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Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data

COVID-19 has led to an unprecedented surge in unemployment associated with increased anxiety, stress, and loneliness impacting the well-being of various groups of people (based on gender and age). Given the increased unemployment rate, this study intends to understand if the different dimensions of...

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Autores principales: Huang, Chengyue, Bandyopadhyay, Anindita, Fan, Weiguo, Miller, Aaron, Gilbertson-White, Stephanie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9844921/
https://www.ncbi.nlm.nih.gov/pubmed/36649225
http://dx.doi.org/10.1371/journal.pone.0280049
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author Huang, Chengyue
Bandyopadhyay, Anindita
Fan, Weiguo
Miller, Aaron
Gilbertson-White, Stephanie
author_facet Huang, Chengyue
Bandyopadhyay, Anindita
Fan, Weiguo
Miller, Aaron
Gilbertson-White, Stephanie
author_sort Huang, Chengyue
collection PubMed
description COVID-19 has led to an unprecedented surge in unemployment associated with increased anxiety, stress, and loneliness impacting the well-being of various groups of people (based on gender and age). Given the increased unemployment rate, this study intends to understand if the different dimensions of well-being change across age and gender. By quantifying sentiment, stress, and loneliness with natural language processing tools and one-way, between-group multivariate analysis of variance (MANOVA) using Reddit data, we assessed the differences in well-being characteristics for age groups and gender. We see a noticeable increase in the number of mental health-related subreddits for younger women since March 2020 and the trigger words used by them indicate poor mental health caused by relationship and career challenges posed by the pandemic. The MANOVA results show that women under 30 have significantly (p = 0.05) higher negative sentiment, stress, and loneliness levels than other age and gender groups. The results suggest that younger women express their vulnerability on social media more strongly than older women or men. The huge disruption of job routines caused by COVID-19 alongside inadequate relief and benefit programs has wrecked the economy and forced millions of women and families to the edge of bankruptcy. Women had to choose between being home managers and financial providers due to the countrywide shutdown of schools and day-cares. These findings open opportunities to reconsider how policy supports women’s responsibilities.
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spelling pubmed-98449212023-01-18 Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data Huang, Chengyue Bandyopadhyay, Anindita Fan, Weiguo Miller, Aaron Gilbertson-White, Stephanie PLoS One Research Article COVID-19 has led to an unprecedented surge in unemployment associated with increased anxiety, stress, and loneliness impacting the well-being of various groups of people (based on gender and age). Given the increased unemployment rate, this study intends to understand if the different dimensions of well-being change across age and gender. By quantifying sentiment, stress, and loneliness with natural language processing tools and one-way, between-group multivariate analysis of variance (MANOVA) using Reddit data, we assessed the differences in well-being characteristics for age groups and gender. We see a noticeable increase in the number of mental health-related subreddits for younger women since March 2020 and the trigger words used by them indicate poor mental health caused by relationship and career challenges posed by the pandemic. The MANOVA results show that women under 30 have significantly (p = 0.05) higher negative sentiment, stress, and loneliness levels than other age and gender groups. The results suggest that younger women express their vulnerability on social media more strongly than older women or men. The huge disruption of job routines caused by COVID-19 alongside inadequate relief and benefit programs has wrecked the economy and forced millions of women and families to the edge of bankruptcy. Women had to choose between being home managers and financial providers due to the countrywide shutdown of schools and day-cares. These findings open opportunities to reconsider how policy supports women’s responsibilities. Public Library of Science 2023-01-17 /pmc/articles/PMC9844921/ /pubmed/36649225 http://dx.doi.org/10.1371/journal.pone.0280049 Text en © 2023 Huang et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://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
Huang, Chengyue
Bandyopadhyay, Anindita
Fan, Weiguo
Miller, Aaron
Gilbertson-White, Stephanie
Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data
title Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data
title_full Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data
title_fullStr Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data
title_full_unstemmed Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data
title_short Mental toll on working women during the COVID-19 pandemic: An exploratory study using Reddit data
title_sort mental toll on working women during the covid-19 pandemic: an exploratory study using reddit data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9844921/
https://www.ncbi.nlm.nih.gov/pubmed/36649225
http://dx.doi.org/10.1371/journal.pone.0280049
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