Deep Learning: Kerangka Kerja Mendalam Untuk Membangun Pemecahan Masalah Secara Kolaboratif

Authors

  • Munali Munali Universitas Indraprasta PGRI Jakarta
  • Siti Alifah Universitas Indraprasta PGRI

DOI:

https://doi.org/10.36312/linov.v10i2.2874

Keywords:

pembelajaran mendalam, keterampilan berpikir tingkat tinggi, pemecahan masalah kolaboratif, kerangka DFSCPS, pembelajaran berbasis proyek

Abstract

Pengajaran dan pembelajaran harus bergeser dari pembelajaran surface learning ke deep learning. Deep learning memberikan kesempatan kepada siswa untuk mencapai hasil pembelajaran yang tinggi. Deep learning menuntut pendidik meningkatkan kemampuan pedagogik. Kemampuan pedagogik diharapkan dapat meningkatan keterampilan berpikir tingkat tinggi (HOTS). Selain ilmu pengetahuan, siswa belajar soft skills: komunikasi, kerja tim, motivasi, problem solving, berpikir kritis, antusiasme, dan kepercayaan. Kemampuan kognitif siswa Indonesia menyelesaikan butir soal HOTS dalam kategori rendah dibandingkan dengan negara lain. Hal ini dapat terlihat dari hasil PISA pada tahun 2022. Skor kemampuan Membaca sebesar 482 dengan kategori Lower Order Thinking Skills (LOTS), skor kemampuan Matematika sebesar 480 dengan kategori LOTS, dan skor kemampuan Sains sebesar 491 dengan kategori LOTS. Solusi yang dapat dilakukan adalah meningkatkan mutu pendidik melalui pendekatan deep learning. Tujuan Pengabdian kepada Masyarakat (PkM) adalah membantu pendidik SMP IT Al-Khairaat Jakarta Utara melalui tema penerapan pendekatan deep learning di kelas dengan framework: Deeper Framework for Scaffolding Collaborative Problem Solving (DFSCPS). Berdasarkan teori dan PkM sebelumnya, belum ada PkM framework DFSCPS yang menggambarkan proses pemecahan masalah secara kolaboratif dengan model Pembelajaran Berbasis Proyek melalui 6 tahapan pembelajaran. Metode pelatihan meliputi: pemaparan teori deep learning, penerapan deep learning di kelas, dan diskusi. Keberhasilan kegiatan PkM diukur melalui presentasi penulisan skenario pembelajaran pada kegiatan inti melalui 6 tahapan DFSCPS dengan skor total 100%. Hasil presentasi 2 pendidik dapat disimpulkan penerapan deep learning di kelas sebesar 50% mampu menyusun skenario pembelajaran DFSCPS dan 8 pendidik lainnya dapat memahami namun terbatas waktu. Implikasi hasil PkM, pendidik dapat menerapkan DFSCPS.

Deep Learning: A Comprehensive Framework for Building Collaborative Problem Solving

Abstract

Teaching and learning must shift from surface learning to deep learning. Deep learning provides opportunities for students to achieve high learning outcomes. Deep learning requires educators to improve pedagogical skills. Pedagogical skills are expected to increase higher order thinking skills (HOTS). In addition to knowledge, students learn soft skills: communication, teamwork, motivation, problem solving, critical thinking, enthusiasm, and trust. Indonesian students' cognitive ability to solve HOTS questions is low compared to other countries. This can be seen from the PISA results in 2022. The Reading score was 482 with Lower Order Thinking Skills (LOTS) category, Math score was 480 with LOTS category, and Science score was 491 with LOTS category. The solution that can be done is to improve the quality of educators through a deep learning approach. The purpose of the Community Service (PkM) is to help educators of Al-Khairaat IT Junior High School North Jakarta through the theme of implementing a deep learning approach in the classroom with the framework: Deeper Framework for Scaffolding Collaborative Problem Solving (DFSCPS). Based on the theory and previous PkM, there has been no PkM on the DFSCPS framework that describes the process of collaborative problem solving with the Project-Based Learning model through 6 stages of learning. The training methods include: presentation of deep learning theory, application of deep learning in class, and discussion. The success of PkM activities is measured through the presentation of writing learning scenarios in core activities through 6 stages of DFSCPS with a total score of 100%. The results of the presentation of 2 educators can be concluded that the application of deep learning in the classroom is 50% able to develop DFSCPS learning scenarios and 8 other educators can understand but are limited in time. The implication of the PkM results is that educators can implement DFSCPS.

Downloads

Download data is not yet available.

