ERIC Number: EJ1195652
Record Type: Journal
Publication Date: 2018
Pages: 16
Abstractor: As Provided
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ISSN: ISSN-1648-5831
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Learning Analytics -- New Flavor and Benefits for Educational Environments
Klašnja-Milicevic, Aleksandra; Ivanovic, Mirjana
Informatics in Education, v17 n2 p285-300 2018
Amount of educational data has been constantly increasing for years in all domains and kinds of education (formal or informal) and educational activities (teaching, learning, assessment, use of social media and collaboration and so on). Accordingly, Learning Analytics (LA) become a powerful mechanism for supporting learners, instructors, teachers, learning system designers and developers to better understand educational processes and predict learners' needs and performances. In this paper, we analyze the important dimensions and objectives of LA, application possibilities and some challenges to the beneficial exploitation of educational data. The required skills and capabilities that make meaningful use of LA techniques and technologies in this domain are considered and identified. Presented findings can act as a valuable guide for setting up LA services in support of educational practice. Also, they can be used as learner guidance, in quality assurance, curriculum development, and in improving learning process effectiveness and efficiency. Finally, this paper proposes the unavoidable constraints that affect LA technologies in education.
Descriptors: Data Analysis, Learning, Technology Uses in Education, Higher Education, Integrated Learning Systems, Computer Oriented Programs
Vilnius University Institute of Mathematics and Informatics, Lithuanian Academy of Sciences. Akademjos str. 4, Vilnius LT 08663 Lithuania. Tel: +37-5-21-09300; Fax: +37-5-27-29209; e-mail: info@mii.vu.lt; Web site: https://www.mii.lt/informatics_in_education/
Publication Type: Journal Articles; Reports - Evaluative
Education Level: Higher Education; Postsecondary Education
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Language: English
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