2026-06-01T13:55:08Zhttps://riubu.ubu.es/oai/request

oai:riubu.ubu.es:10259/62412022-11-30T13:21:11Zcom_10259_4219com_10259_5086com_10259_2604com_10259_5841col_10259_4220col_10259_5842

Sáiz Manzanares, María Consuelo 510 600 0000-0002-1736-2089 Rodríguez Diez, Juan José 477 600 0000-0002-3291-2739 Diez Pastor, José Francisco 156 600 0000-0001-5013-7505 Rodríguez Arribas, Sandra 752 500 0000-0001-8845-5947 Marticorena Sánchez, Raúl 338 600 0000-0002-2633-635X Ji, Yi Peng 0ab4e2e6-2217-44aa-a328-c08b9b202ff6 600 2021-11-29T08:55:12Z 2021-11-29T08:55:12Z 2021-03 2076-3417 http://hdl.handle.net/10259/6241 10.3390/app11062677 In this study, we used a module for monitoring and detecting students at risk of dropping out. We worked with a sample of 49 third-year students in a Health Science degree during a lockdown caused by COVID-19. Three follow-ups were carried out over a semester: an initial one, an intermediate one and a final one with the UBUMonitor tool. This tool is a desktop application executed on the client, implemented with Java, and with a graphic interface developed in JavaFX. The application connects to the selected Moodle server, through the web services and the REST API provided by the server. UBUMonitor includes, among others, modules for log visualisation, risk of dropping out, and clustering. The visualisation techniques of boxplots and heat maps and the cluster analysis module (k-means ++, fuzzy k-means and Density-based spatial clustering of applications with noise (DBSCAN) were used to monitor the students. A teaching methodology based on project-based learning (PBL), self-regulated learning (SRL) and continuous assessment was also used. The results indicate that the use of this methodology together with early detection and personalised intervention in the initial follow-up of students achieved a drop-out rate of less than 7% and an overall level of student satisfaction with the teaching and learning process of 4.56 out of 5. CONSEJERÍA DE EDUCACIÓN DE LA JUNTA DE CASTILLA Y LEÓN (Spain), grant number BU032G19. application/pdf eng MDPI Applied Sciences. 2021, V. 11, n. 6, 2677 https://doi.org/10.3390/app11062677 info:eu-repo/grantAgreement/Junta de Castilla y León//BU032G19//E-orientación en moodle: detección y seguimiento del alumno en riesgo en la universidad Atribución 4.0 Internacional http://creativecommons.org/licenses/by/4.0/ info:eu-repo/semantics/openAccess At-risk student Clustering Visualisation Self-regulated learning Moodle Learning analytics Enseñanza superior Informática Psicología Education, Higher Computer science Psychology Monitoring of Student Learning in Learning Management Systems: An Application of Educational Data Mining Techniques info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion THUMBNAIL Saiz-as_2021-2.pdf.jpg Saiz-as_2021-2.pdf.jpg IM Thumbnail image/jpeg 3614 https://riubu.ubu.es/bitstream/10259/6241/4/Saiz-as_2021-2.pdf.jpg 5ae568e07de9d1fdb745efb2319fd452 MD5 4 LICENSE license.txt license.txt text/plain; charset=utf-8 999 https://riubu.ubu.es/bitstream/10259/6241/3/license.txt b295bcbce42e2caabeb0c623d3860c06 MD5 3 CC-LICENSE license_rdf license_rdf application/rdf+xml; charset=utf-8 908 https://riubu.ubu.es/bitstream/10259/6241/2/license_rdf 0175ea4a2d4caec4bbcc37e300941108 MD5 2 ORIGINAL Saiz-as_2021-2.pdf Saiz-as_2021-2.pdf application/pdf 49789072 https://riubu.ubu.es/bitstream/10259/6241/1/Saiz-as_2021-2.pdf 66621ad0d9c8bb17923d0048ee4a1d71 MD5 1 10259/6241 oai:riubu.ubu.es:10259/6241 2022-11-30 14:21:11.821 Repositorio Institucional de la Universidad de Burgos bubrep@ubu.es RWwgYXV0b3IgY29tbyDDum5pY28gdGl0dWxhciBkZSBsb3MgZGVyZWNob3MgZGUgcHJvcGllZGFkIGludGVsZWN0dWFsIGRlIGxhIG9icmEsIG8gZGlzcG9uaWVuZG8gZGUgbG9zIGRlYmlkb3MgcGVybWlzb3MgZGUgbG9zIG90cm9zIHRpdHVsYXJlcywgc2kgbG9zIGh1YmllcmEsIHkgZW4gdmlydHVkIGRlIGxvcyBkZXJlY2hvcyBxdWUgbGUgY29uZmllcmUgbGEgbGVnaXNsYWNpw7NuIHZpZ2VudGUgc29icmUgcHJvcGllZGFkIGludGVsZWN0dWFsIHkgZGVyZWNob3MgZGUgYXV0b3IsIA0KQVVUT1JJWkEgYSBsYSBVbml2ZXJzaWRhZCBkZSBCdXJnb3MgYSBkaWZ1bmRpciwgZGUgbWFuZXJhIGdyYXR1aXRhLCBlbCBjb250ZW5pZG8gZGUgbG9zIGFyY2hpdm9zIGRpZ2l0YWxlcyBxdWUgY29ycmVzcG9uZGVuIGFsIGRvY3VtZW50byBkZXNjcml0byBhbnRlcmlvcm1lbnRlLCBjb24gY2Fyw6FjdGVyIG5vIGV4Y2x1c2l2byB5IGRlIG1hbmVyYSBww7pibGljYSBlbiBhY2Nlc28gYWJpZXJ0byBhIHRyYXbDqXMgZGUgSW50ZXJuZXQsIHBhcmEgbG8gcXVlIGxhIEJpYmxpb3RlY2EgcHJvY2VkZXLDoSBhIGFyY2hpdmFybG9zIGVuIGVsIFJlcG9zaXRvcmlvIEluc3RpdHVjaW9uYWwuIEFzaW1pc21vIGF1dG9yaXphIGEgbGEgVW5pdmVyc2lkYWQgZGUgQnVyZ29zIGEgcmVhbGl6YXIgbGFzIHRyYW5zZm9ybWFjaW9uZXMgbmVjZXNhcmlhcyBkZSBmb3JtYXRvLCBubyBkZSBjb250ZW5pZG8sIHBhcmEgZ2FyYW50aXphciBsYSBwcmVzZXJ2YWNpw7NuIHkgZWwgYWNjZXNvIGVuIGVsIGZ1dHVyby4NCg0KRWwgYXV0b3IgZGlzcG9uZSwgZW4gdG9kbyBjYXNvLCBkZWwgZGVyZWNobyBhIHJldm9jYXIgZXN0YSBhdXRvcml6YWNpw7NuLg0KDQpMYSBjZXNpw7NuIGRlIGRlcmVjaG9zIGRlIGVzdGEgb2JyYSBzZSBlbmN1ZW50cmEgc3VqZXRhIGEgbGEgbGVnaXNsYWNpw7NuIHZpZ2VudGUgc29icmUgcHJvcGllZGFkIGludGVsZWN0dWFsIHkgZGVyZWNob3MgZGUgYXV0b3Iu