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Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents

Understanding stressors is an effective measure to decrease employee stress and improve employee mental health. The extant literature mainly focuses on a singular stressor among various aspects of their work or life. In addition, the extant literature generally uses questionnaires or interviews to o...

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Detalles Bibliográficos
Autores principales: Wang, Ning, Wang, Can, Hou, Limin, Fang, Bing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8701194/
https://www.ncbi.nlm.nih.gov/pubmed/34948729
http://dx.doi.org/10.3390/ijerph182413109
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author Wang, Ning
Wang, Can
Hou, Limin
Fang, Bing
author_facet Wang, Ning
Wang, Can
Hou, Limin
Fang, Bing
author_sort Wang, Ning
collection PubMed
description Understanding stressors is an effective measure to decrease employee stress and improve employee mental health. The extant literature mainly focuses on a singular stressor among various aspects of their work or life. In addition, the extant literature generally uses questionnaires or interviews to obtain data. Data obtained in such ways are often subjective and lack authenticity. We propose a novel machine–human hybrid approach to conduct qualitative content analysis of user-generated online content to explore the stressors of young employees in contemporary society. The user-generated online contents were collected from a famous Q&A platform in China and we adopted natural language processing and deep learning technology to discover knowledge. Our results identified three kinds of new stressors, that is, affection from leaders, affection from the social circle, and the gap between dream and reality. These new identified stressors were due to the lack of social security and regulation, frequent occurrences of social media fearmongering, and subjective cognitive bias, respectively. In light of our findings, we offer valuable practical insights and policy recommendations to relieve stress and improve mental health of young employees. The primary contributions of our work are two-fold, as follows. First, we propose a novel approach to explore the stressors of young employees in contemporary society, which is applicable not only in China, but also in other countries and regions. Second, we expand the scope of job demands-resources (JD-R) theory, which is an important framework for the classification of employee stressors.
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spelling pubmed-87011942021-12-24 Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents Wang, Ning Wang, Can Hou, Limin Fang, Bing Int J Environ Res Public Health Article Understanding stressors is an effective measure to decrease employee stress and improve employee mental health. The extant literature mainly focuses on a singular stressor among various aspects of their work or life. In addition, the extant literature generally uses questionnaires or interviews to obtain data. Data obtained in such ways are often subjective and lack authenticity. We propose a novel machine–human hybrid approach to conduct qualitative content analysis of user-generated online content to explore the stressors of young employees in contemporary society. The user-generated online contents were collected from a famous Q&A platform in China and we adopted natural language processing and deep learning technology to discover knowledge. Our results identified three kinds of new stressors, that is, affection from leaders, affection from the social circle, and the gap between dream and reality. These new identified stressors were due to the lack of social security and regulation, frequent occurrences of social media fearmongering, and subjective cognitive bias, respectively. In light of our findings, we offer valuable practical insights and policy recommendations to relieve stress and improve mental health of young employees. The primary contributions of our work are two-fold, as follows. First, we propose a novel approach to explore the stressors of young employees in contemporary society, which is applicable not only in China, but also in other countries and regions. Second, we expand the scope of job demands-resources (JD-R) theory, which is an important framework for the classification of employee stressors. MDPI 2021-12-12 /pmc/articles/PMC8701194/ /pubmed/34948729 http://dx.doi.org/10.3390/ijerph182413109 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Ning
Wang, Can
Hou, Limin
Fang, Bing
Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents
title Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents
title_full Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents
title_fullStr Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents
title_full_unstemmed Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents
title_short Investigating Young Employee Stressors in Contemporary Society Based on User-Generated Contents
title_sort investigating young employee stressors in contemporary society based on user-generated contents
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8701194/
https://www.ncbi.nlm.nih.gov/pubmed/34948729
http://dx.doi.org/10.3390/ijerph182413109
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