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All Journal International Journal of Evaluation and Research in Education (IJERE) JURNAL PENELITIAN ILMU PENDIDIKAN Jurnal Infinity JURNAL DERIVAT: JURNAL MATEMATIKA DAN PENDIDIKAN MATEMATIKA AKSIOMA: Jurnal Program Studi Pendidikan Matematika International Journal of Advances in Intelligent Informatics JINOP (Jurnal Inovasi Pembelajaran) Jurnal Varidika Delta-Pi : Jurnal Matematika dan Pendidikan Matematika Jurnal Elemen Jurnal Terapan Abdimas Journal of Research and Advances in Mathematics Education International Journal on Emerging Mathematics Education Jurnal Cendekia : Jurnal Pendidikan Matematika Journal of Education Technology Symmetry: Pasundan Journal of Research in Mathematics Learning and Education de Fermat : Jurnal Pendidikan Matematika Vygotsky: Jurnal Pendidikan Matematika dan Matematika JP2M (Jurnal Pendidikan dan Pembelajaran Matematika) Buletin KKN Pendidikan KOMMAS: Jurnal Pengabdian Kepada Masyarakat Inovasi Matematika (Inomatika) Jurnal Ilmiah Kampus Mengajar Prosiding University Research Colloquium Journal of Medives: Journal of Mathematics Education IKIP Veteran Semarang JNPM (Jurnal Nasional Pendidikan Matematika) International Conference on Education for All IndoMath: Indonesia Mathematics Education JRAMathEdu (Journal of Research and Advances in Mathematics Education) Jurnal Infinity Jurnal Pendidikan Progresif Mathematics Education Journal Journal on Mathematics Education Jurnal VARIDIKA Indonesian Journal on Learning and Advanced Education (IJOLAE) Jurnal Penelitian Sains Teknologi International Journal of Review in Mathematics Education EDUKASIA: Jurnal Penelitian Pendidikan Islam Buletin KKN Pendidikan Jurnal Keilmuan dan Keislaman Journal of Deep Learning
Naufal Ishartono
Department Of Mathematics Education, Universitas Muammadiyah Surakarta
Religion Humanities Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Physics Social Sciences Transportation 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.
Reimagining 21st-Century Higher Education: A Literature-Based Exploration of Deep Learning for Cognitive, Social, and Emotional Skill Development Muhammad Affan Baihaqi; Harun Joko Prayitno; Naufal Ishartono; Sri Sat Titi Hamranani; Candra Anugrah Putra; Muhammad Nizaar
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.v1i2.11600

Abstract

The transformation of higher education in the era of global communication demands a paradigm shift in learning that not only focuses on content mastery but also emphasizes the development of higher-order thinking skills and readiness to face 21st-century challenges. This article aims to comprehensively examine the concept, urgency, and implementation strategies of deep learning in higher education. This study employs a qualitative approach through literature review by analyzing various relevant national scientific sources. The findings indicate that deep learning enhances students’ conceptual understanding, cognitive engagement, and the development of social and emotional dimensions in learning. Its implementation strategies include formulating learning objectives based on constructive alignment, utilizing digital technology, applying active learning methods such as Project-Based Learning and flipped classrooms, as well as incorporating authentic assessments. This article recommends the integration of deep learning as a holistic, adaptive, and contextual learning approach to improve the quality of higher education amid global complexities and technological advancements.
Co-Authors 'Aini, Hanifa Nur 'Azmi, Abidah Ulul Ade Risma Maharani Adi Jufriansah Adi Nurcahyo Adi Nurcahyo Aditya Nur Cahyo Adityan Riyanto Afiyah, Asyifa Nur Aghitsna, Laasya Ary Agung Lukito AGUNG LUKITO Agus Susilo Aji, Angelia Sukma Ningrum Afrida Yono Putri Alan Zinober Alfian Bayu Sutanto Alifa Salsabila Alma Yasinta Candra Pratiwi Aminatuz Zuhriyah Anam Sutopo Anatri Desstya Anisa, Rizka Sakinatun Annisa Apriliaddina Antok Aryuana Apriliaddina, Annisa Ardi Bagus Setyo Budi Ardi Wijanarko Argenti Agung Hayuni Argenti Agung Hayuni Aris Sukoco Arlinwibowo, Janu Aryuana, Antok Astuti, Dyah Astuti, Khafifah Dwi Asyifa Nur Afiyah Atikah Mufidah Atikah Mufidah Atthiyah, Zuhroh Wafa Auladiyah, Alfia Sa'adul Azila M Sudin Azmi Khusnani Azzah Amany Bambang Sumardjoko Berliani Ardelia Sukowati Cahyo, Aditya Nur Candra Anugrah Putra