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All Journal Jurnal Infinity AKSIOMA: Jurnal Program Studi Pendidikan Matematika WARTA JIPM (Jurnal Ilmiah Pendidikan Matematika) Al-Jabar : Jurnal Pendidikan Matematika Al Ishlah Jurnal Pendidikan Resona : Jurnal Ilmiah Pengabdian Masyarakat Jurnal SOLMA CARADDE: Jurnal Pengabdian Kepada Masyarakat JURNAL PENDIDIKAN TAMBUSAI Jurnal PTK dan Pendidikan M A T H L I N E : Jurnal Matematika dan Pendidikan Matematika MATHEMA: JURNAL PENDIDIKAN MATEMATIKA Buletin KKN Pendidikan Jurnal Lebesgue : Jurnal Ilmiah Pendidikan Matematika, Matematika dan Statistika JURNAL ILMIAH GLOBAL EDUCATION Proceeding ISETH (International Summit on Science, Technology, and Humanity) Journal of Educational Technology and Learning Creativity Jurnal Tadris Matematika (JTMT) Asian Journal of Management, Entrepreneurship and Social Science Jurnal Infinity Proceeding International Conference on Mathematics and Learning Research Mathematics Education Journal Journal on Mathematics Education Jurnal VARIDIKA Indonesian Journal on Learning and Advanced Education (IJOLAE) Jurnal Didaktik Matematika Buletin KKN Pendidikan Journal of Deep Learning
Muhammad Noor Kholid
Universitas Muhammadiyah Surakarta
Arts Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Environmental Science Languange, Linguistic, Communication & Media Mathematics Medicine & Pharmacology Social Sciences Other

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Journal : journal of deep learning

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Toward a Theoretical Model of Deep Mathematical Thinking: Integrating Deep Learning and Mathematical Reasoning Frameworks Yoga Tegar Santosa; Muhammad Noor Kholid; Naufal Ishartono; Munaaya Fitriyya; Iwan Junaedi
Journal of Deep Learning Vol. 1, No. 2, December 2025
Publisher : Universitas Muhammadiyah Surakarta in Collaboration with Kemdikdasmen RI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23917/jdl.v1i2.11142

Abstract

In the context of 21st-century education, deep mathematical thinking is key to developing higher-order cognitive abilities. However, current mathematics learning predominantly focuses on procedural skills rather than conceptual understanding and reflection, often hindering the optimal development of students' deep mathematical thinking. Therefore, this study aims to develop a theoretical Deep Mathematical Thinking model through the integration of deep learning pedagogical principles and the mathematical thinking framework. Employing a systematic theoretical synthesis approach, the developed model identifies and interconnects core elements of deep learning, such as conceptual connectivity, intrinsic motivation, and metacognition with components of mathematical thinking, including reasoning, generalization, representation, and abstraction. The outcome is a three levels hierarchical Deep Mathematical Thinking model: the foundational level, the applied cognitive level, and the integrative level. This model offers theoretical and practical implications for curriculum design, assessment, and instructional practices. While still conceptual and requiring further empirical validation, the model is flexible and adaptable across diverse educational levels and contexts, positioning it as a potentially robust conceptual framework for developing reflective and meaningful mathematics learning.
Co-Authors Abdullah, Harits Adi Nurcahyo Adi Nurcahyo Aditya Laili, Luthfiana Afiyah, Asyifa Nur Ahadiyati, Arina Ahmad Zul Fakar Ahmad Zul Fakar Aisyara Zalzabila Sapruddin Anatri Desstya Anggareni, Peni Anggoro Hermawan, Dwi Annisa Swastika Anton Adi Suryo Kusuma Aprian Agung Kurniawan Arifin, Achmad Januar Arina Ahadiyati Arlinwibowo, Janu Arum, Sekar Mustika Astiani, Afifatul Ayu Asyifa Nur Afiyah Augustin, Azzahra Nadia Auliya Ningrum Beauty, Melati Berliani Ardelia Sukowati Cholis Sa’dijah Christina Kartika Sari Dewi, Deshinta A Dian Rahmawati Davi Dias Aziz Pramudita Dini Wardani Maulida Erry Hidayanto Fadhilah, Himmatul Fatah Yasin Al Irsyadi FATHULOH, RIDWAN Ferdianto, Juli Fernanda Setya Putra Firlana Bakti Oktiatama Fuad Luky Atmaja Hastuti, Windi Hendrisa Rizqie Romandoni Huda, Maskur Husodo, Herlang Duta Ika Candra Sayekti Indriyani Tri Jayanti Ismiyati, Ismiyati Iwan Junaedi Janu Arlinwibowo Khofifah Titan Palupi Laili Etika Rahmawati Lestari, Winda Dwi Lingga Nico Pradana Loc, Nguyen Phu M. Qoyum Zuhriawan Magdas, Ioana Christina Mardiana Nissa Mark Angelo C Reotutar Masduki Ma’ulfi Kharis Abadi Miftachul Hidayati Miftakhul Djannah Minsih Mitasari, Dewi Mohamad Waluyo Mohammad Rifki Maulana Muhaimin, Lukman Hakim Munaaya Fitriyya Mutiara Hisda Mahmudah Nanna, A.Wilda Indra Nasrulloh, Agung Naufal Ishartono Naufal Ishartono Ningtyas, Yoga Dwi Windy Kusuma Nining Setyaningsih Nuqthy Faiziyah Nuriya Hazma Arifatul Ulya Nuriya Hazma Arifatul Ulya Nurul Hikmah Kartini Nurul Hikmah Kartini Oktiatama, Firlana Bakti Permadi, Hendro Prasetyo, Wibowo Heru Pratama, Muhammad Alif Pratiwi, Enditiyas Rafiza binti Abdul Razak Rafiza binti Abdul Razak Rahmad Firman Yasin Ramadhan, Aldy Tri Ratnasari Diah Utami Razak, Rafiza binti Abdul Risda Putri Nugrahani Rosita Dewi S Sukimin Santosa, Yoga Tegar Setiadi, Arief Siti Hajar binti Halili Soraya Djamilah, Soraya Sri Rahayuningsih Sri Rejeki Sri Sutarni Sutama Swasti Maharani Syafif, Insiana Aribatunnisah Tatik Retno Murniasih Tiara Citra Maharani Firdaus Tika Andriani Tina Putri Alfiana Tonra, Wilda Syam Toto Nusantara Toyib, Muhamad Ulya, Nuriya Hazma Arifatul Vivi Suwanti Vrapi, Asllan Widia Yunita Widia Yunita, Widia Winahyu Septiana Prayogi Wulan Berliana Putri Yasir Sidiq Yoga Dwi Windy Kusuma Ningtyas Yoga Dwi Windy Kusuma Ningtyas Yoga Tegar Santosa Yulia Maftuhah Hidayati Zayyadi, Moh Zeni Fadlila Agustina