Related Experiment Video
Updated: Jun 19, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Factors associated with differences in mortality and self-reported health across states in the United States
Zhuo Chen1, Kakoli Roy, Anne C Haddix
1Centers for Disease Control and Prevention, Atlanta, GA 30333, USA. zchen1@cdc.gov
Objective:
Recent studies indicate continuing health disparities across geographic units in the US. This paper provides updated estimates of the association between socioeconomic factors and population health using a new state-level dataset and panel econometric methods that account for state-specific effects and autoregressive error structure.
Methods:
Data from multiple sources for the 50 US states and the District of Columbia are merged. The dependent variables are age-adjusted all-cause mortality, self-assessed health status, and number of healthy days. Panel econometric models are used to accommodate state-specific unobserved factors and to incorporate autoregressive random disturbances to provide consistent and robust estimates.
Results:
A 1-unit increase in the number of physicians per 1000 population is associated with a reduction in mortality by 30/100,000. The effects of physician-to-population ratio on self-reported health measures are mixed. Socioeconomic, demographic, as well as the prevalence of smoking and obesity have varying effects on mortality and self-reported measures of health.
Conclusions:
The new estimate of the association between physician supply and lower mortality suggests continuing efforts to assess the need for policies and incentives to induce physician labor supply in underserved states. Strategies and policies to reduce health disparities should address social, economic and individual risk factors.
Related Concept Videos
Factors Affecting Illness
For instance, risk factors are connected to illness, disability,...
Dimensions of Health and Illness
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...
Comparing the Survival Analysis of Two or More Groups
Models of Health Promotion and Illness Prevention II
The agent-host-environment model states that disease results from...
Statistical Methods for Analyzing Epidemiological Data