Thematic Evolution of Educational Technology Research: A Large-Scale Topic Modeling Perspective

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Özet

This study aims to reveal the thematic evolution of the educational technology field by analyzing 17,393 articles published between 2000 and 2024 in ten leading journals using the Latent Dirichlet Allocation (LDA) based topic modeling. Based on the analysis of title, abstract, and keywords, 20 themes were identified and grouped under seven broader meta-themes such as “Teacher Professional Competence and Technology Adoption”, “Digital and Disciplinary Literacy Development”, and “Immersive and Experiential Learning Technologies”. The model achieved its highest coherence at K = 20 (c_v = 0.4091), and the stability of the thematic structure was supported through additional runs with alternative hyperparameter configurations and expert validation. The findings show that there has been a significant increase in themes such as “Technology Integration”, “Teacher Roles in Online Learning Design”, and “Technology Acceptance and Self-Efficacy” in recent years. Temporal trend and growth analyses indicate that these themes will continue to shape the research landscape in the upcoming years. This holistic approach, which overcomes the contextual limitations of traditional bibliometric analysis, makes a significant contribution to the literature by mapping the last 25 years of scholarly accumulation in educational technology.

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AlanDeğerDil
dc.contributor.authorAslan, Alper
dc.contributor.authorAktı Aslan, Seda
dc.contributor.authorTurgut, Yiğit Emrah
dc.contributor.authorAllison, Jordan
dc.contributor.authorÖzyurt, Özcan
dc.date.accessioned2026-10-28T14:53:43.694846803Z
dc.date.available2026-10-28T14:53:43.694846803Z
dc.date.issued2026
dc.description.abstractThis study aims to reveal the thematic evolution of the educational technology field by analyzing 17,393 articles published between 2000 and 2024 in ten leading journals using the Latent Dirichlet Allocation (LDA) based topic modeling. Based on the analysis of title, abstract, and keywords, 20 themes were identified and grouped under seven broader meta-themes such as “Teacher Professional Competence and Technology Adoption”, “Digital and Disciplinary Literacy Development”, and “Immersive and Experiential Learning Technologies”. The model achieved its highest coherence at K = 20 (c_v = 0.4091), and the stability of the thematic structure was supported through additional runs with alternative hyperparameter configurations and expert validation. The findings show that there has been a significant increase in themes such as “Technology Integration”, “Teacher Roles in Online Learning Design”, and “Technology Acceptance and Self-Efficacy” in recent years. Temporal trend and growth analyses indicate that these themes will continue to shape the research landscape in the upcoming years. This holistic approach, which overcomes the contextual limitations of traditional bibliometric analysis, makes a significant contribution to the literature by mapping the last 25 years of scholarly accumulation in educational technology.
dc.identifier.doi10.1177/07356331261425006
dc.identifier.eissn1541-4140
dc.identifier.endpage1186
dc.identifier.issn0735-6331
dc.identifier.issue5
dc.identifier.scopus2-s2.0-105029655601
dc.identifier.startpage1158
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/munzur/888
dc.identifier.volume64
dc.identifier.wosWOS:001685502100001
dc.language.isoen
dc.publisherSAGE Publications Inc.
dc.relation.ispartofJournal of Educational Computing Research
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjecteducational technology
dc.subjectlatent dirichlet allocation
dc.subjectthematic evolution
dc.subjecttopic modeling
dc.titleThematic Evolution of Educational Technology Research: A Large-Scale Topic Modeling Perspective
dc.typeArticle
rdl.citation.openalex2
rdl.citation.scopus2
rdl.oa.statusgreen
rdl.oa.statusclosed
rdl.oa.urlhttps://eprints.glos.ac.uk/15839/1/Aslan%2C%20A%20et%20al.%20%282026%29%2015839%20Thematic%20Evolution%20of%20Educational%20Technology%20Research.pdf
rdl.scopus.quartileQ1
rdl.sdgSDG04
rdl.source.indexSCOPUS
rdl.source.indexWOS