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A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach
Students’ and graduates’ mobility is an interesting topic of discussion especially for the Italian education system and universities. The main reasons for migration and for the so called brain drain, can be found in the socio-economic context and in the famous North–South divide. Measuring mobility...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9589705/ https://www.ncbi.nlm.nih.gov/pubmed/36311813 http://dx.doi.org/10.1007/s10260-022-00666-x |
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author | Vittorietti, Martina Giambalvo, Ornella Genova, Vincenzo Giuseppe Aiello, Fabio |
author_facet | Vittorietti, Martina Giambalvo, Ornella Genova, Vincenzo Giuseppe Aiello, Fabio |
author_sort | Vittorietti, Martina |
collection | PubMed |
description | Students’ and graduates’ mobility is an interesting topic of discussion especially for the Italian education system and universities. The main reasons for migration and for the so called brain drain, can be found in the socio-economic context and in the famous North–South divide. Measuring mobility and understanding its dynamic over time and space are not trivial tasks. Most of the studies in the related literature focus on the determinants of such phenomenon, in this paper, instead, combining tools coming from graph theory and Topological Data Analysis we propose a new measure for the attitude to mobility. Each mobility trajectory is represented by a graph and the importance of the features constituting the graph are evaluated over time using persistence diagrams. The attitude to mobility of the students is then ranked computing the distance between the individual persistence diagram and the theoretical persistence diagram of the stayer student. The new approach is used for evaluating the mobility of the students that in 2008 enrolled in an Italian university. The relation between attitude to mobility and the main socio-demographic variables is investigated. |
format | Online Article Text |
id | pubmed-9589705 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-95897052022-10-24 A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach Vittorietti, Martina Giambalvo, Ornella Genova, Vincenzo Giuseppe Aiello, Fabio Stat Methods Appt Original Paper Students’ and graduates’ mobility is an interesting topic of discussion especially for the Italian education system and universities. The main reasons for migration and for the so called brain drain, can be found in the socio-economic context and in the famous North–South divide. Measuring mobility and understanding its dynamic over time and space are not trivial tasks. Most of the studies in the related literature focus on the determinants of such phenomenon, in this paper, instead, combining tools coming from graph theory and Topological Data Analysis we propose a new measure for the attitude to mobility. Each mobility trajectory is represented by a graph and the importance of the features constituting the graph are evaluated over time using persistence diagrams. The attitude to mobility of the students is then ranked computing the distance between the individual persistence diagram and the theoretical persistence diagram of the stayer student. The new approach is used for evaluating the mobility of the students that in 2008 enrolled in an Italian university. The relation between attitude to mobility and the main socio-demographic variables is investigated. Springer Berlin Heidelberg 2022-10-24 /pmc/articles/PMC9589705/ /pubmed/36311813 http://dx.doi.org/10.1007/s10260-022-00666-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Paper Vittorietti, Martina Giambalvo, Ornella Genova, Vincenzo Giuseppe Aiello, Fabio A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach |
title | A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach |
title_full | A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach |
title_fullStr | A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach |
title_full_unstemmed | A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach |
title_short | A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach |
title_sort | new measure for the attitude to mobility of italian students and graduates: a topological data analysis approach |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9589705/ https://www.ncbi.nlm.nih.gov/pubmed/36311813 http://dx.doi.org/10.1007/s10260-022-00666-x |
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