Literature DB >> 36231214

Lifestyle, Demographic and Socio-Economic Determinants of Mental Health Disorders of Employees in the European Countries.

Dawid Majcherek1, Arkadiusz Michał Kowalski2, Małgorzata Stefania Lewandowska1.   

Abstract

Ensuring the health and well-being of workers should be a top priority for employers and governments. The aim of the article is to evaluate and rank the importance of mental health determinants: lifestyle, demographic factors and socio-economic status. The research study is based on EHIS 2013-2015 data for a sample of N = 140,791 employees from 30 European countries. The results obtained using machine learning techniques such as gradient-boosted trees and SHAPley values show that the mental health of European employees is strongly determined by the BMI, age and social support from close people. The next vital features are alcohol consumption, an unmet need for health care and sports activity, followed by the affordability of medicine or treatment, income and occupation. The wide range of variables clearly indicates that there is an important role for governments to play in order to minimize the risk of mental disorders across various socio-economic groups. It is also a signal for businesses to help boost the mental health of their employees by creating holistic, mentally friendly working conditions, such as offering time-management training, implementing morning briefings, offering quiet areas, making employees feel valued, educating them about depression and burnout symptoms, and promoting a healthy lifestyle.

Entities:  

Keywords:  European Health Interview Survey; European countries; demographic; gradient-boosted trees; lifestyle; mental disorders; mental health; socio-economic status

Mesh:

Year:  2022        PMID: 36231214      PMCID: PMC9565551          DOI: 10.3390/ijerph191911913

Source DB:  PubMed          Journal:  Int J Environ Res Public Health        ISSN: 1660-4601            Impact factor:   4.614


  84 in total

1.  Effects of perceived job insecurity on depression, suicide ideation, and decline in self-rated health in Korea: a population-based panel study.

Authors:  Min-Seok Kim; Yun-Chul Hong; Ji-Hoo Yook; Mo-Yeol Kang
Journal:  Int Arch Occup Environ Health       Date:  2017-05-16       Impact factor: 3.015

2.  Social capital, socioeconomic status, and depression in community-living elderly.

Authors:  Kyu-Man Han; Changsu Han; Cheolmin Shin; Hee-Jung Jee; Hyonggin An; Ho-Kyoung Yoon; Young-Hoon Ko; Seung-Hyun Kim
Journal:  J Psychiatr Res       Date:  2018-01-10       Impact factor: 4.791

3.  Depressed during the depression: has the economic crisis affected mental health inequalities in Europe? Findings from the European Social Survey (2014) special module on the determinants of health.

Authors:  Nadine Reibling; Jason Beckfield; Tim Huijts; Alexander Schmidt-Catran; Katie H Thomson; Claus Wendt
Journal:  Eur J Public Health       Date:  2017-02-01       Impact factor: 3.367

4.  Job stress and mental health of permanent and fixed-term workers measured by effort-reward imbalance model, depressive complaints, and clinic utilization.

Authors:  Mariko Inoue; Shinobu Tsurugano; Eiji Yano
Journal:  J Occup Health       Date:  2011-02-11       Impact factor: 2.708

5.  Potential applications and performance of machine learning techniques and algorithms in clinical practice: A systematic review.

Authors:  Ezekwesiri Michael Nwanosike; Barbara R Conway; Hamid A Merchant; Syed Shahzad Hasan
Journal:  Int J Med Inform       Date:  2021-12-31       Impact factor: 4.046

6.  Physical activity and healthcare utilization in France: evidence from the European Health Interview Survey (EHIS) 2014.

Authors:  Dănuț-Vasile Jemna; Mihaela David; Marc-Hubert Depret; Lydie Ancelot
Journal:  BMC Public Health       Date:  2022-07-15       Impact factor: 4.135

7.  Traffic stress, vehicular burden and well-being: a multilevel analysis.

Authors:  Gilbert C Gee; David T Takeuchi
Journal:  Soc Sci Med       Date:  2004-07       Impact factor: 4.634

8.  Education and income: which is more important for mental health?

Authors:  R Araya; G Lewis; G Rojas; R Fritsch
Journal:  J Epidemiol Community Health       Date:  2003-07       Impact factor: 3.710

9.  Risks associated with low functional health literacy in an Australian population.

Authors:  Robert J Adams; Sarah L Appleton; Catherine L Hill; Mark Dodd; Christopher Findlay; David H Wilson
Journal:  Med J Aust       Date:  2009-11-16       Impact factor: 7.738

10.  BMI and dissatisfaction with life: contextual factors and socioemotional costs of obesity.

Authors:  Ewa Jarosz; Alexi Gugushvili
Journal:  Qual Life Res       Date:  2021-06-21       Impact factor: 4.147

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.