English teachers’ perceptions of deep learning implementation in classes: A survey-based study

Authors

  • Sri Wahyuni Universitas Persatuan Guru Republik Indonesia, Central Java, Indonesia
  • Ahlis Qoidoh Noor Central Java Education Office, Central Java, Indonesia

DOI:

https://doi.org/10.22437/proca.v1i3.50475

Keywords:

Deep learning, English teachers, Higher-order thinking skills, Perceptions, Reflective teaching, Vocational high school

Abstract

This study investigates English teachers’ perceptions of deep learning implementation in vocational high schools (SMKs) in Semarang, Indonesia. Deep learning, as promoted in recent curriculum reforms, emphasizes higher-order thinking, reflective practice, and student-centered engagement. However, the extent to which teachers understand and apply these principles in English language instruction remains underexplored. Adopting a quantitative survey design, the study involved nine English teachers from various vocational schools. Data were collected through a structured questionnaire comprising items related to teachers’ understanding, lesson planning, collaboration, and classroom application of deep learning principles. Descriptive statistics were used to analyze teachers’ responses, supplemented by qualitative insights from open-ended items. The findings reveal that teachers hold positive perceptions toward deep learning, particularly in conducting initial assessments, aligning learning outcomes with graduate profiles, and integrating higher-order thinking skills (HOTS). However, implementation tends to be inconsistent and procedural, as reflection and revision of lesson plans are performed only occasionally. Collaboration with peers and integration across subjects were also found to be moderate. Teachers identified several challenges, including administrative workload, lack of continuous professional training, and limited opportunities for collegial collaboration. The study concludes that while English teachers demonstrate conceptual readiness and positive attitudes, they require stronger institutional support and sustained professional development to transform perception into consistent pedagogical practice. It recommends targeted mentoring, simplified administrative systems, and reflective learning communities to enhance the quality of deep learning implementation in English education.

Downloads

Download data is not yet available.

References

(IES), I. of E. S. (2017). Descriptive analysis in education: A guide for researchers. U.S. Department of Education, National Center for Education Evaluation and Regional Assistance. https://ies.ed.gov/use-work/resource-library/report/evaluation-report/descriptive-analysis-education-guide-researchers

Aisah, H. (2020). HOTS learning in pandemic of covid-19 period through deep learning model. … Journal of Graduate of Islamic Education). https://journal.iaisambas.ac.id/index.php/IJGIE/article/view/112

Alfaruki, A. (2023). The concept of Merdeka Belajar from the view of constructivism. El‑Tarbawi, 15(2). https://doi.org/10.20885/tarbawi.vol15.iss2.art4

Aniceto, R. G. (2023). Higher-order thinking skills-based assessment in english for academic and professional purposes. In Journal of International Education. researchgate.net. https://www.researchgate.net/profile/Roselle-Aniceto/publication/375769347_Higher-Order_Thinking_Skills-Based_Assessment_in_English_for_Academic_and_Professional_Purposes/links/655bcc41b1398a779da26c82/Higher-Order-Thinking-Skills-Based-Assessment-in-English-for-Academic-and-Professional-Purposes.pdf

Artino, A. R. J., La Rochelle, J., Dezee, K., & Gehlbach, H. (2014). Developing questionnaires for educational research: AMEE Guide No. 87. Medical Teacher, 36(6), 463–474. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4059192/

Assaly, I., & Jabarin, A. (2024). Arab Israeli EFL teachers’ perceptions and practices vis-à-vis teaching higher-order thinking skills: A complicated relationship. Language Teaching Research. https://doi.org/10.1177/13621688211032426

Bal, M., & Öztürk, E. (2025). The potential of deep learning in improving K‐12 students’ writing skills: A systematic review. British Educational Research Journal. https://doi.org/10.1002/berj.4120

Biggs, J., & Tang, C. (2011). Teaching for Quality Learning at University (4th ed.). McGraw-Hill Education. https://www.mheducation.co.uk/teaching-for-quality-learning-at-university-9780335242757-emea

