Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

What do empirical studies on technology leadership in education tell us

Content analysis, bibliometric analysis, and text mining

Bibliographic Data

ID21743972
AuthorsYaser Arslan (0000-0001-6625-6066, Kocaeli Üniversitesi, corresponding author), Evren Sumuer (0000-0002-5345-8555, Kocaeli Üniversitesi)
Year2025
Volume57
Issue6
Pages1450-1472
Publication date2025-11-02
Open AccessNo
TypeARTICLE
VenueJournal of Research on Technology in Education (JOURNAL)
Journal identifiersISSN: 1539-1523 • E-ISSN: 1945-0818
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/15391523.2024.2398534
OpenAlexW4402435526
LanguageEN
Citations received2
References cited49

The purpose of the study was to investigate 15 years of empirical research on technology leadership in education to examine the trends of the studies, synthesize their relevant features, and reveal the clusters and characteristics of their abstracts. The review included 85 empirical studies indexed in the Web of Science or Scopus databases between 2007 and 2021. Content analysis, bibliometric analysis, and text mining were employed, with results that revealed growing scholarly interest over the last few years in studying technology leadership in education, and that quantitative studies were the predominant research approach. It was also seen that more than a quarter of the studies were published in seven journals and that studies locally cited (by other studies included in the analysis) mostly referred to journals with a focus on policy, theory, and practice for technology in educational organizations. Moreover, the abstracts of the studies were clustered within four categories, which were supported with the results related to the patterns of keywords and cited papers. Possible explanations for these findings and limitations were discussed, and implications and recommendations for future studies were suggested

Bibliometrics · Content analysis · Data science · Empirical research · Library science · Mathematics education · Social science · Sociology · Statistics · Computer Science · Knowledge Management and Sharing · Mathematics · Psychology

  • From Crisis to Transformation

    Laarlyn Ipanag, Jessie Barrot•Leadership and Policy in Schools•2026

  • Leading the AI transformation in schools

    Open Access•Michael Pietsch, Dana-Kristin Mah•Educational Technology Research…•2025

  • How is the use of technology in education evaluated? A systematic review

    Open Access•Jennifer W M Lai, Matt Bower•Computers & Education•2019

  • Systematic reviews from astronomy to zoology

    Open Access•M Petticrew•BMJ•2001

  • Literature reviews as independent studies

    Open Access•Krau, Matthias Breier et al.•Review of Managerial Science•2022

  • Bringing context out of the shadows of leadership

    Open Access•P Hallinger•Educational Management…•2018

  • How to conduct a bibliometric analysis

    Open Access•Naveen Donthu, Satish Kumar et al.•Journal of Business Research•2021

  • Bibliometrix

    Open Access•Massimo Aria, Corrado Cuccurullo•Journal of Informetrics•2017

  • Preferred Reporting Items for Systematic Reviews and Meta-Analyses

    Open Access•David Moher, Alessandro Liberati et al.•PLoS Medicine•2009

  • Software tools for conducting bibliometric analysis in science

    Open Access•José A Moral-Muñoz, Enrique Herrera-Viedma et al.•El Profesional de la Informacion•2020

  • Qualitative Data Analysis

    Open Access•Matthew B Miles, A Michael Huberman•Journal of Environmental Psychology•1994

  • Importance of Technology Leadership for Technology Integration

    Open Access•Arumugam Raman, Raamani Thannimalai•SAGE Open•2019

Citations per year2
Citation span2025 - 2026 (2)
Highly citedNo

Tools

Open DOI
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae