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Exploration of the Implementation of Deep Learning Approach in Teaching Mathematics in Secondary Schools

Unnes Journal of Mathematics Education · Vol. 14 No. 2 (2025) · pp. 98–105

DOI
10.15294/ujme.v14i2.27374
ISSN
2460-5840, 2252-6927
Published
2025-08-31
Publisher
Universitas Negeri Semarang
Language
eng

Abstract

This study explored how mathematics teachers interpret and implement deep learning approaches in classroom instruction and the challenges they encounter. Using a qualitative case study design, data were collected from five teachers through an open-ended online questionnaire and two in-depth interviews. Thematic analysis was conducted following the Miles, Huberman, and Saldaña framework. The findings revealed that teachers view deep learning as a student-centered approach that emphasizes conceptual understanding, critical thinking, and emotional engagement. Teachers employ various strategies such as group discussions, problem-based learning, contextual problem solving, discovery learning, open-ended math projects, game-based assessments, and the CORE model. However, challenges arose in tailoring strategies to meet diverse student needs, managing time constraints, and dealing with limited infrastructure. The study concludes that, although teachers value deep learning, its effective classroom application depends on stronger institutional support and flexible pedagogical models. These findings offer practical insights into how deep learning is interpreted and practiced in Indonesian mathematics classrooms.

Keywords

Collaboration network of the authors

40 authors · 95 co-authorship links

Hover or tap a name to highlight its co-authors. Double-click to open the author's page.

  • Sunan Gunung Djati State Islamic University Bandung
  • Affiliation unknown
  • Different organisations
  • Same organisation
  • Affiliation unknown
  • Thicker line = more joint articles · bigger circle = more articles
Show as table
Co-authorOrganisationJoint articles
Riva Lesta ArianySunan Gunung Djati State Islamic University Bandung2
Rahayu KariadinataAffiliation unknown2
Ridha AbdullahAffiliation unknown2
Asep JihadAffiliation unknown2
Iyon MaryonoAffiliation unknown2
Sergii SharovAffiliation unknown1
M. PasqaAffiliation unknown1
Hazar MalikAffiliation unknown1
Pariz Hudal Mutakin HudalSunan Gunung Djati State Islamic University Bandung1
Ratna Sari RatnaSunan Gunung Djati State Islamic University Bandung1
Risma NurilhamiSunan Gunung Djati State Islamic University Bandung1
Wufron WufronAffiliation unknown1
Rohimat NurhasanAffiliation unknown1
Noor Aimi Binti Mohamad PuadAffiliation unknown1
Agus Hikmat SyafAffiliation unknown1
E SusilawatiAffiliation unknown1
Juariah JuariahAffiliation unknown1
Rozadira HaqiAffiliation unknown1
Agus SuhendraAffiliation unknown1
Nunung SobarningsihAffiliation unknown1
Ahmad ZahidAffiliation unknown1
Dadang ApandiAffiliation unknown1
Titin FatimahAffiliation unknown1
Yayu Nurhayati RahayuAffiliation unknown1
Ida RosyidahAffiliation unknown1
Kartika DewiAffiliation unknown1
M N AbdullahAffiliation unknown1
Silvi PriandiniAffiliation unknown1
Silvy Aulia WahyuniAffiliation unknown1
Neneng WindayaniAffiliation unknown1
Lusy FajarwatiAffiliation unknown1
Adam MalikAffiliation unknown1
Salsabila MustopaAffiliation unknown1
Tryana HafildaAffiliation unknown1
Ulfah Amani SyahidahAffiliation unknown1
Ieke Sartika IrianyAffiliation unknown1
Deni MardianaAffiliation unknown1

Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.

Metadata source: OAI-PMH (metadata jurnal) https://journal.unnes.ac.id/journals/ujme/oai, first harvested 6 Nov 2026, last seen 8 Nov 2026.
Original metadata (oai_dc)
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	<dc:title xml:lang="en">Exploration of the Implementation of Deep Learning Approach in Teaching Mathematics in Secondary Schools</dc:title>
	<dc:creator xml:lang="en">Pujawati, Fitria</dc:creator>
	<dc:creator xml:lang="en">Azkia, M. Naufal </dc:creator>
	<dc:creator xml:lang="en">Susilawati, Wati </dc:creator>
	<dc:subject xml:lang="en">Deep learning</dc:subject>
	<dc:subject xml:lang="en">mathematics education</dc:subject>
	<dc:subject xml:lang="en">teacher perception</dc:subject>
	<dc:subject xml:lang="en">instructional strategy</dc:subject>
	<dc:subject xml:lang="en">implementation challenges</dc:subject>
	<dc:description xml:lang="en">This study explored how mathematics teachers interpret and implement deep learning approaches in classroom instruction and the challenges they encounter. Using a qualitative case study design, data were collected from five teachers through an open-ended online questionnaire and two in-depth interviews. Thematic analysis was conducted following the Miles, Huberman, and Saldaña framework. The findings revealed that teachers view deep learning as a student-centered approach that emphasizes conceptual understanding, critical thinking, and emotional engagement. Teachers employ various strategies such as group discussions, problem-based learning, contextual problem solving, discovery learning, open-ended math projects, game-based assessments, and the CORE model. However, challenges arose in tailoring strategies to meet diverse student needs, managing time constraints, and dealing with limited infrastructure. The study concludes that, although teachers value deep learning, its effective classroom application depends on stronger institutional support and flexible pedagogical models. These findings offer practical insights into how deep learning is interpreted and practiced in Indonesian mathematics classrooms.</dc:description>
	<dc:publisher xml:lang="en">Universitas Negeri Semarang</dc:publisher>
	<dc:date>2025-08-31</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:type xml:lang="en">Peer-reviewed Article</dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:identifier>https://journal.unnes.ac.id/journals/ujme/article/view/27374</dc:identifier>
	<dc:identifier>10.15294/ujme.v14i2.27374</dc:identifier>
	<dc:source xml:lang="en">Unnes Journal of Mathematics Education; Vol. 14 No. 2 (2025): Reguler Issue; 98-105</dc:source>
	<dc:source>2460-5840</dc:source>
	<dc:source>2252-6927</dc:source>
	<dc:source>10.15294/ujme.v14i2</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://journal.unnes.ac.id/journals/ujme/article/view/27374/5962</dc:relation>
	<dc:rights xml:lang="en">Copyright (c) 2025 Unnes Journal of Mathematics Education</dc:rights>
</oai_dc:dc>