ERIC Number: EJ1453944
Record Type: Journal
Publication Date: 2024-Dec
Pages: 22
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1360-2357
EISSN: EISSN-1573-7608
Learning Analytics in Distance Education: A Systematic Review Study
Education and Information Technologies, v29 n17 p22629-22650 2024
This study aims to reveal the main trends and findings of the studies examining the use of learning analytics in distance education. For this purpose, journal articles indexed in the SSCI index in the Web of Science database were reviewed, and a total of 400 journal articles were analysed within the scope of this study. The systematic review method was used as the research methodology. The first study on the subject was published in 2011, and the publications continued to increase over the years. It was found that the publications on the subject were primarily found in "Computers and Education" and "Education and Information Technologies" journals. It was observed that China, USA, and Spain were the leading countries where the related studies were conducted. The studies primarily used the quantitative method, and university students were included as the sample. In addition, within the scope of learning analytics, it was observed that the data were mainly analysed with "regression analysis", "correlation analysis", "special algorithms-models", "ANOVA", and "cluster analysis" methods. It was determined that the most preferred platforms in the studies were learning management systems and MOOCs, learning behaviours were mostly examined, and log data were mainly used in this process. It was observed that the variables tested in the studies mainly consisted of students' behaviours on the platform, learning performances, communication processes, dropout behaviours and course designs. Furthermore, in the studies examined, the advantages of learning analytics in the context of distance education are mostly related to the possibilities of improving the teaching process, and as disadvantages, it is stated that learning analytics is not suitable for use in some situations, negatively affect students' performances, have limited interaction with students and are an expensive investment.
Descriptors: Learning Analytics, Distance Education, Educational Trends, Periodicals, Educational Research, Foreign Countries, Research Methodology, College Students, Data Analysis, Regression (Statistics), Correlation, Algorithms, Statistical Analysis, Multivariate Analysis, Learning Management Systems, MOOCs, Learning Processes, Student Behavior, Communications, Dropouts, Curriculum Design, Educational Benefits, Teaching Methods, Electronic Learning, Open Education
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Publication Type: Journal Articles; Reports - Research
Education Level: Higher Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: China; United States; Spain
Grant or Contract Numbers: N/A