxiety: Beyond the classroom perspectives. Computers in Human Behavior Reports, 17, 100584. https://doi.org/10.1016/j.chbr.2024.100584
Hair, J. F., Jr., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate data analysis (8th ed.). Cengage.
Hu, Y., Muhammad, S., & Xu, P. (2026). Smart learning environments and student engagement: A structural equation modeling study of psychological safety, learning motivation, and willingness to communicate. Acta Psychologica, 264, 106462. https://doi.org/10.1016/j.actpsy.2026.106462
Jin, X., Ruegg, R., Skalicky, S., & Coxhead, A. (2026). Vocabulary in academic texts across disciplinary fields. Applied Corpus Linguistics, 6(1), 100189. https://doi.org/10.1016/j.acorp.2026.100189
Kafipour, R., & Khoshnood, A. (2023). Effect of feedback through dynamic assessment on EFL field-dependent and field-independent learners’ speaking skill development. Frontiers in Education, 8, 1049680. https://doi.org/10.3389/feduc.2023.1049680
Kumar, T. (2021). Desire to learn, learn to shine: Idolizing motivation in enhancing speaking skill among L2 learners. Cypriot Journal of Educational Sciences, 16(1), 411–422. https://doi.org/10.18844/cjes.v16i1.5542
Li, J., Wang, C., Zhao, Y., & Li, Y. (2024). Boosting learners’ confidence in learning English: Can self-efficacy-based intervention make a difference? TESOL Quarterly, 58(4), 1518–1547. https://doi.org/10.1002/tesq.3292
Li, Y., & Singh, C. (2021). Effect of gender, self-efficacy, and interest on perception of the learning environment and outcomes in calculus-based introductory physics courses. Physical Review Physics Education Research, 17(1), 010143. https://doi.org/10.1103/PhysRevPhysEducRes.17.010143
Lin, Y., Maslawati, M. B., & Mahmud, M. I. (2025). Exploring the relationship between English-speaking self-efficacy and English learning motivation among polytechnic EFL learners. Arab World English Journal, 16(1), 55–69. https://doi.org/10.24093/awej/vol16no1.4
Ma, C., & Chen, B. C. (2024). Influence of competitive attitude and self-efficacy on task motivation in vocational high school students: The moderating role of competitive environment in the context of “lying flat” culture. Frontiers in Psychology, 15, 1427041. https://doi.org/10.3389/fpsyg.2024.1427041
Ma, X., Xie, D., Luo, S., & Tian, S. (2023). Research on English teaching practice in high school based on independent learning theory. Open Journal of Social Sciences, 11(11), 397–419. https://doi.org/10.4236/jss.2023.1111027
Maisyaroh, M., Juharyanto, J., Wiyono, B. B., Nawi, A. M., Adha, M. A., & Lesmana, I. (2024). Unveiling the nexus of leadership, culture, learning independence, passion trend-based learning, and teacher creativity in shaping digital student skills. Social Sciences & Humanities Open, 9, 100884. https://doi.org/10.1016/j.ssaho.2024.100884
Mawalim, C. O., Leong, C. W., Sivan, G., Huang, H. H., & Okada, S. (2025). Beyond accuracy: Multimodal modeling of structured speaking skill indices in young adolescents. Computers and Education: Artificial Intelligence, 8, 100386. https://doi.org/10.1016/j.caeai.2025.100386
Melati, E. R., Naufalin, L. R., & Mulasiwi, C. M. (2025). The influence of adversity quotient, achievement motivation, and self-concept on learning independence. Journal of Economics Education and Entrepreneurship, 6(1), 1–10. https://doi.org/10.20527/jee.v6i1.13187
Mulyani, S., & Wariyati. (2023). The analysis of students’ vocabulary on speaking exposure. Jurnal Pendidikan Tambusai, 7(3), 30200–30203. Retrieved from https://jptam.org/index.php/jptam/article/view/11876
Muslim, B. Z., & Mahbub, M. A. (2023). The role of self-regulated learning on foreign vocabulary learning: A multi-case study. Journal on English as a Foreign Language, 13(1), 78–101. https://doi.org/10.23971/jefl.v13i1.5238
Namaziandost, E., Çakmak, F., Heydarnejad, T., & Rezai, A. (2024). The predictive effects of learner autonomy and academic engagement on willingness to communicate, foreign language learning self-esteem, and L2 grit in an EFL context. Acta Psychologica, 250, 104528. https://doi.org/10.1016/j.actpsy.2024.104528
Nasution, M. P. S., & Saragih, M. (2025). Optimizing the implementation of podcast-based media to improve students’ speaking skills confidence. Edunesia: Jurnal Ilmiah Pendidikan, 6(2), 723–738. https://doi.org/10.51276/edu.v6i2.1180
Nguyen, T. A. (2025). Addressing English-speaking anxiety in Vietnamese initial teacher education: Beyond coping strategies. Asian-Pacific Journal of Second and Foreign Language Education, 10(1), 1–27. https://doi.org/10.1186/s40862-025-00324-1
Ni’mah, U., Nasihah, M., & Munfaati, F. (2025). Exploring self-regulated learning strategies to enhance English speaking skills among EFL students. Indonesian Journal of Applied Linguistics, 14(3), 472–483. https://doi.org/10.17509/ijal.v14i3.72000
Noyan, M., Usadiati, W., & Mafulah, S. (2025). Exploring factors influencing EFL students’ lack of interest in English lessons. Journal of Research on English and Language Learning (J-REaLL), 6(1), 22–32. https://doi.org/10.33474/j-reall.v6i1.22907
