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Objectives: Industry and occupation variables are overlooked in many public health surveillance efforts, yet they are useful for describing the burden and distribution of various public health diseases, behaviors, and conditions. This study is the first ever analysis of the Colorado Behavioral Risk Factor Surveillance System (BRFSS) to describe chronic conditions and risk behaviors by occupation. It is intended to provide a new perspective on this existing data source and demonstrate the value of occupation as a core demographic variable for public health research, policy, and practice.
Methods: Two standardized employment questions were included in the 2012 Colorado BRFSS survey and administered to eligible survey respondents who were employed, self-employed, or out of work for less than one year. Occupation data were coded using the National Institute for Occupational Safety and Health (NIOSH) Industry and Occupation Computerized Coding System. We analyzed health behaviors and conditions by major occupation groups. We calculated prevalence estimates and 95% confidence intervals (CIs).
Results: The prevalence of chronic conditions, health statuses, and risk behaviors (e.g., smoking and seatbelt use) varied significantly by occupation. For example, compared with all workers (93.6%, 95% CI 92.7, 94.5), significantly fewer workers in farming, forestry, fishing and construction, extraction jobs (87.0%, 95% CI 82.0, 92.0) reported always or nearly always wearing a seatbelt while driving. Additionally, significantly more office and administrative support workers (27.5%, 95% CI 22.5, 32.4) compared with all workers (20.6%, 95% CI 19.3, 22.0) were obese. Further observation and research is needed to understand the effects of occupation on health outcomes and behaviors.
Conclusion: There are no other Colorado state-level datasets that link health behaviors and chronic conditions with occupation. This study shows that the prevalence of chronic conditions and risk behaviors varies substantially by occupation. Other states conducting the BRFSS may choose to adopt the NIOSH industry and occupation module and add other questions to further investigate health issues by occupation.
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http://dx.doi.org/10.1177/003335491513000208 | DOI Listing |
Am J Ind Med
September 2025
National Institute for Occupational Safety and Health, Division of Field Studies and Engineering, Cincinnati, Ohio, USA.
Background: Workers in industry settings are often exposed to complex noise, which poses a greater risk to hearing loss than continuous noise at equivalent energy levels. Previous studies have identified kurtosis as an essential metric for evaluating complex noise-induced hearing loss (NIHL). This study aimed to characterize the distribution of workers exposed to complex noise, examine the associations between kurtosis and changes in hearing thresholds at various frequencies, and explore kurtosis's role in estimating NIHL and its integration into occupational hearing loss prevention programs.
View Article and Find Full Text PDFHipertens Riesgo Vasc
September 2025
Grupo de Obesidad y Síndrome Metabólico, Asociación Española de Especialistas en Medicina del Trabajo (AEEMT), Spain; Grupo ADEMA-Salud, IUNICS Universidad de las Islas Baleares, Palma de Mallorca, Spain.
Introduction And Objectives: Obesity has been considered the pandemic of the 21st century due to its high prevalence and the significant morbidity and mortality it entails. The aim of this study is to assess the prevalence of obesity in two occupational sectors and to determine the variables associated with it.
Methodology: This is a cross-sectional and descriptive study involving 56,856 workers from the commerce and industrial sectors.
Ecotoxicol Environ Saf
September 2025
School of Public Health, Anhui University of Science and Technology, Huainan, China; Key Laboratory of Industrial Dust Control and Occupational Health of the Ministry of Education, Anhui University of Science and Technology, Huainan, China; Key Laboratory of Industrial Dust Deep Reduction and Occupa
Pulmonary endothelial injury is a critical factor in the pathogenesis and progression of coal pneumoconiosis. However, the precise mechanisms underlying this injury remain poorly understood. To address this, we established a coal pneumoconiosis mouse model by chronic intranasal coal dust exposure over 9 months.
View Article and Find Full Text PDFEcotoxicol Environ Saf
September 2025
Key Laboratory of Coal Environmental Pathogenicity and Prevention, Ministry of Education, Shanxi Medical University, Taiyuan 030001, China; Department of Occupational Health, School of Public Health, Shanxi Medical University, Taiyuan 030001, China. Electronic address:
Synaptic plasticity is fundamental for cognitive development and brain function. Aluminium nanoparticles (AlNPs), widely used in industrial and consumer products, pose potential neurotoxic risks, particularly during early neurodevelopment. However, their effects on synaptic plasticity and cognitive outcomes remain poorly understood.
View Article and Find Full Text PDFAppl Physiol Nutr Metab
September 2025
University of Saskatchewan, Saskatoon, Canada;
Long-haul truck drivers (LHTD) face unique occupational challenges, including prolonged sedentary periods, irregular meal patterns, and limited access to physical activity, contributing to high levels of adiposity and elevated risks for chronic diseases. This study examined relationships between anthropometric measures, body composition, physical fitness, and occupational factors among Canadian LHTD and compared field-testing equipment for assessments of body composition. 197 LHTD underwent assessments of body anthropometry (body mass index, skinfold thickness, bioelectrical impedance analysis, segment circumference), grip strength, and completed a survey on physical activity and the work environment.
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