Black, P., & Wiliam, D. (1998). Assessment and Classroom Learning. Assessment in Education: Principles, Policy & Practice, 5(1), 7–74. https://doi.org/10.1080/0969595980050102

Chen, S. Y., Chen, W. C., & Lai, C. F. (2025). Generative AI as a reflective scaffold in a UAV-based STEM project: A mixed-methods study on students’ higher-order thinking and cognitive transformation. Education and Information Technologies. https://doi.org/10.1007/s10639-025-13758-4

Cojorn, K. (2024). A collaborative professional development and its impact on teachers’ ability to foster higher order thinking. Journal of Education and Learning (EduLearn). http://edulearn.intelektual.org/index.php/EduLearn/article/view/21182

Darling-Hammond, L., Hyler, M. E., & Gardner, M. (2021). Preparing teachers for deeper learning. Jossey-Bass. https://doi.org/10.4324/9781315633785

Dewey, J. (1933). How We Think: A Restatement of the Relation of Reflective Thinking to the Educative Process. D.C. Heath. https://archive.org/details/howwethinkrestat0000dewe

Dima, M. L. B., Daflizar, D., & Ahmadi, A. (2021). The implementation of higher order thinking skills (HOTS) in English language teaching: the case of Indonesian Senior High School EFL teachers. In Journal of English Language Teaching.

Dima, M. L. B., Daflizar, D., & Ahmadi, A. (2024). The implementation of higher order thinking skills (HOTS) in English language teaching: The case of Indonesian senior high school EFL teachers. ELT Worldwide: Journal of English Language Teaching, 8(2). https://doi.org/10.26858/eltww.v8i2.20468

Dong, X., Yu, Z., Cao, W., Shi, Y., & Ma, Q. (2020). A survey on ensemble learning. Frontiers of Computer Science. https://doi.org/10.1007/s11704-019-8208-z

Fadhillah, M., Asbari, M., & Octhaviani, E. M. (2023). Merdeka Belajar: Solusi revolusi pendidikan di Indonesia. Journal of Information Systems and Management (JISMA), 3(1), 19–22. https://doi.org/10.4444/jisma.v3i1.714

Fullan, M., & Quinn, J. (2019). Deep Learning: Engage the World Change the World. Corwin Press. https://us.corwin.com/en-us/nam/deep-learning/book257186

Gori, M., Betti, A., & Melacci, S. (2023). Machine Learning: A constraint-based approach. books.google.com. https://books.google.com/books?hl=en&lr=&id=s6CSEAAAQBAJ&oi=fnd&pg=PP1&dq=deep+learning+english+teaching+learning+hot&ots=N6-6HGL-hM&sig=rXa-HAkVCQ3fDxZC2JjylhGSIu0

Hague, C. (2024). Fostering higher-order thinking skills online in higher education: A scoping review. OECD Education Working Papers No. 306. https://doi.org/10.1787/84f7756a-en

Høie, M. H., Kiehl, E. N., Petersen, B., Nielsen, M., & ... (2022). NetSurfP-3.0: accurate and fast prediction of protein structural features by protein language models and deep learning. Nucleic Acids …. https://academic.oup.com/nar/article-abstract/50/W1/W510/6596854

Holmes, A. G. D. (2023). The design and use of questionnaires in educational research: A new (student) researcher guide. Innovare Journal of Education, 11(3). https://doi.org/10.22159/ijoe.2023v11i3.47599

Indonesia, K. P. dan K. R. (2020). Panduan Implementasi Merdeka Belajar dan Kampus Merdeka. https://www.kemdikbud.go.id/main/blog/2020/01/kebijakan-merdeka-belajar

Ismail, S. M., Rahul, D. R., Patra, I., & Rezvani, E. (2022). Formative vs. Summative Assessment: Impacts on Academic Motivation, Attitude Toward Learning, Test Anxiety, and Self‑Regulation Skill. Language Testing in Asia, 12(40). https://languagetestingasia.springeropen.com/articles/10.1186/s40468-022-00191-4

