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The Factors Affecting University Retention/ Attrition By Big Data Analytics

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The Factors Affecting University Retention/ Attrition By Big Data Analytics

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dc.contributor.author Cho, Richard es_ES
dc.contributor.author Kim, Dongmin es_ES
dc.date.accessioned 2019-09-11T06:31:14Z
dc.date.available 2019-09-11T06:31:14Z
dc.date.issued 2019-07-05
dc.identifier.isbn 9788490486610
dc.identifier.issn 2603-5871
dc.identifier.uri http://hdl.handle.net/10251/125541
dc.description.abstract [EN] Using the enrolment data at the Faculty of Business (FOB) in one Canadian University, we perform the big data analysis to examine the cause of attrition: a) the existence of potential risk group and b) the potential courses, which can be the predictors of student attrition in the first few years in the university. The logistic regression was used to find the potential predictors for students’ retention, and the cluster analysis also suggests the existence of inherently high-risk groups in students. By providing support for the high-risk group to successfully complete courses, the retention rate could be improved. es_ES
dc.format.extent 10 es_ES
dc.language Inglés es_ES
dc.publisher Editorial Universitat Politècnica de València es_ES
dc.relation.ispartof HEAD'19. 5th International Conference on Higher Education Advances es_ES
dc.rights Reconocimiento - No comercial - Sin obra derivada (by-nc-nd) es_ES
dc.subject Higher Education es_ES
dc.subject Learning es_ES
dc.subject Educational systems es_ES
dc.subject Teaching es_ES
dc.subject University retention/Atttrition es_ES
dc.subject Big Data analytics es_ES
dc.subject Logistic regression es_ES
dc.subject Cluster analysis es_ES
dc.subject Identifying High-Risk Group es_ES
dc.title The Factors Affecting University Retention/ Attrition By Big Data Analytics es_ES
dc.type Capítulo de libro es_ES
dc.type Comunicación en congreso es_ES
dc.identifier.doi 10.4995/HEAD19.2019.9241
dc.rights.accessRights Abierto es_ES
dc.description.bibliographicCitation Cho, R.; Kim, D. (2019). The Factors Affecting University Retention/ Attrition By Big Data Analytics. En HEAD'19. 5th International Conference on Higher Education Advances. Editorial Universitat Politècnica de València. 991-1001. https://doi.org/10.4995/HEAD19.2019.9241 es_ES
dc.description.accrualMethod OCS es_ES
dc.relation.conferencename Fifth International Conference on Higher Education Advances es_ES
dc.relation.conferencedate Junio 26-28, 2019 es_ES
dc.relation.conferenceplace València, Spain es_ES
dc.relation.publisherversion http://ocs.editorial.upv.es/index.php/HEAD/HEAD19/paper/view/9241 es_ES
dc.description.upvformatpinicio 991 es_ES
dc.description.upvformatpfin 1001 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.relation.pasarela OCS\9241 es_ES


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