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Analysing the sentiments about the education system trough Twitter
This paper applies Information and Communication Technologies (ICT) as well as data analysis to gain a better understanding of the existing perception on the education system. 45,278 tweets were downloaded and processed. Using a lexicon-based approach, examining the most frequently used words, and e...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912216/ https://www.ncbi.nlm.nih.gov/pubmed/36789365 http://dx.doi.org/10.1007/s10639-022-11493-8 |
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author | Mouronte-López, Mary Luz Ceres, Juana Savall Columbrans, Aina Mora |
author_facet | Mouronte-López, Mary Luz Ceres, Juana Savall Columbrans, Aina Mora |
author_sort | Mouronte-López, Mary Luz |
collection | PubMed |
description | This paper applies Information and Communication Technologies (ICT) as well as data analysis to gain a better understanding of the existing perception on the education system. 45,278 tweets were downloaded and processed. Using a lexicon-based approach, examining the most frequently used words, and estimating similarities between terms, we detected that a predominantly negative perception of the education system exists in most of the analysed countries. A positive perception is identified in certain low-income nations. Men exhibit a more positive sentiment than women as well as a higher subjectivity in some countries. The countries that exhibit the most positive perceptions India, Canada, Pakistan, Australia, South Africa and Kenya are also those that manifest the highest subjectivity. |
format | Online Article Text |
id | pubmed-9912216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-99122162023-02-10 Analysing the sentiments about the education system trough Twitter Mouronte-López, Mary Luz Ceres, Juana Savall Columbrans, Aina Mora Educ Inf Technol (Dordr) Article This paper applies Information and Communication Technologies (ICT) as well as data analysis to gain a better understanding of the existing perception on the education system. 45,278 tweets were downloaded and processed. Using a lexicon-based approach, examining the most frequently used words, and estimating similarities between terms, we detected that a predominantly negative perception of the education system exists in most of the analysed countries. A positive perception is identified in certain low-income nations. Men exhibit a more positive sentiment than women as well as a higher subjectivity in some countries. The countries that exhibit the most positive perceptions India, Canada, Pakistan, Australia, South Africa and Kenya are also those that manifest the highest subjectivity. Springer US 2023-02-10 /pmc/articles/PMC9912216/ /pubmed/36789365 http://dx.doi.org/10.1007/s10639-022-11493-8 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Mouronte-López, Mary Luz Ceres, Juana Savall Columbrans, Aina Mora Analysing the sentiments about the education system trough Twitter |
title | Analysing the sentiments about the education system trough Twitter |
title_full | Analysing the sentiments about the education system trough Twitter |
title_fullStr | Analysing the sentiments about the education system trough Twitter |
title_full_unstemmed | Analysing the sentiments about the education system trough Twitter |
title_short | Analysing the sentiments about the education system trough Twitter |
title_sort | analysing the sentiments about the education system trough twitter |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912216/ https://www.ncbi.nlm.nih.gov/pubmed/36789365 http://dx.doi.org/10.1007/s10639-022-11493-8 |
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