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Network Diversity and Affect Dynamics: The Role of Personality Traits

People divide their time unequally among their social contacts due to time constraints and varying strength of relationships. It was found that high diversity of social communication, dividing time more evenly among social contacts, is correlated with economic well-being both at macro and micro leve...

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Autores principales: Alshamsi, Aamena, Pianesi, Fabio, Lepri, Bruno, Pentland, Alex, Rahwan, Iyad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4817969/
https://www.ncbi.nlm.nih.gov/pubmed/27035904
http://dx.doi.org/10.1371/journal.pone.0152358
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author Alshamsi, Aamena
Pianesi, Fabio
Lepri, Bruno
Pentland, Alex
Rahwan, Iyad
author_facet Alshamsi, Aamena
Pianesi, Fabio
Lepri, Bruno
Pentland, Alex
Rahwan, Iyad
author_sort Alshamsi, Aamena
collection PubMed
description People divide their time unequally among their social contacts due to time constraints and varying strength of relationships. It was found that high diversity of social communication, dividing time more evenly among social contacts, is correlated with economic well-being both at macro and micro levels. Besides economic well-being, it is not clear how the diversity of social communication is also associated with the two components of individuals’ subjective well-being, positive and negative affect. Specifically, positive affect and negative affect are two independent dimensions representing the experience (feeling) of emotions. In this paper, we investigate the relationship between the daily diversity of social communication and dynamic affect states that people experience in their daily lives. We collected two high-resolution datasets that capture affect scores via daily experience sampling surveys and social interaction through wearable sensing technologies: sociometric badges for face-to-face interaction and smart phones for mobile phone calls. We found that communication diversity correlates with desirable affect states–e.g. an increase in the positive affect state or a decrease in the negative affect state–for some personality types, but correlates with undesirable affect states for others. For example, diversity in phone calls is experienced as good by introverts, but bad by extroverts; diversity in face-to-face interaction is experienced as good by people who tend to be positive by nature (trait) but bad for people who tend to be not positive by nature. More broadly, the moderating effect of personality type on the relationship between diversity and affect was detected without any knowledge of the type of social tie or the content of communication. This provides further support for the power of unobtrusive sensing in understanding social dynamics, and in measuring the effect of potential interventions designed to improve well-being.
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spelling pubmed-48179692016-04-19 Network Diversity and Affect Dynamics: The Role of Personality Traits Alshamsi, Aamena Pianesi, Fabio Lepri, Bruno Pentland, Alex Rahwan, Iyad PLoS One Research Article People divide their time unequally among their social contacts due to time constraints and varying strength of relationships. It was found that high diversity of social communication, dividing time more evenly among social contacts, is correlated with economic well-being both at macro and micro levels. Besides economic well-being, it is not clear how the diversity of social communication is also associated with the two components of individuals’ subjective well-being, positive and negative affect. Specifically, positive affect and negative affect are two independent dimensions representing the experience (feeling) of emotions. In this paper, we investigate the relationship between the daily diversity of social communication and dynamic affect states that people experience in their daily lives. We collected two high-resolution datasets that capture affect scores via daily experience sampling surveys and social interaction through wearable sensing technologies: sociometric badges for face-to-face interaction and smart phones for mobile phone calls. We found that communication diversity correlates with desirable affect states–e.g. an increase in the positive affect state or a decrease in the negative affect state–for some personality types, but correlates with undesirable affect states for others. For example, diversity in phone calls is experienced as good by introverts, but bad by extroverts; diversity in face-to-face interaction is experienced as good by people who tend to be positive by nature (trait) but bad for people who tend to be not positive by nature. More broadly, the moderating effect of personality type on the relationship between diversity and affect was detected without any knowledge of the type of social tie or the content of communication. This provides further support for the power of unobtrusive sensing in understanding social dynamics, and in measuring the effect of potential interventions designed to improve well-being. Public Library of Science 2016-04-01 /pmc/articles/PMC4817969/ /pubmed/27035904 http://dx.doi.org/10.1371/journal.pone.0152358 Text en © 2016 Alshamsi et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Alshamsi, Aamena
Pianesi, Fabio
Lepri, Bruno
Pentland, Alex
Rahwan, Iyad
Network Diversity and Affect Dynamics: The Role of Personality Traits
title Network Diversity and Affect Dynamics: The Role of Personality Traits
title_full Network Diversity and Affect Dynamics: The Role of Personality Traits
title_fullStr Network Diversity and Affect Dynamics: The Role of Personality Traits
title_full_unstemmed Network Diversity and Affect Dynamics: The Role of Personality Traits
title_short Network Diversity and Affect Dynamics: The Role of Personality Traits
title_sort network diversity and affect dynamics: the role of personality traits
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4817969/
https://www.ncbi.nlm.nih.gov/pubmed/27035904
http://dx.doi.org/10.1371/journal.pone.0152358
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