Oh, Y. (2024). Longitudinal relations between interest and self-efficacy in L2 English learning. English Teaching, 79(3), 61–97. https://doi.org/10.15858/engtea.79.3.202409.61
Panggua, S., Pongsapan, N. P., Ismail, H., Patandung, Y., Rachel, & Tangirerung, J. R. (2025). AI-enhanced academic speaking skills: A qualitative investigation of digital tool integration in Indonesian EFL university context. Forum for Linguistic Studies, 7(8), 451–465. https://doi.org/10.30564/fls.v7i8.10763
Pramadanti, R. (2023). The effectiveness of using flashcards to improve vocabulary in speaking English for elementary school students. Simpati, 1(3), 213–222. https://doi.org/10.59024/simpati.v1i3.238
Pramadanti, R. (2024). Learning motivation mediates the influence of self-efficacy and speaking anxiety on English speaking ability. The Journal of English Literacy Education, 11(2), 147–159. Retrieved from https://jele.ejournal.unsri.ac.id/index.php/jele/article/view/42
Rodriguez, L. U., Lowell, V. L., & Yan, W. (2025). Peer feedback, English public speaking self-efficacy, and performance in Facebook and Brightspace. Education Sciences, 15(7), 879. https://doi.org/10.3390/educsci15070879
Ryan, R. M., & Deci, E. L. (2020). Intrinsic and extrinsic motivation from a self-determination theory perspective: Definitions, theory, practices, and future directions. Contemporary Educational Psychology, 61, 101860. https://doi.org/10.1016/j.cedpsych.2020.101860
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2020). Handbook of market research. Springer. https://doi.org/10.1007/978-3-319-05542-8
Schweder, S., Hagenauer, G., Grahl, L., & Raufelder, D. (2025). Achievement goal profiles and profile transitions in teacher- and self-directed learning and the association with self-efficacy and interest. Motivation and Emotion. https://doi.org/10.1007/s11031-025-10142-0
Seprisa, S., Dewi, M. P., Reflinda, R., & Safitri, W. (2022). The correlation between students’ vocabulary and speaking ability at seventh grade in SMPN 2 Dua Koto Kabupaten Pasaman. Journal of Educational Management and Strategy, 1(1), 21–29. https://doi.org/10.57255/jemast.v1i1.49
Shang, Y., & Ma, L. (2024). Classroom anxiety, learning motivation, and English achievement of Chinese college students: The mediating role of self-efficacy. Acta Psychologica, 251, 104550. https://doi.org/10.1016/j.actpsy.2024.104550
Shi, W. (2025). The application of systematic analytical thinking in teaching vocabulary for English majors. Acta Psychologica, 257, 105091. https://doi.org/10.1016/j.actpsy.2025.105091
Song, Y. (2024). Assessing the interactions between learning enjoyment, motivation, burnout, and grit in EFL students: A mixed-methods approach. BMC Psychology, 12(1). https://doi.org/10.1186/s40359-024-02303-6
Stotzer, A., Bagyura, M., & Farkas, E. (2025). Motivational drivers and barriers in learning English for medical purposes: Perceptions of Hungarian medical students and EMP teachers. Social Sciences & Humanities Open, 12, 102024. https://doi.org/10.1016/j.ssaho.2025.102024
Sumoto, T. K. A., Miyoshi, K., & Mizuhara, H. (2023). The effect of productive vocabulary knowledge on second language comprehension. Frontiers in Psychology, 14, 1049885. https://doi.org/10.3389/fpsyg.2023.1049885
Taye, T., & Lodebo, T. (2026). The relationship between vocabulary learning strategies, reading comprehension, and motivation among secondary school EFL learners. Social Sciences & Humanities Open, 13, 102516. https://doi.org/10.1016/j.ssaho.2026.102516
van Harsel, M., Hoogerheide, V., Verkoeijen, P., & van Gog, T. (2019). Effects of different sequences of examples and problems on motivation and learning. Contemporary Educational Psychology, 58, 260–275. https://doi.org/10.1016/j.cedpsych.2019.03.005
Wan, C., Abdullah, A. N., Bolong, J., Habil, H., & Nimehchisalem, V. (2025). Effect of Baicizhan application on English vocabulary knowledge on non-English major university students. Open Journal of Modern Linguistics, 15(2), 162–177. https://doi.org/10.4236/ojml.2025.152012
Xue, Z., & Ardasheva, Y. (2019). Sources of college EFL learners’ self-efficacy in the English public speaking domain. English for Specific Purposes, 53, 47–59. https://doi.org/10.1016/j.esp.2018.09.004
Zhang, J., Evans, M. S., & Jiang, M. Y.-C. (2026). Exploring factors influencing Chinese undergraduates’ EFL learning interest: A connective instruction perspective. Acta Psychologica, 263, 106316. https://doi.org/10.1016/j.actpsy.2026.106316
Zhang, T. (2024). Effects of self-regulation strategies on EFL learners’ language learning motivation, willingness to communicate, self-efficacy, and creativity. BMC Psychology, 12(1), 1–13. https://doi.org/10.1186/s40359-024-01567-2
Zhou, X., & Goh, Y. S. (2025). What shapes tertiary learners’ experiences and challenges in mobile-assisted seamless vocabulary learning? A case of Chinese as a foreign language. Acta Psychologica, 257, 105123. https://doi.org/10.1016/j.actpsy.2025.105123
Zhuang, J. (2023). Boosting self-motivation in English language learning: The role of learning methods and self-efficacy. Educational Administration: Theory and Practice, 29(3), 318–339. https://doi.org/10.52152/kuey.v29i3.749
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