Research themes and trends in the field of teacher educators: A topic modelling study

被引:1
|
作者
Ozmantar, Mehmet Fatih [1 ]
Gokdag, Kenan [2 ]
Hangul, Tugba [3 ]
Agac, Gulay [1 ]
机构
[1] Gaziantep Univ, Gaziantep Fac Educ, Dept Math & Sci Educ, Gaziantep, Turkiye
[2] Yavuz Selim Secondary Sch, Kahramanmaras, Turkiye
[3] Univ Marmara, Ataturk Fac Educ, Dept Math & Sci Educ, Istanbul, Turkiye
关键词
Educational data science; Teacher educators; Text mining; Topic modeling; Research trends; PROFESSIONAL-DEVELOPMENT; CONTENT KNOWLEDGE; SCOPUS; PERSPECTIVES; CURRICULUM; COVERAGE; IMPROVE; SCIENCE; QUALITY; IMPACT;
D O I
10.1016/j.tate.2024.104696
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This study identified research themes in the field of teacher educators using topic modeling analysis and explored their trends over time. A dataset of 754 scientific publications from Scopus was analyzed with Latent Dirichlet Allocation approach. The findings revealed ten distinct research themes, covering pedagogy/knowledge, social justice, collaboration, identity, professional growth, policy, practice, quality standards, English language and technology competency. Thematic research trends exhibited periodic and consecutive patterns since the 2010s. The findings discussed the identified themes relative to existing review studies as well as trends considering the impact of education journals, educational policies and reforms initiatives, and Covid-19 pandemic.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Teacher educators' research practices: an explorative study of teacher educators' perceptions on research
    Willemse, T. M.
    Boei, F.
    JOURNAL OF EDUCATION FOR TEACHING, 2013, 39 (04) : 354 - 369
  • [2] Themes and Trends in Creativity Research Between 1894 and 2022: A Topic Modeling Approach
    Abraham, Anna
    Mardones-Segovia, Constanza
    Sarles-Whittlesey, Heidi
    Cohen, Allan S.
    PSYCHOLOGY OF AESTHETICS CREATIVITY AND THE ARTS, 2024,
  • [3] Discovering themes and trends in transportation research using topic modeling
    Sun, Lijun
    Yin, Yafeng
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2017, 77 : 49 - 66
  • [4] Teacher educators modelling their teachers?
    Timmerman, Greetje
    EUROPEAN JOURNAL OF TEACHER EDUCATION, 2009, 32 (03) : 225 - 238
  • [5] Topic Model Analysis of Research Themes and Trends in the Journal of Economic and Environmental Geology
    Kim, Taeyong
    Park, Hyemin
    Heo, Junyong
    Yang, Minjune
    ECONOMIC AND ENVIRONMENTAL GEOLOGY, 2021, 54 (03): : 353 - 364
  • [6] Teacher educators' understanding of research-based teacher education
    Valle, Anne Marit
    Pajchel, Katarina
    Hansen, Sven-Erik
    Orset, Ann Karin
    Holand, Anna Marie
    EDUCATIONAL RESEARCH, 2025,
  • [7] Exploring Gamification Research Trends Using Topic Modeling
    Ayaz, Ahmet
    Ozyurt, Ozcan
    Al-Rahmi, Waleed Mugahed
    Salloum, Said A.
    Shutaleva, Anna
    Alblehai, Fahad
    Habes, Mohammed
    IEEE ACCESS, 2023, 11 : 119676 - 119692
  • [8] Teacher educators as curriculum developers: a case study of teacher education colleges in Cambodia
    Tep, Vandy
    FRONTIERS IN EDUCATION, 2024, 9
  • [9] A review of research on teacher efficacy beliefs in the learner-centred pedagogy context: Themes, trends and issues
    Lee, Wei Ching
    Chen, Victor Der-Thanq
    Wang, Li-Yi
    ASIA PACIFIC EDUCATION REVIEW, 2017, 18 (04) : 559 - 572
  • [10] Research Trends in Sustainable E-Payment Systems: A Study Using Topic Modeling Approach
    Trivedi, Shrawan Kumar
    Vishnu, Sriranga
    Singh, Amrinder
    Yadav, Mohit
    IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 2023, 71 : 7511 - 7525