The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan

This study examined the associations between area-level unemployment rates and lower back pain using large-scale data provided by the Japanese working population. We analyzed data from a nationally representative, repeated, cross-sectional study across three waves from 2010, 2013, and 2016 in 47 Jap...

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Main Authors: Takaaki Ikeda, Kemmyo Sugiyama, Jun Aida, Toru Tsuboya, Ken Osaka
Format: Article
Language:English
Published: MDPI AG 2019-10-01
Series:International Journal of Environmental Research and Public Health
Subjects:
Online Access:https://www.mdpi.com/1660-4601/16/20/4016
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spelling doaj-7cc7c35e1eda49eeac6fe471ac590a3d2020-11-25T00:04:25ZengMDPI AGInternational Journal of Environmental Research and Public Health1660-46012019-10-011620401610.3390/ijerph16204016ijerph16204016The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in JapanTakaaki Ikeda0Kemmyo Sugiyama1Jun Aida2Toru Tsuboya3Ken Osaka4Department of Health Policy Science, Graduate School of Medical Science, Yamagata University, Yamagata 990-9585, JapanDepartment of International and Community Oral Health, Tohoku University Graduate School of Dentistry, Sendai 980-8575, JapanDepartment of International and Community Oral Health, Tohoku University Graduate School of Dentistry, Sendai 980-8575, JapanDepartment of International and Community Oral Health, Tohoku University Graduate School of Dentistry, Sendai 980-8575, JapanDepartment of International and Community Oral Health, Tohoku University Graduate School of Dentistry, Sendai 980-8575, JapanThis study examined the associations between area-level unemployment rates and lower back pain using large-scale data provided by the Japanese working population. We analyzed data from a nationally representative, repeated, cross-sectional study across three waves from 2010, 2013, and 2016 in 47 Japanese subnational level areas. Workers aged 18&#8722;64 years (<i>n</i> = 962,586) were eligible to participate in the study. A multilevel logistic model was used to examine the association between the unemployment rate and lower back pain. The self-report of lower back pain was a dependent variable. The prefecture-level unemployment rate was analyzed as an independent variable, adjusted for individual-level covariates (e.g., gender, age, socioeconomic status). After adjusting for all covariates, the main effect of the prefecture-level unemployment rate was statistically significant: the odds ratio (OR) (95% credible interval (CrI)) was 1.01 (1.002, 1.03). Additionally, the OR (95% CrI) for the interaction between gender and the prefecture-level unemployment rate was 1.02 (1.01, 1.03) indicating that women were more affected by area-level employment status than men. In conclusion, a significant association between the unemployment rate and lower back pain was observed in the Japanese working population. Women were more sensitive to the unemployment rate.https://www.mdpi.com/1660-4601/16/20/4016unemployment ratesocioeconomic statuseducationoccupationbayesian approache-valuespillover effect
collection DOAJ
language English
format Article
sources DOAJ
author Takaaki Ikeda
Kemmyo Sugiyama
Jun Aida
Toru Tsuboya
Ken Osaka
spellingShingle Takaaki Ikeda
Kemmyo Sugiyama
Jun Aida
Toru Tsuboya
Ken Osaka
The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan
International Journal of Environmental Research and Public Health
unemployment rate
socioeconomic status
education
occupation
bayesian approach
e-value
spillover effect
author_facet Takaaki Ikeda
Kemmyo Sugiyama
Jun Aida
Toru Tsuboya
Ken Osaka
author_sort Takaaki Ikeda
title The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan
title_short The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan
title_full The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan
title_fullStr The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan
title_full_unstemmed The Contextual Effect of Area-Level Unemployment Rate on Lower Back Pain: A Multilevel Analysis of Three Consecutive Surveys of 962,586 Workers in Japan
title_sort contextual effect of area-level unemployment rate on lower back pain: a multilevel analysis of three consecutive surveys of 962,586 workers in japan
publisher MDPI AG
series International Journal of Environmental Research and Public Health
issn 1660-4601
publishDate 2019-10-01
description This study examined the associations between area-level unemployment rates and lower back pain using large-scale data provided by the Japanese working population. We analyzed data from a nationally representative, repeated, cross-sectional study across three waves from 2010, 2013, and 2016 in 47 Japanese subnational level areas. Workers aged 18&#8722;64 years (<i>n</i> = 962,586) were eligible to participate in the study. A multilevel logistic model was used to examine the association between the unemployment rate and lower back pain. The self-report of lower back pain was a dependent variable. The prefecture-level unemployment rate was analyzed as an independent variable, adjusted for individual-level covariates (e.g., gender, age, socioeconomic status). After adjusting for all covariates, the main effect of the prefecture-level unemployment rate was statistically significant: the odds ratio (OR) (95% credible interval (CrI)) was 1.01 (1.002, 1.03). Additionally, the OR (95% CrI) for the interaction between gender and the prefecture-level unemployment rate was 1.02 (1.01, 1.03) indicating that women were more affected by area-level employment status than men. In conclusion, a significant association between the unemployment rate and lower back pain was observed in the Japanese working population. Women were more sensitive to the unemployment rate.
topic unemployment rate
socioeconomic status
education
occupation
bayesian approach
e-value
spillover effect
url https://www.mdpi.com/1660-4601/16/20/4016
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