ArticleThe Lancet. Public health2022
COVID-19 mortality and excess mortality among working-age residents in California, USA, by occupational sector: a longitudinal cohort analysis of mortality surveillance data.
Article in The Lancet. Public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 1 of them a synthesis that pooled it.
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Who cites it
27 citing papers in PubMed, 1 synthesis or guideline pooled it, 44 citations in OpenAlex.
- Pooled it
- Applying machine learning to identify unrecognized COVID-19 deaths recorded as other causes of death in the United States.Science advances · 2026Article
- Article
- Evaluating COVID-19 vaccination policy in Québec (Canada) using a data-driven dynamic transmission model.PLoS computational biology · 2025Article
- Work-related connectivity between Boston Logan international airport and urban communities with high social vulnerability during the COVID-19 pandemic.Tropical diseases, travel medicine and vaccines · 2025Article
- Extending a COVID-19 Job Exposure Matrix: The SARS-CoV-2 or COVID-19 Job Exposure Matrix Module (SCoVJEM Module) for Population-Based Studies.International journal of environmental research and public health · 2025Article
- Effectiveness of Frequent Point-of-Care Molecular COVID-19 Surveillance in a Rural Workplace: Nonrandomized Controlled Clinical Trial Among Miners.JMIR public health and surveillance · 2025Article
- 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.Archives of public health = Archives belges de sante publique · 2024Article
- Heterogeneity in Damages from A Pandemic.The review of economics and statistics · 2024Article
- Racial and Ethnic Disparities in Age-Specific All-Cause Mortality During the COVID-19 Pandemic.JAMA network open · 2024Article
- Mathematical assessment of the roles of age heterogeneity and vaccination on the dynamics and control of SARS-CoV-2.Infectious Disease Modelling · 2024Article
- Demographic changes in COVID-19 mortality during the pandemic: analysis of trends in disparities among workers using California's mortality surveillance system.BMC public health · 2024Article
- Occupation and SARS-CoV-2 in Europe: a review.European respiratory review : an official journal of the European Respiratory Society · 2024Review
- Excess deaths associated with COVID-19 by rurality and demographic factors in the United States.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2024Article
- Sex Differences in COVID-19 Deaths, by Industry and Occupation, 2021.American journal of preventive medicine · 2024Article
- Evolving patterns of COVID-19 mortality in US counties: A longitudinal study of healthcare, socioeconomic, and vaccination associations.PLOS global public health · 2024Article
- Causes and costs of global COVID-19 vaccine inequity.Seminars in immunopathology · 2024Review
- Article
- Changes in mental distress among employees during the three years of the COVID-19 pandemic in Germany.PloS one · 2024Article
- Article
Corrections and comments
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Authors and funding
10 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundDuring 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.
methodsIn 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.
findingsFrom 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.
interpretationWorkers 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.
fundingUS National Institute on Aging, Swiss National Science Foundation, and US National Institute on Drug Abuse.
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