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Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic
Lockdowns implemented to address the COVID-19 pandemic have disrupted human mobility flows around the globe to an unprecedented extent and with economic consequences which are unevenly distributed across territories, firms and individuals. Here we study socioeconomic determinants of mobility disrupt...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8551210/ https://www.ncbi.nlm.nih.gov/pubmed/34707187 http://dx.doi.org/10.1038/s41598-021-99548-7 |
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author | Bonaccorsi, Giovanni Pierri, Francesco Scotti, Francesco Flori, Andrea Manaresi, Francesco Ceri, Stefano Pammolli, Fabio |
author_facet | Bonaccorsi, Giovanni Pierri, Francesco Scotti, Francesco Flori, Andrea Manaresi, Francesco Ceri, Stefano Pammolli, Fabio |
author_sort | Bonaccorsi, Giovanni |
collection | PubMed |
description | Lockdowns implemented to address the COVID-19 pandemic have disrupted human mobility flows around the globe to an unprecedented extent and with economic consequences which are unevenly distributed across territories, firms and individuals. Here we study socioeconomic determinants of mobility disruption during both the lockdown and the recovery phases in Italy. For this purpose, we analyze a massive data set on Italian mobility from February to October 2020 and we combine it with detailed data on pre-existing local socioeconomic features of Italian administrative units. Using a set of unsupervised and supervised learning techniques, we reliably show that the least and the most affected areas persistently belong to two different clusters. Notably, the former cluster features significantly higher income per capita and lower income inequality than the latter. This distinction persists once the lockdown is lifted. The least affected areas display a swift (V-shaped) recovery in mobility patterns, while poorer, most affected areas experience a much slower (U-shaped) recovery: as of October 2020, their mobility was still significantly lower than pre-lockdown levels. These results are then detailed and confirmed with a quantile regression analysis. Our findings show that economic segregation has, thus, strengthened during the pandemic. |
format | Online Article Text |
id | pubmed-8551210 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85512102021-10-28 Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic Bonaccorsi, Giovanni Pierri, Francesco Scotti, Francesco Flori, Andrea Manaresi, Francesco Ceri, Stefano Pammolli, Fabio Sci Rep Article Lockdowns implemented to address the COVID-19 pandemic have disrupted human mobility flows around the globe to an unprecedented extent and with economic consequences which are unevenly distributed across territories, firms and individuals. Here we study socioeconomic determinants of mobility disruption during both the lockdown and the recovery phases in Italy. For this purpose, we analyze a massive data set on Italian mobility from February to October 2020 and we combine it with detailed data on pre-existing local socioeconomic features of Italian administrative units. Using a set of unsupervised and supervised learning techniques, we reliably show that the least and the most affected areas persistently belong to two different clusters. Notably, the former cluster features significantly higher income per capita and lower income inequality than the latter. This distinction persists once the lockdown is lifted. The least affected areas display a swift (V-shaped) recovery in mobility patterns, while poorer, most affected areas experience a much slower (U-shaped) recovery: as of October 2020, their mobility was still significantly lower than pre-lockdown levels. These results are then detailed and confirmed with a quantile regression analysis. Our findings show that economic segregation has, thus, strengthened during the pandemic. Nature Publishing Group UK 2021-10-27 /pmc/articles/PMC8551210/ /pubmed/34707187 http://dx.doi.org/10.1038/s41598-021-99548-7 Text en © The Author(s) 2021 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 | Article Bonaccorsi, Giovanni Pierri, Francesco Scotti, Francesco Flori, Andrea Manaresi, Francesco Ceri, Stefano Pammolli, Fabio Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic |
title | Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic |
title_full | Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic |
title_fullStr | Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic |
title_full_unstemmed | Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic |
title_short | Socioeconomic differences and persistent segregation of Italian territories during COVID-19 pandemic |
title_sort | socioeconomic differences and persistent segregation of italian territories during covid-19 pandemic |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8551210/ https://www.ncbi.nlm.nih.gov/pubmed/34707187 http://dx.doi.org/10.1038/s41598-021-99548-7 |
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