Related Experiment Video
Updated: Jun 6, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Workers' health risk behaviors by state, demographic characteristics, and health insurance status
Yi Huang1, Peggy A Hannon, Barbara Williams
1University of Washington, Seattle, Washington, USA.
Introduction:
Employers often lack data about their workers' health risk behaviors. We analyzed state-level prevalence data among workers for 4 common health risk behaviors: obesity, physical inactivity, smoking, and missed influenza vaccination (among workers older than 50 years).
Methods:
We analyzed 2007 and 2008 Behavioral Risk Factor Surveillance System data, restricting the sample to employed respondents aged 18 to 64 years. We stratified health risk behavior prevalence by annual household income, educational attainment, health insurance status, and race/ethnicity.
Results:
For all 4 health risk behaviors, we found significant differences across states and significant disparities related to social determinants of health - income, education, and race/ethnicity. Among uninsured workers, prevalence of smoking was high and influenza vaccinations were lacking.
Conclusion:
In this national survey study, we found that workers' health risk behaviors vary substantially by state and by workers' socioeconomic status, insurance status, and race/ethnicity. Employers and workplace health promotion practitioners can use the prevalence tables presented in this article to inform their workplace health promotion programs.
Related Concept Videos
Factors Affecting Illness
For instance, risk factors are connected to illness, disability,...
Models of Health Promotion and Illness Prevention I
The health belief model (HBM) attempts to predict health-related behavior in specific belief patterns. According to the HBM, a person's...
Stress Prevention and Stress Management Techniques IV
Lifestyle Factors and Health
Benefits of Physical Activity
Physical activity, whether through structured exercise or casual activities like walking, biking, or dancing, is a cornerstone of a...
Dimensions of Health and Illness
Models of Health Promotion and Illness Prevention II
The agent-host-environment model states that disease results from...
