Data analytics and visualization of educational data, students' academic records as a case study
With the rapid increase of existing unused data records, the need of making use of this databecame vital. Data mining (DM) is among the latest technologies that many researcherspay attention to currently. By applying data mining techniques, data can be analyzed,conclusions can be drawn, and future d...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Universiti Teknologi Malaysia
2019
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| Online Access: | http://eprints.utm.my/88366/1/HafizaAbas2019_DataAnalyticsandVisualizationofEducationalData.pdf |
| _version_ | 1796864617438248960 |
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| author | Al-Shargab, Ala'a Abas, Hafiza |
| author_facet | Al-Shargab, Ala'a Abas, Hafiza |
| author_sort | Al-Shargab, Ala'a |
| collection | ePrints |
| description | With the rapid increase of existing unused data records, the need of making use of this databecame vital. Data mining (DM) is among the latest technologies that many researcherspay attention to currently. By applying data mining techniques, data can be analyzed,conclusions can be drawn, and future decisions quality can be improved. The goal of thisstudy to perform a systematic literature review of educational data analytics andvisualization. We review existing work in this field from four perspectives. Prior similarwork must be taken into consideration to be reviewed and analyzed. Hence, a SystematicLiterature Review (SLR) was carried out to review the research that has been done, whichis relevant to the field of the study. In the first place, 180 papers were retrieved by a manualsearch in five databases and 27 primary studies were finally included. The findingsdeliverables determined the literature review on educational data mining and visualization.Moreover, commonly used data mining techniques are identified. |
| first_indexed | 2024-03-05T20:44:35Z |
| format | Article |
| id | utm.eprints-88366 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T20:44:35Z |
| publishDate | 2019 |
| publisher | Universiti Teknologi Malaysia |
| record_format | dspace |
| spelling | utm.eprints-883662020-12-15T10:53:15Z http://eprints.utm.my/88366/ Data analytics and visualization of educational data, students' academic records as a case study Al-Shargab, Ala'a Abas, Hafiza LA History of education With the rapid increase of existing unused data records, the need of making use of this databecame vital. Data mining (DM) is among the latest technologies that many researcherspay attention to currently. By applying data mining techniques, data can be analyzed,conclusions can be drawn, and future decisions quality can be improved. The goal of thisstudy to perform a systematic literature review of educational data analytics andvisualization. We review existing work in this field from four perspectives. Prior similarwork must be taken into consideration to be reviewed and analyzed. Hence, a SystematicLiterature Review (SLR) was carried out to review the research that has been done, whichis relevant to the field of the study. In the first place, 180 papers were retrieved by a manualsearch in five databases and 27 primary studies were finally included. The findingsdeliverables determined the literature review on educational data mining and visualization.Moreover, commonly used data mining techniques are identified. Universiti Teknologi Malaysia 2019 Article PeerReviewed application/pdf en http://eprints.utm.my/88366/1/HafizaAbas2019_DataAnalyticsandVisualizationofEducationalData.pdf Al-Shargab, Ala'a and Abas, Hafiza (2019) Data analytics and visualization of educational data, students' academic records as a case study. Open International Journal of Informatics, 7 (2). pp. 124-135. ISSN 2289-2370 http://apps.razak.utm.my/ojs/index.php/oiji/article/view/183/149 |
| spellingShingle | LA History of education Al-Shargab, Ala'a Abas, Hafiza Data analytics and visualization of educational data, students' academic records as a case study |
| title | Data analytics and visualization of educational data, students' academic records as a case study |
| title_full | Data analytics and visualization of educational data, students' academic records as a case study |
| title_fullStr | Data analytics and visualization of educational data, students' academic records as a case study |
| title_full_unstemmed | Data analytics and visualization of educational data, students' academic records as a case study |
| title_short | Data analytics and visualization of educational data, students' academic records as a case study |
| title_sort | data analytics and visualization of educational data students academic records as a case study |
| topic | LA History of education |
| url | http://eprints.utm.my/88366/1/HafizaAbas2019_DataAnalyticsandVisualizationofEducationalData.pdf |
| work_keys_str_mv | AT alshargabalaa dataanalyticsandvisualizationofeducationaldatastudentsacademicrecordsasacasestudy AT abashafiza dataanalyticsandvisualizationofeducationaldatastudentsacademicrecordsasacasestudy |