COVID-19 mortality and excess mortality among working-age residents in California, USA, by occupational sector: a longitudinal cohort analysis of mortality surveillance data
- PMID: 36057273
- PMCID: PMC9433054
- DOI: 10.1016/S2468-2667(22)00191-8
COVID-19 mortality and excess mortality among working-age residents in California, USA, by occupational sector: a longitudinal cohort analysis of mortality surveillance data
Abstract
Background: During the first year of the COVID-19 pandemic, workers in essential sectors had higher rates of SARS-CoV-2 infection and COVID-19 mortality than those in non-essential sectors. It is unknown whether disparities in pandemic-related mortality across occupational sectors have continued to occur during the periods of SARS-CoV-2 variants and vaccine availability.
Methods: In this longitudinal cohort study, we obtained data from the California Department of Public Health on all deaths occurring in the state of California, USA, from Jan 1, 2016, to Dec 31, 2021. We restricted our analysis to residents of California who were aged 18-65 years at time of death and died of natural causes. We classified the occupational sector into nine essential sectors; non-essential; or unemployed or without an occupation provided on the death certificate. We calculated the number of COVID-19 deaths in total and per capita that occurred in each occupational sector. Separately, using autoregressive integrated moving average models, we estimated total, per-capita, and relative excess natural-cause mortality by week between March 1, 2020, and Nov 30, 2021, stratifying by occupational sector. We additionally stratified analyses of occupational risk into counties with high versus low vaccine uptake, categorising high-uptake regions as counties where at least 50% of the population were fully vaccinated according to US guidelines by Aug 1, 2021.
Findings: From March 1, 2020, to Nov 30, 2021, 24 799 COVID-19 deaths were reported in residents of California aged 18-65 years and an estimated 28 751 (95% prediction interval 27 853-29 653) excess deaths. People working in essential sectors were associated with higher COVID-19 deaths and excess deaths than were those working in non-essential sectors, with the highest per-capita COVID-19 mortality in the agriculture (131·8 per 100 000 people), transportation or logistics (107·1 per 100 000), manufacturing (103·3 per 100 000), facilities (101·1 per 100 000), and emergency (87·8 per 100 000) sectors. Disparities were wider during periods of increased infections, including during the Nov 29, 2020, to Feb 27, 2021, surge in infections, which was driven by the delta variant (B.1.617.2) and occurred during vaccine uptake. During the June 27 to Nov 27, 2021 surge, emergency workers had higher COVID-19 mortality (113·7 per 100 000) than workers from any other sector. Workers in essential sectors had the highest COVID-19 mortality in counties with low vaccination uptake, a difference that was more pronounced during the period of the delta infection surge during Nov 29, 2020, to Feb 27, 2021.
Interpretation: Workers in essential sectors have continued to bear the brunt of high COVID-19 and excess mortality throughout the pandemic, particularly in the agriculture, emergency, manufacturing, facilities, and transportation or logistics sectors. This high death toll has continued during periods of vaccine availability and the delta surge. In an ongoing pandemic without widespread vaccine coverage and with anticipated threats of new variants, the USA must actively adopt policies to more adequately protect workers in essential sectors.
Funding: US National Institute on Aging, Swiss National Science Foundation, and US National Institute on Drug Abuse.
Copyright © 2022 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY-NC-ND 4.0 license. Published by Elsevier Ltd.. All rights reserved.
Conflict of interest statement
Declaration of interests We declare no competing interests.
Figures


Similar articles
-
Excess mortality associated with the COVID-19 pandemic among Californians 18-65 years of age, by occupational sector and occupation: March through November 2020.PLoS One. 2021 Jun 4;16(6):e0252454. doi: 10.1371/journal.pone.0252454. eCollection 2021. PLoS One. 2021. PMID: 34086762 Free PMC article. Clinical Trial.
-
Excess death among Latino people in California during the COVID-19 pandemic.medRxiv [Preprint]. 2021 Jan 25:2020.12.18.20248434. doi: 10.1101/2020.12.18.20248434. medRxiv. 2021. Update in: SSM Popul Health. 2021 Jul 02;15:100860. doi: 10.1016/j.ssmph.2021.100860. PMID: 33532794 Free PMC article. Updated. Preprint.
-
Assessing COVID-19 pandemic policies and behaviours and their economic and educational trade-offs across US states from Jan 1, 2020, to July 31, 2022: an observational analysis.Lancet. 2023 Apr 22;401(10385):1341-1360. doi: 10.1016/S0140-6736(23)00461-0. Epub 2023 Mar 23. Lancet. 2023. PMID: 36966780 Free PMC article.
-
[SENTIERI - Epidemiological Study of Residents in National Priority Contaminated Sites. Sixth Report].Epidemiol Prev. 2023 Jan-Apr;47(1-2 Suppl 1):1-286. doi: 10.19191/EP23.1-2-S1.003. Epidemiol Prev. 2023. PMID: 36825373 Italian.
-
Incidence and mortality due to thromboembolic events during the COVID-19 pandemic: Multi-sourced population-based health records cohort study.Thromb Res. 2021 Jun;202:17-23. doi: 10.1016/j.thromres.2021.03.006. Epub 2021 Mar 8. Thromb Res. 2021. PMID: 33711754 Free PMC article.
Cited by
-
Characterization of perceived biohazard exposures, personal protective equipment, and training resources among a sample of formal U.S. solid waste workers: A pilot study.J Occup Environ Hyg. 2023 Mar-Apr;20(3-4):129-135. doi: 10.1080/15459624.2023.2179060. Epub 2023 Mar 15. J Occup Environ Hyg. 2023. PMID: 36786831 Free PMC article.
-
COVID-19 and All-Cause Mortality by Race, Ethnicity, and Age Across Five Periods of the Pandemic in the United States.Popul Res Policy Rev. 2023 Aug;42(4):71. doi: 10.1007/s11113-023-09817-8. Epub 2023 Aug 3. Popul Res Policy Rev. 2023. PMID: 37780841 Free PMC article.
-
Prevalence of SARS-CoV-2 infection and impact of the COVID-19 pandemic in avocado farmworkers from Mexico.Front Public Health. 2023 Dec 20;11:1252530. doi: 10.3389/fpubh.2023.1252530. eCollection 2023. Front Public Health. 2023. PMID: 38174080 Free PMC article.
-
Unravelling demographic and socioeconomic patterns of COVID-19 death and other causes of death: results of an individual-level analysis of exhaustive cause of death data in Belgium, 2020.Arch Public Health. 2024 Nov 13;82(1):209. doi: 10.1186/s13690-024-01437-8. Arch Public Health. 2024. PMID: 39533389 Free PMC article.
-
Sex Differences in COVID-19 Deaths, by Industry and Occupation, 2021.Am J Prev Med. 2024 Feb;66(2):226-234. doi: 10.1016/j.amepre.2023.09.024. Epub 2023 Sep 30. Am J Prev Med. 2024. PMID: 37783282 Free PMC article.
References
-
- Miller S, Wherry LR, Mazumder B. Estimated mortality increases during the COVID-19 pandemic by socioeconomic status, race, and ethnicity. Health Aff (Millwood) 2021;40:1252–1260. - PubMed
Publication types
MeSH terms
Substances
Supplementary concepts
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Research Materials
Miscellaneous