Table 2.
OLS, spatial lag, spatial error, and SAC model for the period prevalence (logged), as of June 28, 2020
Variable | OLS |
Spatial lag model |
Spatial error model |
SAC model |
||||
---|---|---|---|---|---|---|---|---|
Estimate | SE | Estimate | SE | Estimate | SE | Estimate | SE | |
(Intercept) | −9.094∗∗∗ | 0.244 | −9.203∗∗∗ | 0.238 | −8.930∗∗∗ | 0.257 | −9.210∗∗∗ | 0.248 |
Time | 0.349∗∗∗ | 0.006 | 0.338∗∗∗ | 0.006 | 0.345∗∗∗ | 0.006 | 0.342∗∗∗ | 0.006 |
Time square | −0.002∗∗∗ | 0.000 | −0.002∗∗∗ | 0.000 | −0.002∗∗∗ | 0.000 | −0.002∗∗∗ | 0.000 |
% Blacks | 0.543∗∗∗ | 0.052 | 0.448∗∗∗ | 0.051 | 0.513∗∗∗ | 0.061 | 0.465∗∗∗ | 0.056 |
% Asians | 0.227∗∗∗ | 0.053 | 0.243∗∗∗ | 0.051 | 0.214∗∗∗ | 0.056 | 0.234∗∗∗ | 0.054 |
% Hispanic | 0.321∗∗∗ | 0.055 | 0.280∗∗∗ | 0.053 | 0.328∗∗∗ | 0.064 | 0.298∗∗∗ | 0.058 |
% Native Americans | 0.216∗∗∗ | 0.046 | 0.227∗∗∗ | 0.045 | 0.221∗∗∗ | 0.050 | 0.227∗∗∗ | 0.047 |
% older than 65 y | −0.087 | 0.050 | −0.119∗ | 0.049 | −0.079 | 0.054 | −0.107∗ | 0.051 |
% unemployed | −0.099 | 0.051 | −0.105∗ | 0.050 | −0.087 | 0.056 | −0.099 | 0.052 |
Median income (logged) | 0.028 | 0.073 | 0.000 | 0.071 | 0.025 | 0.078 | 0.006 | 0.075 |
Nonwhite-white segregation index | 0.141∗∗∗ | 0.042 | 0.139∗∗∗ | 0.041 | 0.106∗ | 0.043 | 0.125∗∗ | 0.042 |
% uninsured | 0.074 | 0.055 | 0.078 | 0.054 | 0.101 | 0.064 | 0.085 | 0.058 |
% severe housing problems | −0.003 | 0.053 | −0.004 | 0.052 | −0.004 | 0.056 | −0.004 | 0.054 |
% work outside the county of residence | 0.046 | 0.045 | −0.024 | 0.044 | 0.065 | 0.045 | 0.004 | 0.045 |
Life expectancy | 0.176∗∗ | 0.060 | 0.185∗∗ | 0.058 | 0.181∗∗ | 0.062 | 0.187∗∗ | 0.060 |
HPSA (ref: no shortage) | ||||||||
The whole county is at shortage | −0.180 | 0.154 | −0.223 | 0.151 | −0.153 | 0.153 | −0.197 | 0.152 |
Part of the county is at shortage | −0.051 | 0.134 | −0.049 | 0.131 | −0.019 | 0.134 | −0.034 | 0.133 |
Population density (logged) |
0.168∗∗∗ |
0.040 |
0.089∗ |
0.040 |
0.195∗∗∗ |
0.044 |
0.121∗∗ |
0.043 |
ρ (spatial lag parameter) | 0.192∗∗∗ | 0.139∗∗∗ | ||||||
λ (spatial error parameter) | 0.269∗∗∗ | 0.121∗∗ | ||||||
AIC | 13,608 | 13,501 | 13,516 | 13,494 | ||||
Observed Moran's I for residuals | 0.110∗∗∗ | 0.023∗ | −0.008 | −0.003 |
Level of significance: ∗P < .05, ∗∗P < .01, ∗∗∗P < .001.