References

Alhammadi, S. (2021). The effect of the COVID-19 pandemic on learning quality and practices in higher education—using deep and surface approaches. Education Sciences, 11(9), 1–13. https://doi.org/10.3390/educsci11090462

Bakhtyorovna, K. M. (2024). WAYS OF FORMING PEDAGOGICAL SKILLS IN THE PROCESS OF EDUCATIONAL WORK. International Journal of Economy and Innovation, 48, 18–20.

Biggs, J. (1979). INDIVIDUAL DIFFERENCES IN STUDY PROCESSES AND THE QUALITY OF LEARNING OUTCOMES. Higher Education, 8, 381–394.

Brown, K. W., & Ryan, R. M. (2003). The Benefits of Being Present: Mindfulness and Its Role in Psychological Well-Being. Journal of Personality and Social Psychology, 84(4), 822–848. https://doi.org/10.1037/0022-3514.84.4.822

Entwistle, N., Entwistle, A., & Tait, H. (1993). Academic Understanding and Contexts to Enhance It: A Perspective from Research on Student Learning (T. M. Duffy, J. Lowyck, D. H. Jonassen, & T. M. Welsh (eds.); pp. 331–357). Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-78069-1_17

Fullan, M. G. (1993). Why teachers must become change agents. Educational Leadership, 50, 1–13.

Hanney, R., & Savin-Baden, M. (2013). The problem of projects: understanding the theoretical underpinnings of project-led PBL. London Review of Education, 11(1), 7–19. https://doi.org/10.1080/14748460.2012.761816

Mardhiyah, R. H., Aldriani, S. N. F., Chitta, F., & Zulfikar, M. R. (2021). Pentingnya Keterampilan Belajar di Abad 21 sebagai Tuntutan dalam Pengembangan Sumber Daya Manusia. Lectura: Jurnal Pendidikan, 12(1), 29–40.

Marton, F., & Saljo, K. (1976). SYMPOSIUM?: LEARNING PROCESSES AND STRATEGIES-II ON QUALITATIVE DIFFERENCES IN LEARNING-II OUTCOME A FUNCTION OF THE LEARNERS CONCEPTION OF THE TASK. British Journal of Educational Psychology, 46(1947), 115–127.

Mayer, R. E. (1992). Thinking, problem solving, cognition (2nd ed.). W H Freeman. https://psycnet.apa.org/record/1992-97696-000

Md, M. R. (2019). 21st Century Skill “Problem Solving”: Defining the Concept. Asian Journal of Interdisciplinary Research, 2(1), 64–74. https://doi.org/10.34256/ajir1917

Mthethwa-Kunene, K., Rugube, T., & Maphosa, C. (2021). Rethinking Pedagogy: Interrogating Ways of Promoting Deeper Learning in Higher Education. European Journal of Interactive Multimedia and Education, 3(1), 1–6. https://doi.org/10.30935/ejimed/11439

Mystakidis, S. (2021). Deep Meaningful Learning. Encyclopedia, 1(3), 988–997. https://doi.org/10.3390/encyclopedia1030075

Mystakidis, S., Berki, E., & Valtanen, J. P. (2021). Deep and meaningful e-learning with social virtual reality environments in higher education: A systematic literature review. Applied Sciences (Switzerland), 11(5), 1–25. https://doi.org/10.3390/app11052412

N. Christi, S. R., & Rajiman, W. (2023). Pentingnya Berpikir Komputasional dalam Pembelajaran Matematika. Journal on Education, 5(4), 12590–12598. https://doi.org/10.31004/joe.v5i4.2246

Nana, A., & Brenya, Y. (2024). Deep learning in high schools?: exploring pedagogical approaches for transformative education. Humanika, Kajian Ilmiah Mata Kuliah Umum, 24(2), 111–126. https://doi.org/10.21831/hum.v24i2.71350.

Negassa, T., & Engdasew, Z. (2017). The impacts and challenges of pedagogical skills improvement program at Adama Science and Technology University. International Journal of Instruction, 10(4), 19–38. https://doi.org/10.12973/iji.2017.1042a

Nelson Laird, T. F., Shoup, R., Kuh, G. D., & Schwarz, M. J. (2008). The effects of discipline on deep approaches to student learning and college outcomes. Research in Higher Education, 49(6), 469–494. https://doi.org/10.1007/s11162-008-9088-5

Nur Akmal, A., & Maelasari, N. (2025). Pemahaman Deep Learning dalam Pendidikan: Analisis Literatur melalui Metode Systematic Literature Review (SLR). JIIP (Jurnal Ilmiah Ilmu Pendidikan), 8(3), 3299–3236. http://jiip.stkipyapisdompu.ac.id

