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The Influence of Deep Learning on Dialogic Communication in the Learning Process at Community Learning Centers

Journal of Nonformal Education · Vol. 12 No. nformal (2026) · hlm. 218–227

DOI
10.15294/jone.v12i1.34837
ISSN
2528-4541, 2442-532X
Terbit
2026-02-15
Penerbit
Universitas Negeri Semarang
Bahasa
eng
Lisensi
creativecommons.org/licenses/by/4.0

Abstrak

Background: The rapid development of 21st-century education requires a paradigm shift from teacher-centered learning toward learner-centered approaches that emphasize deep learning. In the context of non-formal education, Community Learning Centers (Pusat Kegiatan Belajar Masyarakat, PKBM) serve as strategic spaces for lifelong learning. However, many still rely on conventional, one-way instructional practices that limit reflective dialogue and learner engagement. Deep learning, which focuses on critical thinking, collaboration, and knowledge transfer to real-life contexts, has the potential to transform these interactions into more dialogic and meaningful communication processes. Research Objectives: This study aims to analyze the influence of the deep learning model on enhancing dialogic communication during the learning process at community learning center. Additionally, it seeks to examine the extent to which deep learning contributes to the achievement of UNESCO’s four pillars of learning—learning to know, learning to do, learning to be, and learning to live together. Research Method: This research employed a mixed-methods design with an explanatory sequential approach. The quantitative phase used a quasi-experimental method involving 120 learners across six community learning center in Jakarta, divided into experimental and control groups. The experimental group implemented a deep learning model emphasizing reflective questioning and collaborative dialogue, while the control group applied conventional methods. Quantitative data were analyzed using t-tests and multiple linear regression, while qualitative data were gathered through interviews and observations, then analyzed thematically to provide contextual understanding. Research Findings: The results showed that learners in the experimental group experienced a significant improvement in dialogic communication compared to the control group (t = 6.42; p = 0.000). Their mean score increased from 61.2 to 84.3, demonstrating enhanced participation, reflection, and critical dialogue. Multiple regression analysis revealed that deep learning was a dominant predictor of achieving the four pillars of learning (β = 0.68; p = 0.000), explaining 53% of the variance in holistic learning outcomes. Qualitative findings supported these results, illustrating that learners perceived the deep learning environment as challenging yet meaningful, fostering curiosity, collaboration, and a sense of empowerment. Conclusion: The study concludes that deep learning significantly strengthens dialogic communication and holistic learning in non-formal education contexts. By integrating reflection, collaboration, and authentic problem-solving, this approach transforms community learning center classrooms into inclusive and participatory learning spaces. It not only enhances cognitive and social skills but also aligns with the broader mission of community empowerment through lifelong learning. Novelty/Originality/Value: This study provides one of the first empirical investigations linking deep learning with dialogic communication in Indonesian non-formal education settings. It offers a practical model for community learning center tutors to foster transformative learning interactions and contributes to policy discussions on enhancing pedagogical capacity in community-based education.

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  • State University of Jakarta
  • Central China Normal University
  • Sekolah Tinggi Agama Buddha Negeri Sriwijaya Tangerang Banten
  • Universitas Islam Negeri Sultan Aji Muhammad Idris Samarinda
  • Universitas Islam Negeri Raden Intan Lampung
  • University of Bengkulu
  • Chinese University of Hong Kong
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Rekan penulisOrganisasiArtikel bersama
Puji HadiyantiState University of Jakarta8
Intan Purnama DewiState University of Jakarta4
Henny Herawaty Br DalimuntheCentral China Normal University4
Rahmat SyahSekolah Tinggi Agama Buddha Negeri Sriwijaya Tangerang Banten3
Durotul YatimahState University of Jakarta2
R. SyahAfiliasi tidak diketahui2
Muhammad AffandiUniversitas Islam Negeri Sultan Aji Muhammad Idris Samarinda2
Muhammad Mawardi JafarUniversitas Islam Negeri Raden Intan Lampung2
Erna AmbariniState University of Jakarta2
Muhammad Fadhlan AbdillahState University of Jakarta2
Bayu PradiktoUniversity of Bengkulu2
Lei WanpengChinese University of Hong Kong2
Dewi RahmadaniaState University of Jakarta1
Elais RetnowatiState University of Jakarta1
Hilma FitriyaniState University of Jakarta1

Afiliasi berasal dari OpenAlex; metadata OAI-PMH jurnal tidak memuatnya. Penulis tanpa ID OpenAlex dicocokkan berdasarkan nama, sehingga dua orang bisa tergabung atau satu orang bisa terpisah.

