Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Aiello, Luca Maria, Joglekar, Sagar, Quercia, Daniele
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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
_version_ 1784854970155139072
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