Hiroshi Ueda, Ho Tan Nguyen, Huy Bui, T. Tran, Hisashi Hatakeyama, M. N. Hasnine
{"title":"Briefing and Geovisualizing on International Practices of Learning Analytics in Higher Education","authors":"Hiroshi Ueda, Ho Tan Nguyen, Huy Bui, T. Tran, Hisashi Hatakeyama, M. N. Hasnine","doi":"10.1109/ICALT52272.2021.00109","DOIUrl":null,"url":null,"abstract":"In higher education, learning analytics is trending for transforming teaching behavior, uncovering information on the human learning process, understanding factors for smart learning environments, and addressing artificial intelligence issues in education. During the last decade, learning analytics has been practiced in many educational institutions worldwide, resulting in many success stories. This paper is based on a pre-selected 49 articles published in the last decade where learning management systems and smart learning environments are used to collect data and analyze using data-driven methods to support learning analytics principles. However, an emphasis is given to 15 articles found between 2017 to 2020 in Asia, North and South America, the UK, and European higher educational contexts as JISC 2017 report briefed on the earlier practices. The findings from the 15 international practices are discussed and visualized using the geo-visualization method.","PeriodicalId":170895,"journal":{"name":"2021 International Conference on Advanced Learning Technologies (ICALT)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2021-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Advanced Learning Technologies (ICALT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICALT52272.2021.00109","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In higher education, learning analytics is trending for transforming teaching behavior, uncovering information on the human learning process, understanding factors for smart learning environments, and addressing artificial intelligence issues in education. During the last decade, learning analytics has been practiced in many educational institutions worldwide, resulting in many success stories. This paper is based on a pre-selected 49 articles published in the last decade where learning management systems and smart learning environments are used to collect data and analyze using data-driven methods to support learning analytics principles. However, an emphasis is given to 15 articles found between 2017 to 2020 in Asia, North and South America, the UK, and European higher educational contexts as JISC 2017 report briefed on the earlier practices. The findings from the 15 international practices are discussed and visualized using the geo-visualization method.