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. 2020 Oct 30;89:102894. doi: 10.1016/j.jtrangeo.2020.102894

Table 4.

Estimation results addressing the possible concerns about the selection bias.

Time window (1/1–3/31)
Time window (1/1–4/3)
Time window (1/1–4/15)
Excluding CA NY WA
Excluding densely populated counties
Excluding CA NY WA
Excluding densely populated counties
Excluding CA NY WA
Excluding densely populated counties
(1) (2) (3) (4) (5) (6)
Stay-at-home Order 12.16*** 10.17*** 12.16*** 9.86*** 11.83*** 9.32***
(0.60) (0.68) (0.54) (0.61) (0.46) (0.51)
Stay-at-home Order × Lower-Income −5.00*** −2.57*** −5.81*** −3.15*** −6.38*** −3.86***
(0.63) (0.71) (0.56) (0.63) (0.46) (0.51)



Control variables:
COVID-19 new cases 0.058*** 0.159** 0.052*** 0.151*** 0.042*** 0.127***
(0.016) (0.072) (0.009) (0.044) (0.011) (0.021)
COVID-19 total cases 0.011*** 0.052* 0.005* 0.037** 0.002*** 0.016***
(0.003) (0.030) (0.003) (0.016) (0.0003) (0.003)
Max. temperature −0.124*** −0.119*** −0.120*** −0.115*** −0.118*** −0.116***
(0.002) (0.002) (0.002) (0.002) (0.002) (0.002)
Precipitation 2.020*** 2.070*** 2.068*** 2.122*** 1.824*** 1.861***
(0.063) (0.066) (0.064) (0.066) (0.066) (0.067)
Snow 1.977*** 1.753*** 1.991*** 1.773*** 1.921*** 1.702***
(0.073) (0.074) (0.073) (0.074) (0.070) (0.073)
Week-of-sample FE Yes Yes Yes Yes Yes Yes
Day-of-week FE Yes Yes Yes Yes Yes Yes
County FE Yes Yes Yes Yes Yes Yes
Observations 248,126 235,417 256,304 243,178 289,016 274,222
R-square 0.63 0.63 0.63 0.62 0.68 0.67
Mean of outcome variable 25.21 25.05 25.61 25.41 27.77 27.45

*Note: Standard errors are clustered at the county level, which are in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. “Yes” means the fixed effects indicated in the left column are included in the model.