Sumber metadata: OAI-PMH (metadata jurnal) https://journal.unnes.ac.id/journals/jone/oai, pertama di-harvest 6 Nov 2026, terakhir terlihat 8 Nov 2026.
Metadata asli (oai_dc)
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	<dc:title xml:lang="en">The Influence of Deep Learning on Dialogic Communication in the Learning Process at Community Learning Centers</dc:title>
	<dc:creator xml:lang="en">Irvansyah, Adi</dc:creator>
	<dc:creator xml:lang="en">Sasmita, Karta</dc:creator>
	<dc:creator xml:lang="en">Mutakim, Jaenal</dc:creator>
	<dc:creator xml:lang="en">Wibowo, Setiawan</dc:creator>
	<dc:creator xml:lang="en">Darmawan, Daddy</dc:creator>
	<dc:subject xml:lang="en">deep learning</dc:subject>
	<dc:subject xml:lang="en">dialogic communication</dc:subject>
	<dc:subject xml:lang="en">community learning center</dc:subject>
	<dc:subject xml:lang="en">non-formal education</dc:subject>
	<dc:subject xml:lang="en">lifelong learning</dc:subject>
	<dc:description xml:lang="en">Background: The rapid development of 21st-century education requires a paradigm shift from teacher-centered learning toward learner-centered approaches that emphasize deep learning. In the context of non-formal education, Community Learning Centers (Pusat Kegiatan Belajar Masyarakat, PKBM) serve as strategic spaces for lifelong learning. However, many still rely on conventional, one-way instructional practices that limit reflective dialogue and learner engagement. Deep learning, which focuses on critical thinking, collaboration, and knowledge transfer to real-life contexts, has the potential to transform these interactions into more dialogic and meaningful communication processes.
Research Objectives: This study aims to analyze the influence of the deep learning model on enhancing dialogic communication during the learning process at community learning center. Additionally, it seeks to examine the extent to which deep learning contributes to the achievement of UNESCO’s four pillars of learning—learning to know, learning to do, learning to be, and learning to live together.
Research Method: This research employed a mixed-methods design with an explanatory sequential approach. The quantitative phase used a quasi-experimental method involving 120 learners across six community learning center in Jakarta, divided into experimental and control groups. The experimental group implemented a deep learning model emphasizing reflective questioning and collaborative dialogue, while the control group applied conventional methods. Quantitative data were analyzed using t-tests and multiple linear regression, while qualitative data were gathered through interviews and observations, then analyzed thematically to provide contextual understanding.
Research Findings: The results showed that learners in the experimental group experienced a significant improvement in dialogic communication compared to the control group (t = 6.42; p = 0.000). Their mean score increased from 61.2 to 84.3, demonstrating enhanced participation, reflection, and critical dialogue. Multiple regression analysis revealed that deep learning was a dominant predictor of achieving the four pillars of learning (β = 0.68; p = 0.000), explaining 53% of the variance in holistic learning outcomes. Qualitative findings supported these results, illustrating that learners perceived the deep learning environment as challenging yet meaningful, fostering curiosity, collaboration, and a sense of empowerment.
Conclusion: The study concludes that deep learning significantly strengthens dialogic communication and holistic learning in non-formal education contexts. By integrating reflection, collaboration, and authentic problem-solving, this approach transforms community learning center classrooms into inclusive and participatory learning spaces. It not only enhances cognitive and social skills but also aligns with the broader mission of community empowerment through lifelong learning.
Novelty/Originality/Value:   This study provides one of the first empirical investigations linking deep learning with dialogic communication in Indonesian non-formal education settings. It offers a practical model for community learning center tutors to foster transformative learning interactions and contributes to policy discussions on enhancing pedagogical capacity in community-based education.</dc:description>
	<dc:publisher xml:lang="en">Universitas Negeri Semarang</dc:publisher>
	<dc:date>2026-02-15</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/jone/article/view/34837</dc:identifier>
	<dc:identifier>10.15294/jone.v12i1.34837</dc:identifier>
	<dc:source xml:lang="en">Journal of Nonformal Education; Vol. 12 No. 1 (2026): Community empowerment and Adult education; 218-227</dc:source>
	<dc:source>2528-4541</dc:source>
	<dc:source>2442-532X</dc:source>
	<dc:source>10.15294/jone.v12i1</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://journal.unnes.ac.id/journals/jone/article/view/34837/9204</dc:relation>
	<dc:rights xml:lang="en">Copyright (c) 2026 Adi Irvansyah, Karta Sasmita, Jaenal Mutakim, Setiawan Wibowo, Daddy Darmawan (Author)</dc:rights>
	<dc:rights xml:lang="en">https://creativecommons.org/licenses/by/4.0</dc:rights>
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