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Abstract
Limited evidence exists on how platform-specific AI feedback functions in secondary EFL writing assessment—especially regarding its connections to learners’ motivation and self-confidence. This mixed-methods study used a one-group pre–post design with 35 Indonesian secondary EFL students during regular classes, integrating Ginger Writer. Motivation items were adapted from Schmidt & Watanabe, and self-confidence items from Bandura; both scales used 5-point Likert responses and showed good internal consistency. Semi-structured interviews, focus group discussions, and non-participant observations explored students’ experiences with AI feedback during drafting and revision. Quantitatively, motivation increased significantly (pre: M=20.9, post: M=22.1; t(34)=−2.32, p=.026, Cohen’s d₍z₎≈0.39), while self-confidence rose modestly but not significantly (pre: M=20.7, post: M=21.5; t(34)=−1.80, p=.081, d₍z₎≈0.30). Qualitative data showed students describing immediate, non-judgmental feedback that supported iterative revision, error noticing, and sustained effort, along with limitations such as connectivity issues and the need for teacher mediation to interpret suggestions. Triangulation suggests that quick, actionable feedback is linked to increased motivation during revision cycles, whereas confidence may require more extended exposure and scaffolding. The study indicates that schools can feasibly incorporate platform-specific AI feedback into formative writing assessment when combined with teacher guidance and reliable access; policy should support teacher professional development and infrastructure to enable equitable implementation.
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Copyright (c) 2026 Anissa, Siti Zulaiha, Herri Mulyono, Jihan Fakhira

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References
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References
Bandura, A. (1997). Self-efficacy: The exercise of control. New York: W. H. Freeman and Company.
Cohen, L., Manion, L., & Morrison, K. (2018). Research methods in education (Eight edition, Vol. 17). New York: Routledge.
Creswell, J. W., & Clark, V. L. P. (2018). Designing and conducting mixed methods research (Third Edition). Los Angeles: Sage.
Da Costa, A. I. L., De Almeida Fonseca Rosa, M. D. L. J. M., & Diogo, P. M. J. (2024). Considering participant observation methods for nursing qualitative research. Qualitative Report, 29(9), 2430–2439. https://doi.org/10.46743/2160-3715/2024.7647
Dörnyei, Z. (1998). Motivation in second and foreign language learning. Language Teaching, 31(3), 117–135.
Escalante, J., Pack, A., & Barrett, A. (2023). AI-generated feedback on writing: Insights into efficacy and ENL student preference. International Journal of Educational Technology in Higher Education, 20(1). https://doi.org/10.1186/s41239-023-00425-2
Hajian, S., Chang, D. H., Wang, Q. Q., & Lin, M. P.-C. (2025). Motivational theories in action: A guide for teaching Artificial Intelligence prompts to support student learning motivation. International Journal of Instruction, 18(4), 601–626. https://doi.org/10.29333/iji.2025.18433a
Haleem, A., Javaid, M., Qadri, M. A., & Suman, R. (2022). Understanding the role of digital technologies in education: A review. Sustainable Operations and Computers, 3(February), 275–285. https://doi.org/10.1016/j.susoc.2022.05.004
Hardiansyah, A., Harahap, R., & Vandika, A. Y. (2024). Kecerdasan buatan sebagai mitra dalam penilaian dan evaluasi pendidikan. Jurnal Ilmu Pendidikan Dan Kearifan Lokal, 15(1), 37–48.
Hattie, J., & Timperley, H. (2007). The power of feedback. Review of Educational Research, 77(1), 81–112. https://doi.org/10.3102/003465430298487
Hyland, K., & Hyland, F. (2019). Contexts and issues in feedback on L2 writing. In K. Hyland & F. Hyland (Eds.), Feedback in second language writing: Contexts and issues (pp. 1–22). Cambridge: Cambridge University Press.
Im, R., Umasugi, M., Umasugi, H., Adam, A., Lumbessy, S., & Juliadarma, M. (2025). Analysis of the influence of AI on student learning motivation in the digital era. Electronic Journal of Education, Social Economics and Technology, 6(1), 196–201. https://doi.org/10.33122/ejeset.v6i1.384
Kusumaningtyas, W. (2025). Pemanfaatan kecerdasan buatan (AI) dalam meningkatkan pembelajaran siswa sekolah menengah pertama. RIGGS: Journal of Artificial Intelligence and Digital Business, 4(2), 2196–2201. https://doi.org/10.31004/riggs.v4i2.827
Mohammed, S. J., & Khalid, M. W. (2025). Under the world of AI-generated feedback on writing: Mirroring motivation, foreign language peace of mind, trait emotional intelligence, and writing development. Language Testing in Asia, 15(1). https://doi.org/10.1186/s40468-025-00343-2
Nurhayati, N., Suliyem, M., Hanafi, I., & Susanto, T. T. D. (2024). Integrasi AI dalam collaborative learning untuk meningkatkan efektivitas pembelajaran. Academy of Education Journal, 15(1), 1063–1071. https://doi.org/10.47200/aoej.v15i1.2372
Rad, H. S., Alipour, R., & Jafarpour, A. (2023). Using Artificial Intelligence to foster students’ writing feedback literacy, engagement, and outcome: A case of Wordtune application. Interactive Learning Environment. https://doi.org/https://doi.org/10.1080/10494820.2023.2208170
Ritonga, S. A. (2024). Membangun kepercayaan diri strategi untuk meningkatkan keyakinan diri. Circle Archive, 1(4), 1–12.
Rossetti, G. (2024). Conceptualising participant observations in festival tourism. Current Issues in Tourism, 27(12), 1884–1897. https://doi.org/10.1080/13683500.2023.2214850
Ryan, R. M., & Deci, E. L. (2014). Overview of self-determination theory: An organismic dialectical perspective. Handbok of Self-Determination, (January), 1–33. Retrieved from http://www.elaborer.org/cours/A16/lectures/Ryan2004.pdf%0Ahttp://selfdeterminationtheory.org/theory/
Sahnan, B. (2024). Peran teknologi dalam pembelajaran bahasa Inggris di era digital. Jurnal Ilmiah IPS Dan Humaniora (JIIH), 2(4), 90–95. https://doi.org/10.61116/jiih.v2i4.462
Schmidt, R., & Watanabe, Y. (2001). Motivation, strategy use, and pedagogical preferences. Motivation and Second Language Acquisition, 313–359. Retrieved from http://nflrc.hawaii.edu/PDFs/SCHMIDT Motivation, strategy use, and pedagogical preferences.pdf
Ummah, I., Husnan, H., Udin, N., Syafi’i, A. H., Nurjanah, N., & Izomi, M. S. (2024). Strategi pembelajaran berbasis AI dalam menunjang prestasi akademik siswa. Seminar Nasional Paedagoria 2024, 4, 85–95. Retrieved from https://journal.ummat.ac.id/index.php/fkip/article/view/25590
Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes. Cambridge: MA: Harvard University Press.
Yuliarsih, Amalia, L., Wahyuli, S., & Tamami, K. (2024). Menguatkan literasi bahasa Inggris melalui program pembelajaran kolaboratif untuk siswa sekolah menengah pertama. Larisa Pengabdian Multidisiplin, 2, 1–5.
Zulaiha, S., & Mulyono, H. (2020). Exploring junior high school EFL teachers’ training needs of assessment literacy. Cogent Education, 7(1). https://doi.org/10.1080/2331186X.2020.1772943