Table A12.1:
Cross-Sectional Models: Using Teleworkable definition - Recent Unemployment
Dependent = Recently Unemployed | ||||||
---|---|---|---|---|---|---|
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April - Mean = 0.126 | May - Mean = 0.112 | |||||
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(1) | (2) | (3) | (1) | (2) | (3) | |
Face-to-Face | 0.007 | 0.021 | 0.009 | 0.000 | ||
(0.007) | (0.013) | (0.006) | (0.017) | |||
Teleworkable | −0.073*** | 0.036 | −0.056*** | 0.065 | ||
(0.016) | (0.039) | (0.013) | (0.040) | |||
Essential | −0.100*** | −0.070* | −0.082*** | −0.045 | ||
(0.013) | (0.037) | (0.011) | (0.030) | |||
Ln(COVID cases) × Face-to-Face | −0.001 | −0.001 | 0.001 | 0.000 | ||
(0.001) | (0.001) | (0.002) | (0.002) | |||
Ln(COVID cases) × Teleworkable | −0.012*** | −0.011** | −0.012*** | −0.011*** | ||
(0.004) | (0.004) | (0.004) | (0.004) | |||
Ln(COVID cases) × Essential | −0.003 | −0.003 | −0.004 | −0.004 | ||
(0.004) | (0.004) | (0.003) | (0.003) | |||
Fem × Child-U6 | −0.006 | −0.006 | −0.013 | 0.000 | 0.000 | −0.005 |
(0.011) | (0.011) | (0.009) | (0.015) | (0.015) | (0.013) | |
Child under 6 | −0.010 | −0.010 | 0.002 | −0.001 | −0.001 | 0.009 |
(0.007) | (0.007) | (0.006) | (0.008) | (0.008) | (0.006) | |
Female | 0.031*** | 0.031*** | 0.011** | 0.026*** | 0.026*** | 0.009 |
(0.009) | (0.009) | (0.004) | (0.008) | (0.008) | (0.005) | |
Black | 0.006 | 0.006 | 0.010 | 0.023** | 0.023** | 0.023*** |
(0.009) | (0.009) | (0.009) | (0.009) | (0.009) | (0.008) | |
Hispanic | 0.018** | 0.018** | 0.011 | 0.020** | 0.020** | 0.012* |
(0.008) | (0.008) | (0.008) | (0.008) | (0.008) | (0.007) | |
Age | −1.334*** | −1.340*** | −0.775*** | −1.230*** | −1.235*** | −0.658*** |
(0.167) | (0.167) | (0.096) | (0.185) | (0.184) | (0.125) | |
Age2 | 1.422*** | 1.428*** | 0.855*** | 1.303*** | 1.308*** | 0.719*** |
(0.179) | (0.178) | (0.113) | (0.205) | (0.204) | (0.140) | |
HS | −0.020 | −0.020 | 0.001 | −0.022* | −0.021* | −0.013 |
(0.013) | (0.013) | (0.011) | (0.012) | (0.012) | (0.009) | |
Some College | −0.029** | −0.029** | 0.002 | −0.028** | −0.028** | −0.010 |
(0.013) | (0.013) | (0.010) | (0.012) | (0.012) | (0.009) | |
BA Degree | −0.082*** | −0.082*** | −0.021** | −0.076*** | −0.076*** | −0.035*** |
(0.015) | (0.015) | (0.010) | (0.015) | (0.015) | (0.011) | |
Posgraduate Degree | −0.117*** | −0.117*** | −0.031** | −0.110*** | −0.109*** | −0.047*** |
(0.015) | (0.015) | (0.013) | (0.015) | (0.015) | (0.011) | |
Metropolitan | −0.026*** | −0.025*** | −0.012* | −0.026*** | −0.025*** | −0.013** |
(0.008) | (0.008) | (0.006) | (0.007) | (0.007) | (0.006) | |
Constant | 0.576*** | 0.577*** | 0.364*** | 0.515*** | 0.516*** | 0.352*** |
(0.043) | (0.043) | (0.039) | (0.046) | (0.046) | (0.036) | |
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State f.e. | X | X | X | X | X | X |
Occupation & Industries f.e. | X | X | ||||
| ||||||
Observations | 43754 | 43754 | 43754 | 42432 | 42432 | 42432 |
R 2 | 0.066 | 0.067 | 0.196 | 0.058 | 0.059 | 0.172 |
Notes: Coefficients for Equation 1 using April (left panel) and May (right panel) 2020 CPS Data for individuals on the labor force and with recent unemployment as the dependent variable. Column (1) includes socio-demographic and job tasks’ characteristics. Column (2) adds the states’ epidemiological conditions as measured by their COVID-19 log exposure, interacted with occupation characteristics. Column (3) adds occupation and industries fixed effects. All models include state fixed effects. Standard errors from multi-way clustering at the state and occupation level in parentheses. Statistical significance level:
p<0.1;
p<0.05;
p<0.01