OECD. (2023). PISA 2022 Results (Volume I): The State of Learning and Equity in Education, PISA, OECD Publishing, Paris. https://www.oecd.org/en/publications/pisa-2022-results-volume-i_53f23881-en.html

Ohlsson, S. (2011). Deep learning: How the mind overrides experience. Cambridge University Press. https://scholar.google.com/scholar?hl=id&as_sdt=0%2C5&q=Deep+Learning%3A+How+the+Mind+Overrides+Experience&btnG=

Otto, S., Körner, F., Marschke, B. A., Merten, M. J., Brandt, S., Sotiriou, S., & Bogner, F. X. (2020). Deeper learning as integrated knowledge and fascination for Science. International Journal of Science Education, 42(5), 807–834. https://doi.org/10.1080/09500693.2020.1730476

Pavlo D. Antonenko, Farzaneh Jahanzad, and C. G. (2015). Fostering collaborative problem solving and 21st century skills using the DEEPER scaffolding framework. Journal of College Science Teaching, 43(6), 78–88.

Pentury, H. J. (2017). Pengembangan Kreativitas Guru dalam Pembelajaran Kreatif Pembelajaran Bahasa Inggris. Jurnal Ilmu Kependidikan, 4(3), 265–272.

Permatasari, M., & Murdiono, M. (2022). the Urgency of Political Ethics of Pancasila for the Millennial Generation Towards Golden Indonesia 2045. European Journal of Social Sciences Studies, 7(4), 26–46. https://doi.org/10.46827/ejsss.v7i4.1253

Praja Mukti, W., Soni Kurniawan, I., & Herawati, J. (2022). SEIKO?: Journal of Management & Business Pengaruh Motivasi Intrinsik, Motivasi Ekstrinsik, Pemberdayaan Psikologis, dan Budaya Organisasi terhadap Organizational Citizenship Behavior. SEIKO?: Journal of Management & Business, 5(2), 352–361. https://doi.org/10.37531/sejaman.vxix.363

Schunk, D. H., Pintrich, P. R., & Meece, J. L. (2014). Motivation in education: Theory, research, and applications. In (No Title). Pearson Higher Ed. https://scholar.google.com/scholar?hl=id&as_sdt=0%2C5&q=Motivation+in+education%3A+Theory%2C+research%2C+and+applications&btnG=

Sewang, A. (2015). Manajemen Pendidikan. Wineka Media Belajar Sepanjang Hayat.

Solissa, E. M., Rakhmawati, E., Maulinda, R., Syamsuri, S., & Putri, I. D. A. (2024). Analisis Implementasi Metode Pembelajaran Berbasis Proyek dalam Meningkatkan Prestasi Belajar di Sekolah Dasar. Al-Madrasah Jurnal Pendidikan Madrasah Ibtidaiyah, 8(2), 558–570. https://doi.org/10.35931/am.v8i2.3284

Syaharani, E. R., Cahyaningrum, S. N., & Putri, N. N. E. (2024). Literature Review: Efektivitas Metode Pembelajaran Tanya Jawab dalam Meningkatkan Aktivitas Belajar Siswa pada Kurikulum Merdeka. Jurnal Pendidikan Guru Sekolah Dasar, 1(3), 1–12. https://doi.org/10.47134/pgsd.v1i3.296

Tamsuri, A. (2022). Literatur Review Penggunaan Metode Kirkpatrick untuk Evaluasi Pelatihan di Indonesia. Jurnal Inovasi Penelitian, 2(8), 2723–2734. https://stp-mataram.e-journal.id/JIP/article/view/1154/879

Wahyuni, S., Hindun, I., & Nurwidodo, N. (2024). Peningkatan Kualitas Implementasi Project-Based Learning Pada Guru IPA Sekolah Muhammadiyah Kota Batu Improving the Quality of Implementation of Project-Based Learning in Science Teachers at Muhammadiyah Schools in Batu City mengatasi berbagai masalah pem. 9(3), 706–723.

Downloads

Published

2025-06-13

Issue

Section

Articles

How to Cite

Munali, M., & Alifah, S. (2025). Deep Learning: Kerangka Kerja Mendalam Untuk Membangun Pemecahan Masalah Secara Kolaboratif. Lumbung Inovasi: Jurnal Pengabdian Kepada Masyarakat, 10(2), 435-447. https://doi.org/10.36312/linov.v10i2.2874