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Multidimensional tie strength and economic development
The strength of social relations has been shown to affect an individual’s access to opportunities. To date, however, the correspondence between tie strength and population’s economic prospects has not been quantified, largely because of the inability to operationalise strength based on Granovetter’s...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9772415/ https://www.ncbi.nlm.nih.gov/pubmed/36543831 http://dx.doi.org/10.1038/s41598-022-26245-4 |
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author | Aiello, Luca Maria Joglekar, Sagar Quercia, Daniele |
author_facet | Aiello, Luca Maria Joglekar, Sagar Quercia, Daniele |
author_sort | Aiello, Luca Maria |
collection | PubMed |
description | The strength of social relations has been shown to affect an individual’s access to opportunities. To date, however, the correspondence between tie strength and population’s economic prospects has not been quantified, largely because of the inability to operationalise strength based on Granovetter’s classic theory. Our work departed from the premise that tie strength is a unidimensional construct (typically operationalized with frequency or volume of contact), and used instead a validated model of ten fundamental dimensions of social relationships grounded in the literature of social psychology. We built state-of-the-art NLP tools to infer the presence of these dimensions from textual communication, and analyzed a large conversation network of 630K geo-referenced Reddit users across the entire US connected by 12.8M social ties created over the span of 7 years. We found that unidimensional tie strength is only weakly correlated with economic opportunities ([Formula: see text] ), while multidimensional constructs are highly correlated ([Formula: see text] ). In particular, economic opportunities are associated to the combination of: (i) knowledge ties, which bridge geographically distant groups, facilitating the knowledge dissemination across communities; and (ii) social support ties, which knit geographically close communities together, and represent dependable sources of social and emotional support. These results point to the importance of developing high-quality measures of tie strength in network theory. |
format | Online Article Text |
id | pubmed-9772415 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97724152022-12-23 Multidimensional tie strength and economic development Aiello, Luca Maria Joglekar, Sagar Quercia, Daniele Sci Rep Article The strength of social relations has been shown to affect an individual’s access to opportunities. To date, however, the correspondence between tie strength and population’s economic prospects has not been quantified, largely because of the inability to operationalise strength based on Granovetter’s classic theory. Our work departed from the premise that tie strength is a unidimensional construct (typically operationalized with frequency or volume of contact), and used instead a validated model of ten fundamental dimensions of social relationships grounded in the literature of social psychology. We built state-of-the-art NLP tools to infer the presence of these dimensions from textual communication, and analyzed a large conversation network of 630K geo-referenced Reddit users across the entire US connected by 12.8M social ties created over the span of 7 years. We found that unidimensional tie strength is only weakly correlated with economic opportunities ([Formula: see text] ), while multidimensional constructs are highly correlated ([Formula: see text] ). In particular, economic opportunities are associated to the combination of: (i) knowledge ties, which bridge geographically distant groups, facilitating the knowledge dissemination across communities; and (ii) social support ties, which knit geographically close communities together, and represent dependable sources of social and emotional support. These results point to the importance of developing high-quality measures of tie strength in network theory. Nature Publishing Group UK 2022-12-21 /pmc/articles/PMC9772415/ /pubmed/36543831 http://dx.doi.org/10.1038/s41598-022-26245-4 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 | Article Aiello, Luca Maria Joglekar, Sagar Quercia, Daniele Multidimensional tie strength and economic development |
title | Multidimensional tie strength and economic development |
title_full | Multidimensional tie strength and economic development |
title_fullStr | Multidimensional tie strength and economic development |
title_full_unstemmed | Multidimensional tie strength and economic development |
title_short | Multidimensional tie strength and economic development |
title_sort | multidimensional tie strength and economic development |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9772415/ https://www.ncbi.nlm.nih.gov/pubmed/36543831 http://dx.doi.org/10.1038/s41598-022-26245-4 |
work_keys_str_mv | AT aiellolucamaria multidimensionaltiestrengthandeconomicdevelopment AT joglekarsagar multidimensionaltiestrengthandeconomicdevelopment AT querciadaniele multidimensionaltiestrengthandeconomicdevelopment |