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

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Date

2022

Journal Title

Journal ISSN

Volume Title

Publisher

Ieee-inst Electrical Electronics Engineers inc

Open Access Color

GOLD

Green Open Access

No

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Publicly Funded

No
Impulse
Top 10%
Influence
Average
Popularity
Top 10%

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Journal Issue

Abstract

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.

Description

GURCAN, Fatih/0000-0001-9915-6686; Menekse Dalveren, Gonca Gokce/0000-0002-8649-1909; Derawi, Mohammad/0000-0003-0448-7613

Keywords

E-learning trends, topic modeling, n-grams, covid-19, topic discovery, covid-19, E-learning trends, topic modeling, topic discovery, Electrical engineering. Electronics. Nuclear engineering, n-grams, TK1-9971

Turkish CoHE Thesis Center URL

Fields of Science

05 social sciences, 0503 education

Citation

WoS Q

Q2

Scopus Q

Q1
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OpenCitations Citation Count
13

Source

IEEE Access

Volume

10

Issue

Start Page

123349

End Page

123357

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Citations

CrossRef : 12

Scopus : 20

Captures

Mendeley Readers : 61

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6.86688084

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