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. 2021 Aug 23;87(1):94–118. doi: 10.1111/ruso.12404

Table 4.

Regression Models Showing Relationship Between Independent Variables COVID‐19 Cases and Deaths per 100,000 on March 1, 2021

Independent Variables Cases Deaths
Parameter Estimate 95% Confidence Interval Standardized Beta Parameter Estimate 95% Confidence Interval Standardized Beta
All Counties (N = 3,112)
Percent voting for Trump 7,526* 6,695 to 8,357 0.517 3.0 −23.1 to 29.1 0.007
Percent employed in high‐risk industries 3,085* 1,331 to 4,838 0.073 −165.8 −220.9 to −110.8 −0.136
Percent in poverty 6,792* 4,746 to 8,838 0.147 185.0* 120.8 to 249.3 0.139
Percent non‐Hispanic White ‐3,047* −3,840 to −2,254 −0.266 −30.4* −55.3 to −5.5 −0.092
Percent Hispanic 3,541* 2,791 ‐ 4,290 0.237 15.8 −7.8 to 39.3 0.037
Percent of persons 25 years and older with college degree 379 ‐837 ‐ 1,595 0.016 −201.2* −239.4 to −163.0 −0.297
Rural/Urban continuum category
2 −670* −882 to −458 −0.110 −10.4* −17.1 to −3.8 −0.059
3 −468* −775 to −160 −0.054 2.4 −7.2 to 12.1 0.010
4 −953* −1,379 to −527 −0.076 4.1 −9.3 to 17.4 0.011
5 −755* −1,386 to −124 −0.037 1.4 −18.3 to 21.3 0.003
6 −969* −1,399 to −539 −0.080 23.6 10.0 to 37.1 0.067
7 −804* −1,337 to −270 −0.049 17.9 1.1 to 34.7 0.038
8 −1,586* −2,538 to −635 −0.051 3.6 −26.3 to 33.5 0.004
9 −1,272* −2,160 to −385 −0.044 15.1 −12.8 to 42.9 0.018
Intercept 4,189* 3,087 to 5,292 0.000 270.7* 236.1 to 305.3 0.000
F‐value 94.2* 44.5*
Adjusted R 2 .296* .164*
Metro Counties (N = 1,162)
Percent voting for Trump 7,030* 5,690 to 8,370 0.457 −45.1 −86.0 to −4.2 −0.106
Percent employed in high‐risk industries 461 −2,433 ‐ 3,356 0.010 −260.5* −348.8 to −172.1 −0.206
Percent in poverty 8,507* 5,101 to 11,914 0.184 202.9* 98.9 to 306.8 0.159
Percent non‐Hispanic White −1,642* −2,919 to −365 −0.144 38.7 −0.2 to 77.7 0.124
Percent Hispanic 4,653* 3,473 to 5,833 0.328 61.1* 25.1 to 97.1 0.156
Percent of persons 25 years and older with college degree 295 −1,604 to 2,194 0.012 −218.5* −276.5 to −160.5 −0.331
Rural/Urban continuum category
2 −651* −960 to −342 −0.117 −8.2 −17.7 to 1.2 −0.054
3 −412 −862 to 38 −0.053 6.7 −7.0 to 20.5 0.031
Intercept 0.042* 2,461 to 5,984 0.000 0.003* 230.1 to 337.6 0.000
F‐value 67.5* 28.0*
Adjusted R 2 .314* .157*
Nonmetro Counties (N = 1,950)
Percent voting for Trump 9,956* 8,760 to 11,151 0.452 139.1* 100.1 to 178.1 0.195
Percent employed in high‐risk industries 10,185* 8,069 to 12,300 0.185 89.9 20.9 to 159.0 0.050
Percent in poverty −1,589 −4,080 to 901 −0.032 −12.7 −94.0 to 68.6 −0.008
Percent non‐Hispanic White −8,443* −9,552 to −7,333 −0.525 −240.6* −276.8 to −204.4 −0.462
Percent Hispanic −2,442* −3,704 to −1,179 −0.102 −111.2* −152.4 to −70.0 −0.143
Percent of persons 25 years and older with college degree −13 −2,262 to 2,235 −0.000 −344.3* −417.7 to −270.9 −0.248
Rural/Urban continuum category
5 200 −218 to 618 0.020 −3.5 −17.1 to 10.2 −0.011
6 −256 −563 to 50 −0.039 2.3 −7.7 to 12.3 0.011
7 11 −344 to 366 0.001 3.6 −8.0 to 15.2 0.014
8 −810* −1,399 to −221 −0.055 −12.6 −31.8 to 6.7 −0.026
9 −506 −1,057 to 45 −0.037 −1.7 −19.7 to 16.3 −0.004
Intercept 4,540* 2,895 to 6,186 0.000 304.1* 250.4 to 357.8 0.000
F‐value 70.0* 66.1*
Adjusted R 2 .280* .269*
*

Statistically significant at the .01 level.