Skip to main content
. 2004 Jun;94(6):1019–1026. doi: 10.2105/ajph.94.6.1019

TABLE 4—

Regression Estimates for Characteristics Associated With the Availability and Perceived Effectiveness of Public Health Activities

Availability of Activitiesa Perceived Effectiveness of Activitiesa
Characteristic Coefficient SE Relative Effectb Coefficient SE Relative Effectb
Population size (log) 0.0606 0.0298** 0.0539 0.0346
Population density (per square mile) −0.0000389 0.0000378 −0.0000227 0.0000438
Percentage of population below poverty level −0.1088 0.0372*** −0.0989 0.0431**
Percentage of population non-White −0.00214 0.00146 −0.00347 0.00169**
Hospital beds per 100 000 residents 0.0000067 0.0000283 0.0000201 0.0000328
Physicians per 100 000 residents 0.00096 0.00330 0.00098 0.00382
Local health department spending per capita (log) 0.0672 0.0254*** 0.0559 0.0294*
State–local administrative relationship (0, 1)
    Centralized authority −0.1377 0.0609** −0.130 −0.1144 0.0705 −0.110
    Decentralized authority −0.0326 0.0506 −0.0333 −0.0244 0.0587 −0.0258
    Reference: shared or mixed authority
Type of governmental jurisdiction (0, 1)
    County or joint city/county 0.0207 0.0564 0.0193 0.0243 0.0653 0.0224
    City or township 0.0954 0.0909 0.0955 0.115 0.107 0.116
    Reference: multicounty or regional
Local board of health with policy authority (0, 1) 0.0945 0.0445** 0.0980 0.136 0.0518*** 0.144
Categorical services offered by health department (0, 1)
    Comprehensive primary care services 0.0234 0.0392 0.0229 0.0666 0.0455 0.0678
    Environmental health services −0.0243 0.0450 −0.0250 −0.0252 0.0523 −0.0262
Intercept 2.765 0.393*** 2.281 0.456***
Adjusted R2 0.17 0.14
No. 352 352

aThe dependent variable for each regression equation was transformed via the natural logarithm to reduce skewness and the influence of outlier values.

bFor each dichotomous variable, the coefficient estimate was transformed into a relative effect indicating the percentage change in the dependent variable associated with a change in the dichotomous variable from 0 to 1. The transformation method provided by Kennedy was used for this purpose.50

*P < .10; **P < .05; ***P < .01.