Cargando…
The emergence of social soft skill needs in the post COVID-19 era
Social soft skills are crucial for workers to perform their tasks, yet it is hard to train people on them and to readapt their skill set when needed. In the present work, we analyze the possible effects of the COVID-19 pandemic on social soft skills in the context of Italian occupations related to 8...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10107589/ https://www.ncbi.nlm.nih.gov/pubmed/37359962 http://dx.doi.org/10.1007/s11135-023-01659-y |
_version_ | 1785026639315337216 |
---|---|
author | Gnecco, Giorgio Landi, Sara Riccaboni, Massimo |
author_facet | Gnecco, Giorgio Landi, Sara Riccaboni, Massimo |
author_sort | Gnecco, Giorgio |
collection | PubMed |
description | Social soft skills are crucial for workers to perform their tasks, yet it is hard to train people on them and to readapt their skill set when needed. In the present work, we analyze the possible effects of the COVID-19 pandemic on social soft skills in the context of Italian occupations related to 88 economic sectors and 14 age groups. We leverage detailed information coming from ICP (i.e. the Italian equivalent of O*Net), provided by the Italian National Institute for the Analysis of Public Policy, from the microdata for research on the continuous detection of labor force, provided by the Italian National Institute of Statistics (ISTAT), and from ISTAT data on the Italian population. Based on these data, we simulate the impact of COVID-19 on workplace characteristics and working styles that were more severely affected by the lockdown measures and the sanitary dispositions during the pandemic (e.g. physical proximity, face-to-face discussions, working remotely). We then apply matrix completion—a machine-learning technique often used in the context of recommender systems—to predict the average variation in the social soft skills importance levels required for each occupation when working conditions change, as some changes might be persistent in the near future. Professions, sectors, and age groups showing negative average variations are exposed to a deficit in their social soft-skills endowment, which might ultimately lead to lower productivity. |
format | Online Article Text |
id | pubmed-10107589 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-101075892023-04-18 The emergence of social soft skill needs in the post COVID-19 era Gnecco, Giorgio Landi, Sara Riccaboni, Massimo Qual Quant Article Social soft skills are crucial for workers to perform their tasks, yet it is hard to train people on them and to readapt their skill set when needed. In the present work, we analyze the possible effects of the COVID-19 pandemic on social soft skills in the context of Italian occupations related to 88 economic sectors and 14 age groups. We leverage detailed information coming from ICP (i.e. the Italian equivalent of O*Net), provided by the Italian National Institute for the Analysis of Public Policy, from the microdata for research on the continuous detection of labor force, provided by the Italian National Institute of Statistics (ISTAT), and from ISTAT data on the Italian population. Based on these data, we simulate the impact of COVID-19 on workplace characteristics and working styles that were more severely affected by the lockdown measures and the sanitary dispositions during the pandemic (e.g. physical proximity, face-to-face discussions, working remotely). We then apply matrix completion—a machine-learning technique often used in the context of recommender systems—to predict the average variation in the social soft skills importance levels required for each occupation when working conditions change, as some changes might be persistent in the near future. Professions, sectors, and age groups showing negative average variations are exposed to a deficit in their social soft-skills endowment, which might ultimately lead to lower productivity. Springer Netherlands 2023-04-17 /pmc/articles/PMC10107589/ /pubmed/37359962 http://dx.doi.org/10.1007/s11135-023-01659-y Text en © The Author(s) 2023 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 Gnecco, Giorgio Landi, Sara Riccaboni, Massimo The emergence of social soft skill needs in the post COVID-19 era |
title | The emergence of social soft skill needs in the post COVID-19 era |
title_full | The emergence of social soft skill needs in the post COVID-19 era |
title_fullStr | The emergence of social soft skill needs in the post COVID-19 era |
title_full_unstemmed | The emergence of social soft skill needs in the post COVID-19 era |
title_short | The emergence of social soft skill needs in the post COVID-19 era |
title_sort | emergence of social soft skill needs in the post covid-19 era |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10107589/ https://www.ncbi.nlm.nih.gov/pubmed/37359962 http://dx.doi.org/10.1007/s11135-023-01659-y |
work_keys_str_mv | AT gneccogiorgio theemergenceofsocialsoftskillneedsinthepostcovid19era AT landisara theemergenceofsocialsoftskillneedsinthepostcovid19era AT riccabonimassimo theemergenceofsocialsoftskillneedsinthepostcovid19era AT gneccogiorgio emergenceofsocialsoftskillneedsinthepostcovid19era AT landisara emergenceofsocialsoftskillneedsinthepostcovid19era AT riccabonimassimo emergenceofsocialsoftskillneedsinthepostcovid19era |