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Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?

BACKGROUND: Alcohol use constitutes a major health risk and is related to unemployment. However, the direction of this relationship is unclear: unemployment may change drinking patterns (causation), but heavy drinkers may also be more prone to lose their job (selection). We simultaneously examined s...

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Autores principales: Mangot-Sala, Lluís, Smidt, Nynke, Liefbroer, Aart C
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9713390/
https://www.ncbi.nlm.nih.gov/pubmed/36215662
http://dx.doi.org/10.1093/eurpub/ckac141
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author Mangot-Sala, Lluís
Smidt, Nynke
Liefbroer, Aart C
author_facet Mangot-Sala, Lluís
Smidt, Nynke
Liefbroer, Aart C
author_sort Mangot-Sala, Lluís
collection PubMed
description BACKGROUND: Alcohol use constitutes a major health risk and is related to unemployment. However, the direction of this relationship is unclear: unemployment may change drinking patterns (causation), but heavy drinkers may also be more prone to lose their job (selection). We simultaneously examined selection and causation, and assessed the role of residual confounding. Moreover, we paid attention to the subgroup of abstainers and occupationally disabled, often disregarded in the literature. METHODS: Longitudinal data (three waves collected between 2006 and 2018) of the Lifelines Cohort study from the Netherlands were used (138 875 observations of 55 415 individuals, aged 18–60 at baseline). Alcohol use was categorized as ‘abstaining’, ‘moderate drinking’ and ‘binge drinking’ (≥5 drinks/occasion for male; ≥4 for women). Employment status included occupational disability, short (<6 months) and long-term (≥6 months) unemployment. Random- and fixed-effects multinomial regression models were fitted in order to account for residual confounding. Reciprocal causality was assessed through generalized structural equation modelling with fixed-effects. RESULTS: Long unemployment spells increase the risk for both binge drinking (β = 0.23; 95% CI 0.04–0.42) and abstinence (β = 0.27; 95% CI 0.11–0.44), and the effects hold after accounting for reciprocal causality and time-constant confounding. Contrarily, the effect of binge drinking on unemployment is weak (β = 0.14; 95% CI −0.03 to 0.31). Abstinence is strongly associated with occupational disability (β = 0.40; 95% CI 0.24–0.57). CONCLUSIONS: We find evidence supporting the causation hypothesis (unemployment altering drinking patterns), whereas evidence for the selection hypothesis is weak and mostly confounded by unobserved variables, such as poor health prior to baseline.
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spelling pubmed-97133902022-12-02 Disentangling the association between alcohol consumption and employment status: causation, selection or confounding? Mangot-Sala, Lluís Smidt, Nynke Liefbroer, Aart C Eur J Public Health Alcohol and Drug Use BACKGROUND: Alcohol use constitutes a major health risk and is related to unemployment. However, the direction of this relationship is unclear: unemployment may change drinking patterns (causation), but heavy drinkers may also be more prone to lose their job (selection). We simultaneously examined selection and causation, and assessed the role of residual confounding. Moreover, we paid attention to the subgroup of abstainers and occupationally disabled, often disregarded in the literature. METHODS: Longitudinal data (three waves collected between 2006 and 2018) of the Lifelines Cohort study from the Netherlands were used (138 875 observations of 55 415 individuals, aged 18–60 at baseline). Alcohol use was categorized as ‘abstaining’, ‘moderate drinking’ and ‘binge drinking’ (≥5 drinks/occasion for male; ≥4 for women). Employment status included occupational disability, short (<6 months) and long-term (≥6 months) unemployment. Random- and fixed-effects multinomial regression models were fitted in order to account for residual confounding. Reciprocal causality was assessed through generalized structural equation modelling with fixed-effects. RESULTS: Long unemployment spells increase the risk for both binge drinking (β = 0.23; 95% CI 0.04–0.42) and abstinence (β = 0.27; 95% CI 0.11–0.44), and the effects hold after accounting for reciprocal causality and time-constant confounding. Contrarily, the effect of binge drinking on unemployment is weak (β = 0.14; 95% CI −0.03 to 0.31). Abstinence is strongly associated with occupational disability (β = 0.40; 95% CI 0.24–0.57). CONCLUSIONS: We find evidence supporting the causation hypothesis (unemployment altering drinking patterns), whereas evidence for the selection hypothesis is weak and mostly confounded by unobserved variables, such as poor health prior to baseline. Oxford University Press 2022-10-10 /pmc/articles/PMC9713390/ /pubmed/36215662 http://dx.doi.org/10.1093/eurpub/ckac141 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the European Public Health Association. 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 reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Alcohol and Drug Use
Mangot-Sala, Lluís
Smidt, Nynke
Liefbroer, Aart C
Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
title Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
title_full Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
title_fullStr Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
title_full_unstemmed Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
title_short Disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
title_sort disentangling the association between alcohol consumption and employment status: causation, selection or confounding?
topic Alcohol and Drug Use
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9713390/
https://www.ncbi.nlm.nih.gov/pubmed/36215662
http://dx.doi.org/10.1093/eurpub/ckac141
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