Cavella Noor Putri Anisa Chaniago, Zamawi Christina Kartika Sari Chusnul Khotimah Galatea D Djumadi Dela Aprilia Damayanti Devary Pradana Setyabudi Dewi Ayu Ningtyas Dian Ardifah Iswari Dian Artha Kusumaningtyas Dian Artha Kusumaningtyas Diana Novita Lestari Dicky Eka Prasetya Dwega Irfadhila Dwi Juniati Dwi Juniati Dyah Astuti Edwin Ariesto Umbu Malahina Eko Ari Wibowo Eko, Rizky Oktaviana Eli Purwati, Eli Erma Widyastuti Evi Dwi Kartikasari Evikasari, Ira Farah Majidah Faustine Fiona Eka Farah Dewi Fayza Putri Chalista Fayza Putri Chalistha Fayza Putri Chalistha Gamal Abdul Nasir Zakaria Halili, Siti Hajar Binti Hanifah Tria Intan Jelita Hanifah, Millenia Haq, Muhammad Izzul Harun Joko Prayitno Hayuni, Argenti Agung Heri Siswanto Hernawan Sulistyanto Hery Siswanto Hety Dwi Agus Setyaningrum Hidayat, MB Dian Khusnul Hidayati, Miftachul Ihsan Nugroho Ika Wulansari Maikristiani Ikhsan Dwi Setyono Ikhwan Fauzi Nasution Ilham Sunaryo Irfadhila, Dwega Irmanopaliza, Ade Irwan Akib Ismiyati Ismiyati Isnaeni Umi Machromah Iwan Junaedi Izzatul Azmi Mulya Janu Arlinwibowo Jarnawi Afgani Dahlan Jumadi Jumadi Kani Rahmawanti Karolyne Michelia Putri Khafifah Dwi Astuti Krisna Megantari Kristof Fenyvesi Laasya Ary Aghitsna Lenny Puspita Dewi Lenny Puspita Dewi M.B. Dian Khusnul Hidayah Mahaliza Mansor Mahdum Wiraman Maikristiani, Ika Wulansari Manuel O. Malonisio Maryana, Windri Masduki Maulida Atsaniatu Rahmah Maulida, Dini Wardani Mega Puspaningrum Meytasharoh, Vera Putri Miftakhul Djannah Miftakhul Huda Miftakhul Huda Millenia Hanifah Mohamad Waluyo Mohammad Waluyo Muhaimin Ismoen Muhammad Affan Baihaqi Muhammad Afif Muhammad Fahmi Johan Syah Muhammad Izzul Haq Muhammad Nizaar Muhammad Noor Kholid Muhammad Nur Wahyu Hidayah Muhammad Nur Wahyu Hidayah Muhammad Syahriandi Adhantoro Muhammad Syahriandi Adhantoro Muhtadi Muhtadi Munaaya Fitriyya Mutiara Hisda Mahmudah Nanang Mulyana, Nanang Nasution, Ikhwan Fauzi Naufal Husein Adikalan Nevha Kharisma Paranedya Putri Nia Qodr Nida Sri Utami Ningtyas, Dewi Ayu Ningtyas, Yoga Dwi Windy Kusuma Nining Setyaningsih Norafiz Maselan Nova Tri Romadloni Novitasari, Riska Wahyu Nugroho Arif Sudibyo Nuqthy Faiziyah Nur Amalia Nur Amalia Nurdianzah, Rochmat Agung Nurhidayat Nurhidayat Nurhidayat Nuriya Hazma Arifatul Ulya Nurul Afifah Nurul Hikmah Kartini Nurul Latifatul Inayati Oktiatama, Firlana Bakti Olly Orva Peggy Kim Carla Osniman Paulina Maure Pinasti Dwi Utami Pinkan Dwi Pravitasari Pramesti, Syiffa Ghaisani Vanda Pratiwi, Alma Yasinta Candra Pratiwi, Citra Kusuma Puti, Tunjung Nala Putri, Neva Kharisma Paranedya Putri, Wiffy Zalina Rafiza Abdul Razak Rafiza Abdul Razak Rafiza binti Abdul Razak Rafiza binti Abdul Razak Rahmah, Maulida Atsaniatu Rahmawanti, Kani Rahmawati, Melani Putri Ratnasari Diah Utami Ratnasari Dwi Utami Ratni Purwasih, Ratni Razak, Rafiza Abdul Razak, Rafiza binti Abdul Retno Palupi Retno Palupi Retno Palupi Retno Palupi Reyza Wulandari Rhavida Anniza Andyani Rini Setyaningsih Riska Wahyu Novitasari Rizka Aliya Mitayani Rizky Oktaviana Eko Putri Rizky Oktaviana Eko Putri Rochmat Agung Nurdianzah Rosyada, Alya Nugrahaeni Rully Charitas Indra Prahmana S Sulastri Sabar Narimo Saifudin Saifudin Salma Rahmadhani Salsa Bila Ayustiana Hafsari Santosa, Yoga Tegar Sari, Fhitri Indah Setyabudi, Devary Pradana Setyawan, Fariz Shahibul Ahyan Sharul Effendy Janudin Shervina Solicha Siti Ainun Fadilah Siti Hajar binti Halili Siti Hajar Halili Soraya Djamilah, Soraya Sri Katoningsih Sri Rejeki Sri Sat Titi Hamranani Sri Sundari Sufahani, Suliadi Firdaus Sukimin Sulastri Sulastri Suliadi Fidaus bin Sufahani Suliadi Firdaus Bin Sufahani Suliadi Firdaus Sufahani Suliadi Firdaus Sufahani Sumardi Sumardi Sundari, Sri Sutama Sutama Syiffa Ghaisani Vanda Tanti Diyah Rahmawati Temon Bagus Hidayatullah Tia Ayu Wulandari Tika Andriani Tina Putri Alfiana Toni Ahmad Subekti Tonra, Wilda Syam Trisna Aditya Wardana Tunjung Nala Puti Turmudi Ulya, Nuriya Hazma Arifatul Vera Putri Meytasharoh Waluyo, Mohammad Wan Noor Afifah Wan Ahmad Wardana, Trisna Aditya Wijanarko, Ardi Windi Hastuti Windri Maryana Wulan Rahma Galuh Perwita Wulandari, Nur Asih YAN ADITYA PRADANA Yasir Sidiq Yoga Dwi Windy Kusuma Ningtyas Yoga Dwi Windy Kusuma Ningtyas Yoga Dwi Windy Kusuma Ningtyas Yoga Tegar Santosa Yosep Dwi Kristanto Yuki Yulita Zahiyah Asla Salsabila Zainal Arifin Zakaria, Gamal Abdul Nasir Zuhroh Wafa Atthiyah