Jamil, M., Muhammad, Y., & Qureshi, N. (2021). Critical thinking skills development: Secondary school science teachers’ perceptions and practices. Sjesr. https://www.ojs.sjesr.org.pk/index.php/ojs/article/view/656

Kelley, K., Clark, B., Brown, V., & Sitzia, J. (2003). Understanding and Evaluating Survey Research. Journal of Advanced Nursing, 44(6), 641–648. https://pmc.ncbi.nlm.nih.gov/articles/PMC4601897/

Kompas. (2024). Apa itu deep learning yang disebut gantikan Kurikulum Merdeka Belajar? Kompas.Com. https://www.kompas.com/tren/read/2024/11/11/063000165/apa-itu-deep-learning-yang-disebut-gantikan-kurikulum-merdeka-belajar

Li, L., Zhang, S., & Wang, B. (2021). Plant disease detection and classification by deep learning—a review. IEEE Access. https://ieeexplore.ieee.org/abstract/document/9399342/

Liu, H. (2021). College oral English teaching reform driven by big data and deep neural network technology. Wireless Communications and Mobile Computing. https://doi.org/10.1155/2021/8389469

Liu, Y., Chen, L., & Yao, Z. (2022). The application of artificial intelligence assistant to deep learning in teachers’ teaching and students’ learning processes. In Frontiers in psychology. frontiersin.org. https://doi.org/10.3389/fpsyg.2022.929175

Liu, Y., Li, S., & Cui, D. (2024). Analysis of translation teaching skills in colleges and universities based on deep learning. Computers in Human Behavior. https://www.sciencedirect.com/science/article/pii/S0747563224000803

Mohamed, M., & Rashid, R. A. (2022). Conceptualizing the Complexity of Reflective Practice in Education. Frontiers in Psychology, 13, 1008234. https://pmc.ncbi.nlm.nih.gov/articles/PMC9627277/

Nhat, T. N. M., & Le, T. Van. (2023). Effects of Reflective Thinking On Deep Learning in Theoretical Linguistics Classes. In International Journal of Instruction. researchgate.net. https://www.researchgate.net/profile/Ton-Nu-Nhat-3/publication/374362329_Effects_of_Reflective_Thinking_On_Deep_Learning_in_Theoretical_Linguistics_Classes/links/6531e03c73a2865c7abfcf5d/Effects-of-Reflective-Thinking-On-Deep-Learning-in-Theoretical-Linguistics-Classes.pdf

Ni, J., Young, T., Pandelea, V., Xue, F., & ... (2023). Recent advances in deep learning based dialogue systems: A systematic survey. Artificial Intelligence Review. https://doi.org/10.1007/s10462-022-10248-8

Prince, N. (2023). Exploring the Classroom Tools Used to Develop Students’ Higher Order Thinking Skills in Middle and High School STEM Courses. search.proquest.com. https://search.proquest.com/openview/f9ecc915c79bc4522fe6df7beea1cd5f/1?pq-origsite=gscholar&cbl=18750&diss=y

Putri, R., Ardhiansyah, S. S., Kurnia, H., Indah Sari, M., & Lusie Putri, M. F. J. (2024). Penerapan deep learning dalam pendidikan di Indonesia. Generasi Pancasila. https://openjournal.unpam.ac.id/index.php/gnp/article/view/46868

Ricita, D. A., Halim, A., & Sunarti, S. (2025). Exploring Teachers’ and Students’ Perceptions of Deep Learning: Integrating Meaningful, Mindful, and Joyful Learning in ELT Classrooms. Borneo Educational Journal …. https://jurnal.fkip-uwgm.ac.id/index.php/Borju/article/view/2078

Roberts, L. D., & Allen, P. J. (2015). Exploring ethical issues associated with using online surveys in educational research. Educational Research and Evaluation, 21(2), 95–108. https://doi.org/10.1080/13803611.2015.1024421

