Covid-19 and E-Learning: An Exploratory Analysis of Research Topics and Interests in E-Learning During the Pandemic

被引:9
|
作者
Gurcan, Fatih [1 ]
Dalveren, Gonca Gokce Menekse [2 ]
Derawi, Mohammad [3 ]
机构
[1] Karadeniz Tech Univ, Fac Engn, Dept Comp Engn, TR-61080 Trabzon, Turkey
[2] Atilim Univ, Fac Engn, Dept Software Engn, TR-06830 Ankara, Turkey
[3] Norwegian Univ Sci & Technol, Dept Elect Syst, N-2815 Gjovik, Norway
来源
IEEE ACCESS | 2022年 / 10卷
关键词
E-learning trends; topic modeling; n-grams; covid-19; topic discovery; EVOLUTION; TRENDS; IMPACT;
D O I
10.1109/ACCESS.2022.3224034
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
E-learning has gained further importance and the amount of e-learning research and applications has increased exponentially during the COVID-19 pandemic. Therefore, it is critical to examine trends and interests in e-learning research and applications during the pandemic period. This paper aims to identify trends and research interests in e-learning articles related to COVID-19 pandemic. Consistent with this aim, a semantic content analysis was conducted on 3562 peer-reviewed journal articles published since the beginning of the COVID-19 pandemic, using the N-gram model and Latent Dirichlet Allocation (LDA) topic modeling approach. Findings of the study revealed the high-frequency bigrams such as "online learn ", "online education ", "online teach " and "distance learn ", as well as trigrams such as "higher education institution ", "emergency remote teach ", "education online learn " and "online teach learn ". Moreover, the LDA topic modeling analysis revealed 42 topics. The topics of "Learning Needs ", "Higher Education " and "Social Impact " respectively were the most focused topics. These topics also revealed concepts, dimensions, methods, tools, technologies, applications, measurement and evaluation models, which are the focal points of e-learning field during the pandemic. The findings of the study are expected to provide insights to researchers and future studies.
引用
收藏
页码:123349 / 123357
页数:9
相关论文
共 50 条
  • [1] E-LEARNING DURING COVID-19 PANDEMIC: AN EMPIRICAL RESEARCH
    Gocheva, Margarita
    Kasakliev, Nikolay
    Somova, Elena
    [J]. MATHEMATICS AND INFORMATICS, 2021, 64 (06): : 585 - 597
  • [2] E-learning: A key to sustain learning during COVID-19 pandemic
    Bodhare, Trupti
    [J]. INTERNATIONAL JOURNAL OF HEALTH AND ALLIED SCIENCES, 2020, 9 (03): : 298 - 300
  • [3] E-Learning Critical Success Factors during the COVID-19 Pandemic: A Comprehensive Analysis of E-Learning Managerial Perspectives
    Alqahtani, Ammar Y.
    Rajkhan, Albraa A.
    [J]. EDUCATION SCIENCES, 2020, 10 (09): : 1 - 16
  • [4] Mapping the research landscape: A bibliometric analysis of e-learning during the COVID-19 pandemic
    Levidze, Marine
    [J]. HELIYON, 2024, 10 (13)
  • [5] E-Learning in Nursing and Midwifery during the COVID-19 Pandemic
    Reljic, Natasa Mlinar
    Dolinar, Maja Drescek
    Stiglic, Gregor
    Kmetec, Sergej
    Fekonja, Zvonka
    Donik, Barbara
    [J]. HEALTHCARE, 2023, 11 (23)
  • [6] Campus traffic and e-Learning during COVID-19 pandemic
    Favale, Thomas
    Soro, Francesca
    Trevisan, Martino
    Drago, Idilio
    Mellia, Marco
    [J]. COMPUTER NETWORKS, 2020, 176
  • [7] E-learning and blended learning during COVID-19
    Issa, Tomayess
    Isaias, Pedro
    Issa, Theodora
    [J]. INTERACTIVE TECHNOLOGY AND SMART EDUCATION, 2021, 18 (03) : 273 - 277
  • [8] E-Learning in Higher Education during the COVID-19 Pandemic: A Bibliometric Analysis
    Prioteasa, Adina-Liliana
    Ciocoiu, Carmen Nadia
    Lazar, Laurentiu
    Minciu, Mihaela
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON BUSINESS EXCELLENCE, 2023, 17 (01): : 1858 - 1872
  • [9] Mapping the Publications of e-learning during the COVID-19 Pandemic: A Bibliometric Analysis
    Dehnad, Afsaneh
    Abdekhoda, Mohammadhiwa
    [J]. JOURNAL OF SCIENTOMETRIC RESEARCH, 2023, 12 (01) : 35 - 43
  • [10] RESEARCH TOPICS AND E-LEARNING
    Geetha, T. V.
    [J]. 2011 THIRD INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING (ICOAC), 2011,