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. 2010 Aug;100(8):1434–1441. doi: 10.2105/AJPH.2009.168831

TABLE 2.

Factors Associated With Local Health Departments Conducting Obesity Prevention and Diabetes Screening Programs: United States, National Profile of Local Health Departments, 2005

Obesity Program
Diabetes Program
Variables Model 1, OR (95% CI) Model 2, OR (95% CI) Model 1, OR (95% CI) Model 2, OR (95% CI)
Degree of urbanization in jurisdiction (vs urban)
    Suburban 0.98 (0.66, 1.45) 0.99 (0.66, 1.47) 0.99 (0.70, 1.41) 0.89 (0.62, 1.28)
    Rural 1.29 (0.87, 1.91) 1.31 (0.87, 1.95) 1.31 (0.92, 1.86) 1.15 (0.80, 1.64)
Population size in jurisdiction (vs < 25 000)
    25 000–49 999 1.19 (0.80, 1.75) 1.18 (0.80, 1.75) 0.93 (0.65, 1.31) 0.95 (0.67, 1.35)
    50 000–99 999 1.14 (0.72, 1.82) 1.14 (0.72, 1.81) 0.73 (0.48, 1.10) 0.75 (0.49, 1.14)
    100 000–499 999 1.13 (0.67, 1.89) 1.12 (0.67, 1.88) 0.52** (0.33, 0.83) 0.55* (0.34, 0.87)
    ≥ 500 000 1.87 (0.83, 4.20) 1.85 (0.82, 4.16) 0.91 (0.47, 1.77) 1.02 (0.53, 1.99)
Race/ethnicity in jurisdiction
    African American 1.00 (0.99, 1.01) 1.00 (0.99, 1.01) 1.01** (1.00, 1.02) 1.00 (0.99, 1.01)
    Hispanic or Latino 0.99 (0.98, 1.00) 0.99 (0.98, 1.00) 1.01 (1.00, 1.02) 1.01* (1.00, 1.02)
Having a local board of health (yes vs no) 1.05 (0.76, 1.47) 1.06 (0.76, 1.48) 1.54** (1.15, 2.06) 1.49** (1.11, 2.00)
Financing
    Expenditure per capita 1.00 (1.00, 1.00) 1.00 (1.00, 1.00) 1.00 (1.00, 1.00) 1.00 (1.00, 1.00)
    Proportion of federal funding 1.00 (0.99, 1.01) 1.00 (0.99, 1.01) 0.99** (0.98, 1.00) 0.99** (0.98, 1.00)
    Proportion of state funding 1.01** (1.00, 1.02) 1.01** (1.00, 1.02) 1.00 (0.99, 1.01) 1.00 (0.99, 1.00)
Workforce
    Full-time top agency executive (yes vs no) 2.76*** (1.71, 4.46) 2.74*** (1.69, 4.43) 1.07 (0.71, 1.62) 1.17 (0.77, 1.77)
    Tenure of top agency executive 1.00 (0.98, 1.01) 1.00 (0.98, 1.01) 1.01 (0.99, 1.02) 1.01 (0.99, 1.02)
    Top agency executive with a medical or public health degree (yes vs no) 1.44* (1.06, 1.96) 1.45* (1.07, 1.96) 1.20 (0.92, 1.56) 1.17 (0.90, 1.53)
    Staff FTEs per 1000 population 1.50** (1.14, 1.96) 1.50** (1.14, 1.97) 1.28* (1.01, 1.61) 1.25 (0.99, 1.57)
    Employing physicians or nurses (yes vs no) 1.42 (0.72, 2.81) 1.44 (0.72, 2.85) 1.77 (0.97, 3.25) 1.58 (0.86, 2.91)
    Employing health educators (yes vs no) 2.08*** (1.54, 2.81) 2.08*** (1.54, 2.81) 1.59** (1.20, 2.11) 1.63** (1.23, 2.17)
    Employing nutritionists (yes vs no) 1.13 (0.84, 1.52) 1.14 (0.84, 1.53) 1.28 (0.98, 1.68) 1.20 (0.91, 1.58)
Surveillance activities
    Conducting chronic disease surveillance (yes vs no) 1.66*** (1.26, 2.19) 1.66*** (1.26, 2.20) 2.45*** (1.91, 3.15) 2.44*** (1.90, 3.15)
    Conducting behavior risk surveillance (yes vs no) 2.91*** (2.18, 3.87) 2.92*** (2.19, 3.89) 0.99 (0.76, 1.27) 0.96 (0.74, 1.24)
Community health assessment and planning
    Health assessment (yes vs no) 1.43* (1.07, 1.90) 1.42* (1.07, 1.90) 1.05 (0.80, 1.37) 1.07 (0.82, 1.41)
    Health improvement plan (yes vs no) 1.70*** (1.28, 2.26) 1.70*** (1.28, 2.26) 0.96 (0.74, 1.25) 0.97 (0.74, 1.27)
    Collaboration increased (yes vs no) 1.78** (1.18, 2.67) 1.78** (1.18, 2.67) 1.33 (0.92, 1.91) 1.34 (0.93, 1.94)
Estimated prevalence of diabetes 0.98 (0.90, 1.08) 1.20*** (1.11, 1.31)

Note. CI = confidence interval; FTEs = full-time equivalents; OR = odds ratio. Associations established by logistic regression.

*P < .05; **P < .01; ***P < .001.