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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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 18−64 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 18−64 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 |
work_keys_str_mv |
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