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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| Beste egile batzuk: | , |
| Formatua: | article |
| Hizkuntza: | eng |
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2024
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| 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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| _version_ | 1863488561693589504 |
|---|---|
| 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. |
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| format | article |
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| institution | UTI |
| instname_str | Universidad Tecnológica Indoamérica |
| language | eng |
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| network_name_str | Repositorio Universidad Tecnológica Indoamérica |
| oai_identifier_str | oai:repositorio.uti.edu.ec:20.500.14809/6971 |
| 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 |