education3 papersavg year 2026weak evidence

Deep Learning Vocational education institutions

Research gap analysis derived from 3 education papers in our local library.

The gap

Deep Learning Vocational education institutions are encouraged to adopt a more comprehensive and human-centered approach when introducing technologies into their teaching and learning systems. Leaders should invest in continuous and meaning

Evidence profile

Stated in the recommendations section of the source papers, classified as general, spanning 3 journals. Those papers have been cited 1 times in total.

Research trend

Established — well-defined area with open sub-problems.

Supporting evidence — 3 representative gaps

  • Implementing Deep Learning-Oriented Academic Supervision in Vocational Schools (2026) · Journal of General Education and Humanities · doi

    Based on the research findings, several recommendations can be proposed to further develop deep learning–based academic supervision at SMKS Jayanegara Lawang: a. For the principal as supervisor, it is recommended to continuously strengthen academic supervision by enhancing the quality of professional guidance provided to teachers, particularly in encouraging the application of deep learning–oriented instructional strategies. The principal is also expected to increase support for teacher competency development through training programs, workshops, and teacher learning communities, so that teachers gain a more comprehensive understanding of deep learning implementation. b. For teachers, it is recommended to continuously improve their professional competencies and maintain openness to reflection and feedback provided during academic supervision activities. Teachers are also expected to develop more creative, collaborative, and 14 https://doi.org/10.58421/gehu.v5i3.1425 contextual learning innovations, so that the learning process not only focuses on content delivery but also fosters students’ critical, creative, and collaborative thinking skills in line with deep learning principles. b. For the school, it is recommended to improve the availability of learning facilities and infrastructure, particularly digital technology that supports the implementation of deep learning. The availability of such facilities is crucial in creating an interactive learning environment and supporting the optimal development of students’ competencies. c. For future researchers, it is recommended to conduct further studies on deep learning– based academic supervision with a broader scope, covering different levels of education and school contexts, in order to provide a more comprehensive understanding of how academic supervision can enhance the quality of learning. ACKNOWLEDGEMENTS We would like to express our deepest gratitude to all parties who contributed to this research. We would like to thank our colleagues who provided advice, support, and inspiration throughout the research process. We would also like to thank all participants and respondents who took the time to participate in this research. We would also like to thank the institutions that provided support and facilities for conducting this research. All contributions and assistance were invaluable to the smooth running and success of this research. Thank you for all your hard work and collaboration. REFERENCES W. Amiwati and M. Al-Fatih, “Supervisi Akademik Dalam Peningkatan Mutu Pembelajaran di MTsN 6 Jombang,” Jurnal IHSAN: Jurnal Pendidikan Islam, vol. 3, no. 3, pp. 693–702, Jul. 2025, doi: 10.61104/ihsan.v3i3.1415. G. P. Cahyani and S.

    generalstated in recommendationsevidence 5/5
    Keywords: learning deep academic supervision based recommended provided teachers like thank support facilities further develop principal
  • Student Acceptance of AI-Driven Deep Learning Tools: The Influence of Institutional Support and Teacher Competency in Vocational Schools (2026) · European Journal of Educational Research · cited 1× · doi

    Deep Learning Vocational education institutions are encouraged to adopt a more comprehensive and human-centered approach when introducing technologies into their teaching and learning systems. Leaders should invest in continuous and meaningful professional development that helps teachers build their digital skills while reducing feelings of pressure or technological stress. Training programs will be more effective if they emphasize hands-on practice, collaboration among peers, and mentoring support rather than relying solely on theoretical sessions. In addition, institutional policies should make the use of AI-based tools voluntary and linked to clear pedagogical goals, rather than enforcing them through administrative mandates.

    generalstated in recommendationsevidence 5/5
    Keywords: learning deep technological support rather vocational education institutions encouraged adopt comprehensive human centered approach introducing
  • Deep Learning in Social Studies: Enhancing Conceptual Understanding of Fifth-Graders (2026) · Zenodo (CERN European Organization for Nuclear Research) · doi

    Based on the research findings, several recommendations are worth considering. First, elementary school teachers are advised to systematically integrate the Deep Learning approach into social studies learning through problem-based activities, case studies, inquiry, collaborative discussions, and learning reflections so that students gain more meaningful learning experiences and are able to develop conceptual understanding sustainably. Second, schools and education policymakers need to provide support in the form of professional training for teachers on the planning, implementation, and evaluation of Deep Learning-based learning, so that this approach can be consistently applied in accordance with the characteristics of the Independent Curriculum and the direction of national education transformation. Furthermore, it is recommended that further research involve a larger sample size, cover a wider area, and employ a more robust experimental design, such as a randomized controlled trial or mixed methods, to gain a more comprehensive understanding of the effectiveness of the Deep Learning approach. Further research could also explore the effect of this approach on other variables, such as critical thinking skills, problem-solving skills, social literacy, creativity, student engagement, self-regulated learning, and citizenship competencies. Thus, the development of studies on Deep Learning in elementary education is expected to make a broader contribution to HEDISC DOI: 10.5281/zenodo.21384356 Vol.01.No.01|2026 | 9 J O U R N A L O F H E A L T H , E D U C A T I O N , C O M M U N I C A T I O N & I S L A M I C S T U D I E S Vol.01.No.01 2026 O p e n A c c e s s improving the quality of social studies learning and strengthening students' competencies to face the challenges of the 21st century. REFERENCES Ashila Najma Syafiqa a1, L. F. b2, & A, Bu. (2026). Comparison of deep learning in elementary schools across different countries : a literature review. 14(1), 60–77. Campbell, S., Greenwood, M., Prior, S., Walkem, K., Young, S., & Bywaters, D. (2020). Purposive examples.

    generalstated in recommendationsevidence 5/5
    Keywords: learning deep approach based elementary social education teachers problem students gain understanding schools further skills

Questions about this gap

Deep Learning Vocational education institutions are encouraged to adopt a more comprehensive and human-centered approach when introducing technologies into their teaching and learn… This is supported by 3 representative gap statements extracted from 3 papers, rated weak evidence.

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