Data Analysis for Performance Improvement of University Students Using IoT

Using Internet of Things (IoT) devices and data analysis techniques can potentially transform how universities approach improving student achievement. In this sense, the project is based on implementing a remotely operated pneumatic bank applying IoT for university education. With this technology, i...

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Egile nagusia: Ayala-Chauvin, Manuel (author)
Beste egile batzuk: Lara-Álvarez, Patricio (author), Castro, Ricardo (author)
Formatua: article
Hizkuntza:eng
Argitaratua: 2024
Sarrera elektronikoa:https://link.springer.com/chapter/10.1007/978-3-031-48930-3_35
https://hdl.handle.net/20.500.14809/6971
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author Ayala-Chauvin, Manuel
author2 Lara-Álvarez, Patricio
Castro, Ricardo
author2_role author
author
author_facet Ayala-Chauvin, Manuel
Lara-Álvarez, Patricio
Castro, Ricardo
author_role author
collection Repositorio Universidad Tecnológica Indoamérica
dc.creator.none.fl_str_mv Ayala-Chauvin, Manuel
Lara-Álvarez, Patricio
Castro, Ricardo
dc.date.none.fl_str_mv 2024-07-30T19:56:45Z
2024-07-30T19:56:45Z
2024
dc.identifier.none.fl_str_mv https://link.springer.com/chapter/10.1007/978-3-031-48930-3_35
https://hdl.handle.net/20.500.14809/6971
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv Communications in Computer and Information Science. Volume 1937 CCIS, Pages 457 - 468
dc.rights.none.fl_str_mv https://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:Repositorio Universidad Tecnológica Indoamérica
instname:Universidad Tecnológica Indoamérica
instacron:UTI
dc.title.none.fl_str_mv Data Analysis for Performance Improvement of University Students Using IoT
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
description Using Internet of Things (IoT) devices and data analysis techniques can potentially transform how universities approach improving student achievement. In this sense, the project is based on implementing a remotely operated pneumatic bank applying IoT for university education. With this technology, it is possible to obtain information about the factors that impact student achievement and design targeted interventions to help students improve their performance. The control system with low-cost technology was developed with Raspberry Pi, AnyDesk, and Canvas LMS for the remote connection. The experiment was carried out with two groups of 7 people, and it was identified that there are correlations of 0.87 and 0.62 between the performance of the students and the time they dedicate to studying and the hours they spend on the platform; this suggests a positive correlation between these variables. Therefore, as students spend more time studying and spending more hours on the platform, they are more likely to achieve better academic results. On the other hand, the study time of the group of students who used the bank remotely increased by 32% compared to those who used the bank in person; therefore, we can infer that with the implementation of the IoT, the use of the system is encouraged. Finally, based on the insights gained from the analysis, targeted interventions can be designed to help students improve their academic performance.
eu_rights_str_mv openAccess
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network_name_str Repositorio Universidad Tecnológica Indoamérica
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publishDate 2024
publisher.none.fl_str_mv Communications in Computer and Information Science. Volume 1937 CCIS, Pages 457 - 468
reponame_str Repositorio Universidad Tecnológica Indoamérica
repository.mail.fl_str_mv .
repository.name.fl_str_mv Repositorio Universidad Tecnológica Indoamérica - Universidad Tecnológica Indoamérica
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spelling Data Analysis for Performance Improvement of University Students Using IoTAyala-Chauvin, ManuelLara-Álvarez, PatricioCastro, RicardoUsing Internet of Things (IoT) devices and data analysis techniques can potentially transform how universities approach improving student achievement. In this sense, the project is based on implementing a remotely operated pneumatic bank applying IoT for university education. With this technology, it is possible to obtain information about the factors that impact student achievement and design targeted interventions to help students improve their performance. The control system with low-cost technology was developed with Raspberry Pi, AnyDesk, and Canvas LMS for the remote connection. The experiment was carried out with two groups of 7 people, and it was identified that there are correlations of 0.87 and 0.62 between the performance of the students and the time they dedicate to studying and the hours they spend on the platform; this suggests a positive correlation between these variables. Therefore, as students spend more time studying and spending more hours on the platform, they are more likely to achieve better academic results. On the other hand, the study time of the group of students who used the bank remotely increased by 32% compared to those who used the bank in person; therefore, we can infer that with the implementation of the IoT, the use of the system is encouraged. Finally, based on the insights gained from the analysis, targeted interventions can be designed to help students improve their academic performance.Communications in Computer and Information Science. Volume 1937 CCIS, Pages 457 - 4682024-07-30T19:56:45Z2024-07-30T19:56:45Z2024info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://link.springer.com/chapter/10.1007/978-3-031-48930-3_35https://hdl.handle.net/20.500.14809/6971enghttps://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessreponame:Repositorio Universidad Tecnológica Indoaméricainstname:Universidad Tecnológica Indoaméricainstacron:UTI2024-11-07T14:18:47Zoai:repositorio.uti.edu.ec:20.500.14809/6971Institucionalhttps://repositorio.uti.edu.ec/Institución privadahttps://indoamerica.edu.ec/https://repositorio.uti.edu.ec/oai.Ecuador...opendoar:02024-11-07T14:18:47Repositorio Universidad Tecnológica Indoamérica - Universidad Tecnológica Indoaméricafalse
spellingShingle Data Analysis for Performance Improvement of University Students Using IoT
Ayala-Chauvin, Manuel
status_str publishedVersion
title Data Analysis for Performance Improvement of University Students Using IoT
title_full Data Analysis for Performance Improvement of University Students Using IoT
title_fullStr Data Analysis for Performance Improvement of University Students Using IoT
title_full_unstemmed Data Analysis for Performance Improvement of University Students Using IoT
title_short Data Analysis for Performance Improvement of University Students Using IoT
title_sort Data Analysis for Performance Improvement of University Students Using IoT
url https://link.springer.com/chapter/10.1007/978-3-031-48930-3_35
https://hdl.handle.net/20.500.14809/6971