Schön, D. A. (1983). The Reflective Practitioner: How Professionals Think in Action. Basic Books. https://www.basicbooks.com/titles/donald-a-schon/the-reflective-practitioner/9780465068784/

Sharma, H., Mathur, R., Chintala, T., & ... (2023). An effective deep learning pipeline for improved question classification into bloom’s taxonomy’s domains. Education and …. https://doi.org/10.1007/s10639-022-11356-2

Sharratt, L., & Fullan, M. (2022). Putting FACES on the Data: What Great Leaders and Teachers Do! books.google.com. https://books.google.com/books?hl=en&lr=&id=AUB0EAAAQBAJ&oi=fnd&pg=PT15&dq=deep+learning+kindergarten+highschools&ots=XOGgOzhNHR&sig=Phr1wN5wjR_4Oq-YwDxhMGtIWFA

Slater, P., & Hasson, F. (2024). Study designs: Part 2 – Descriptive studies. Journal of Psychiatric and Mental Health Nursing, 32(3). https://pmc.ncbi.nlm.nih.gov/articles/PMC6371702/

Tiong, L. C. O., & Lee, H. J. J. (2021). E-cheating prevention measures: detection of cheating at online examinations using deep learning approach--a case study. ArXiv Preprint ArXiv:2101.09841. https://arxiv.org/abs/2101.09841

Trilling, B., & Fadel, C. (2009). 21st Century Skills: Learning for Life in Our Times. Jossey-Bass. https://www.wiley.com/en-us/21st+Century+Skills:+Learning+for+Life+in+Our+Times-p-9780470472392

Utomo, J. B. (2025). Strategies and development of the deep learning approach for vocational high schools (SMK) in Indonesia. Journal of Deep Learning (JDL). https://journals2.ums.ac.id/index.php/jdl/article/view/10855

Valentiyo, R., Hidayah, J., & Edy, S. (2024). Higher Order Thinking Skill Questions In Reading Comprehension Test Made By English Teacher Of Junior High School Based On The Implementation Of Merdeka …. e-theses.iaincurup.ac.id. http://e-theses.iaincurup.ac.id/7310/

Weng, C., Chen, C., & Ai, X. (2023). A pedagogical study on promoting students’ deep learning through design-based learning. International Journal of Technology and Design Education, 33, 1653–1674. https://doi.org/10.1007/s10798-022-09789-4

Wu, H., Liu, Y., & Wang, J. (2020). Review of Text Classification Methods on Deep Learning. Computers, Materials &Continua. https://search.ebscohost.com/login.aspx?direct=true&profile=ehost&scope=site&authtype=crawler&jrnl=15462218&AN=143091979&h=qkUSN6YbHwPihtaOT9zqzBiLKaj0VNtO3SYj9cbkwscZfp1aswA0Pv22loClstDBmqAeR%2BUgme0zFgrSQ%2BQERg%3D%3D&crl=c

Xu, J., Zhou, W., Fu, Z., Zhou, H., & Li, L. (2021). A survey on green deep learning. ArXiv Preprint ArXiv:2111.05193. https://arxiv.org/abs/2111.05193

Yan, W. Q. (2021). Computational methods for deep learning. Springer. https://doi.org/10.1007/978-981-99-4823-9

Zhang, Y., Tian, H., & Lu, J. (2025). The relationship between higher-order thinking and problem-solving skills development among pre-service teachers using generative AI: an analysis based …. In BMC psychology. Springer. https://doi.org/10.1186/s40359-025-03404-6

Downloads

Published

16-12-2025

How to Cite

Wahyuni, S., & Qoidoh Noor, A. (2025). English teachers’ perceptions of deep learning implementation in classes: A survey-based study . Proceedings Academic Universitas Jambi, 1(3), 1190–1199. https://doi.org/10.22437/proca.v1i3.50475

Issue

Section

RESEARCH DISSEMINATION