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. 2022 Jan 25;70(1):209–236. doi: 10.1007/s00168-022-01109-x

Table 3.

Disaggregated results by monthly COVID-19 confirmed cases and deaths per million population

Model 3.1 Model 3.2 Model 3.3 Model 3.4 Model 3.5 Model 3.6 Model 3.7 Model 3.8
Confirmed cases per million (April) Confirmed cases per million (May) Confirmed cases per million (June) Confirmed cases per million (July) Death per million (April) Death per million (May) Death per million (June) Death per million (July)
Poverty rate 121.301*** 215.627*** 342.710*** 410.415*** 7.994*** 12.153*** 15.024*** 17.619***
Income inequality (top 20%/bottom 20%)

(34.209)

488.330***

(54.063)

696.127***

(86.555)

602.336**

(99.254)

488.079

(1.835)

21.262**

(2.346)

42.902***

(2.972)

53.313***

(3.314)

59.184***

Ranking of health behavior

(124.407)

− 1490.127**

(215.047)

− 2585.192**

(300.547)

− 4264.21***

(329.954)

− 6,413.88***

(9.273)

− 96.686***

(11.905)

− 88.281*

(14.912)

− 90.650

(16.257)

− 111.469*

Ranking of clinical care

(669.342)

2153.669***

(1119.664)

6294.251***

(1468.484)

8197.776***

(1639.343)

9474.772***

(36.245)

100.843*

(50.281)

126.632

(59.118)

176.103*

(64.482)

188.559*

Ranking of physical environment

(699.200)

1573.812

(1930.937)

3064.322

(2240.832)

6667.131***

(2454.481)

11149.690***

(55.919)

70.934

(78.301)

167.877*

(90.256)

200.815*

(97.606)

237.658*

Rural (%)

(1123.540)

− 21.122***

(1965.798)

− 33.797***

(2539.666)

− 40.905***

(2919.682)

− 53.906***

(60.971)

− 1.296***

(92.138)

− 1.896***

(110.222)

− 2.168***

(121.801)

− 2.346***

Log of median income

(3.122)

3730.284***

(5.596)

6974.365***

(6.795)

8495.211***

(7.782)

8243.350***

(0.223)

116.974***

(0.307)

230.315***

(0.364)

285.173***

(0.391)

321.438***

Female (%)

(904.641)

− 32.329

(1344.147)

− 144.676

(1927.881)

− 192.262

(2171.370)

− 157.568

(38.770)

4.292**

(55.271)

8.375***

(67.005)

13.065***

(73.356)

16.124***

Sixty-five plus (%)

(60.288)

11.876

(117.623)

− 85.847**

(156.976)

− 200.640***

(167.129)

− 376.260***

(1.984)

3.411***

(2.880)

5.003***

(3.537)

4.463***

(3.960)

3.079

Some college (%)

(17.730)

− 58.218***

(34.752)

− 142.918***

(51.530)

− 184.884***

(59.702)

− 229.845***

(0.868)

− 0.927**

(1.351)

− 2.687***

(1.687)

− 3.925***

(1.961)

− 5.582***

Unemployment rate

(12.944)

− 152.566***

(30.783)

− 247.976***

(35.116)

− 143.890

(36.823)

69.242

(0.436)

− 9.513***

(0.771)

− 12.435***

(0.974)

− 10.835**

(1.062)

− 5.594

Long commute—driving alone

(39.900)

20.758***

(81.411)

6.442

(170.265)

− 18.929

(209.397)

− 36.133**

(2.600)

2.046***

(3.927)

3.140***

(4.992)

3.218***

(6.354)

3.098***

(5.995) (10.542) (13.789) (15.290) (0.459) (0.669) (0.767) (0.817)
State FE Yes Yes Yes Yes Yes Yes Yes Yes
Constant

− 36,984.58***

(9,301.906)

− 57,164.25***

(14,171.890)

− 62,741.67***

(21,452.565)

− 47,724.24*

(24,613.726)

− 1,631.65***

(466.472)

− 3,035.66***

(651.779)

− 3,778.95***

(796.588)

− 4,149.48***

(875.303)

R2 0.24 0.22 0.27 0.43 0.30 0.33 0.35 0.37
N 3075 3075 3075 3075 3075 3075 3075 3075

Robust standard errors are in parenthesis *p < 0.1; **p < 0.05; ***p < 0.01. The VIF test result is 2.32 in all models, so there is no issue of multicollinearity problem