Related Experiment Video
Updated: Jan 13, 2026

Setup of Consumer Wearable Devices for Exposure and Health Monitoring in Population Studies
Published on: February 3, 2023
Temporal changes in occupational risks of COVID-19 hospitalisation in Germany, 2020-2021: a case-cohort study
Karla Romero Starke1, René Mauer1,2, Ulrich Bolm-Audorff1
1Institute and Policlinic of Occupational and Social Medicine (IPAS), Technische Universität Dresden, Dresden, Germany.
Background:
During the COVID-19 pandemic, certain occupational groups faced elevated infection risks. This study investigated changes in occupational risks of COVID-19 hospitalisation between 2020 and 2021.
Methods:
Using a case-cohort design, we analysed data from Germany's Allgemeine Ortskrankenkasse statutory health insurance, including 28 925 COVID-19 hospitalisation cases and 498 484 non-cases in 2021. HRs with administrative workers as reference were calculated using weighted and stratified Cox regression models, adjusting for age, sex, comorbidities and socioeconomic status. The ratio of relative risk (RRR) assessed the differences between years.
Results:
Healthcare workers showed the greatest reduction in relative risk (HR2020=2.74, 95% CI 2.46 to 3.05; HR2021=1.58, 95% CI 1.47 to 1.69; RRR=1.73), though remaining elevated compared with administrative workers. Social welfare occupations also experienced a statistically significant risk reduction (HR2020=1.62, 95% CI 1.42 to 1.85; HR2021=1.32, 95% CI 1.21 to 1.44; RRR=1.23). Bank clerks changed from slightly elevated risk to below the reference (HR2020=1.23, 95% CI 0.93 to 1.63; HR2021=0.76, 95% CI 0.62 to 0.94; RRR=0.85). Conversely, HRs for sales occupations increased between 2020 and 2021 (HR2020=1.04, 95% CI 0.92 to 1.18; HR2021=1.23, 95% CI 1.14 to 1.33; RRR=0.85). Several occupations maintained stable elevated risks, including bus drivers, meat processing workers and personal care workers.
Conclusions:
We observed a risk reduction in some sectors, particularly healthcare, likely due to vaccination and protective measures. However, certain occupations maintained elevated risks, perhaps due to unavoidable close physical contact. These findings suggest the need for sector-specific approaches to occupational health protection and permanent structural changes in workplace organisation for future pandemic preparedness.
More Related Videos
03:42High-Speed Human Temporal Bone Sectioning for the Assessment of COVID-19-Associated Middle Ear Pathology
Published on: May 18, 2022
06:29Comparing Objective Conjunctival Hyperemia Grading and the Ocular Surface Disease Index Score in Dry Eye Syndrome During COVID-19
Published on: May 25, 2022
Related Concept Videos
Relative Risk
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
Bias in Epidemiological Studies
Causality in Epidemiology
Statistical Methods for Analyzing Epidemiological Data
Study Designs in Epidemiology
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and...