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. Author manuscript; available in PMC: 2023 Jun 1.
Published in final edited form as: Demography. 2022 Jun 1;59(3):827–855. doi: 10.1215/00703370-9961471

Table A8.1:

Cross-Sectional Models: Recent Unemployment & Mortality Risk Index

Dependent = Recently Unemployed

April - Mean = 0.126 May - Mean = 0.112

(1) (2) (3) (4) (5) (1) (2) (3) (4) (5)
Face-to-Face 0.016*** 0.016*** 0.016*** 0.017 0.016*** 0.016*** 0.016*** −0.003
(0.006) (0.006) (0.006) (0.011) (0.005) (0.005) (0.005) (0.015)
Remote Work −0.056*** −0.056*** −0.056*** −0.005 −0.045*** −0.045*** −0.045*** 0.020
(0.009) (0.009) (0.009) (0.021) (0.008) (0.008) (0.008) (0.017)
Essential −0.089*** −0.089*** −0.088*** −0.078* −0.073*** −0.073*** −0.072*** −0.056*
(0.014) (0.014) (0.013) (0.045) (0.011) (0.011) (0.011) (0.029)
Mortality Risk Index −0.012*** −0.016** −0.016** −0.013** −0.005 −0.012** −0.012** −0.009**
(0.004) (0.007) (0.007) (0.006) (0.004) (0.005) (0.005) (0.003)
Risk × Face-to-Face 0.000 0.000 −0.001 0.001 0.001 0.001
(0.003) (0.003) (0.003) (0.002) (0.002) (0.002)
Risk × Remote Work 0.010*** 0.010*** 0.004** 0.005*** 0.005*** 0.001
(0.003) (0.003) (0.002) (0.002) (0.002) (0.002)
Risk × Essential 0.007 0.007 0.005 0.010** 0.010** 0.009**
(0.006) (0.006) (0.005) (0.005) (0.005) (0.004)
Ln(cases) × Face-to-Face −0.000 −0.000 0.002 0.002
(0.001) (0.001) (0.002) (0.001)
Ln(cases) × Remote −0.005*** −0.005** −0.006*** −0.005***
(0.002) (0.002) (0.002) (0.001)
Ln(cases) × Essential −0.001 −0.001 −0.002 −0.003
(0.005) (0.005) (0.003) (0.003)
FemxChild-U6 −0.003 −0.000 0.001 0.001 −0.010 0.001 0.002 0.003 0.002 −0.004
(0.010) (0.010) (0.010) (0.011) (0.010) (0.015) (0.015) (0.015) (0.016) (0.013)
Child under 6 −0.009 −0.009 −0.009 −0.009 0.002 0.000 0.000 0.000 0.000 0.009
(0.006) (0.006) (0.006) (0.007) (0.006) (0.008) (0.008) (0.008) (0.008) (0.007)
Female 0.035*** 0.030*** 0.031*** 0.030*** 0.008* 0.030*** 0.028*** 0.029*** 0.028*** 0.008
(0.008) (0.008) (0.008) (0.008) (0.005) (0.008) (0.008) (0.008) (0.008) (0.006)
Black 0.001 0.001 0.001 0.001 0.010 0.018* 0.018* 0.018* 0.018* 0.023***
(0.009) (0.009) (0.009) (0.009) (0.009) (0.009) (0.009) (0.009) (0.009) (0.008)
Hispanic 0.012 0.012 0.012 0.012 0.011 0.015* 0.015* 0.015* 0.014 0.012*
(0.008) (0.008) (0.008) (0.008) (0.008) (0.008) (0.008) (0.008) (0.009) (0.007)
Age −1.185*** −1.409*** −1.344*** −1.351*** −0.925*** −1.091*** −1.188*** −1.162*** −1.167*** −0.704***
(0.167) (0.206) (0.200) (0.199) (0.111) (0.185) (0.235) (0.231) (0.230) (0.156)
Age2 1.273*** 1.619*** 1.537*** 1.544*** 1.091*** 1.162*** 1.311*** 1.280*** 1.284*** 0.789***
(0.181) (0.246) (0.239) (0.238) (0.145) (0.206) (0.285) (0.280) (0.280) (0.190)
HS −0.003 −0.002 −0.003 −0.003 0.001 −0.008 −0.008 −0.008 −0.008 −0.013
(0.013) (0.013) (0.013) (0.013) (0.011) (0.012) (0.012) (0.012) (0.012) (0.009)
Some College 0.000 0.001 −0.000 0.000 0.002 −0.005 −0.005 −0.005 −0.005 −0.010
(0.013) (0.013) (0.013) (0.013) (0.010) (0.012) (0.012) (0.012) (0.012) (0.009)
BA Degree −0.044*** −0.043*** −0.043*** −0.043*** −0.021** −0.046*** −0.045*** −0.046*** −0.045*** −0.035***
(0.014) (0.014) (0.014) (0.014) (0.010) (0.014) (0.014) (0.014) (0.014) (0.011)
Postgraduate Degree −0.079*** −0.078*** −0.079*** −0.078*** −0.031** −0.079*** −0.079*** −0.079*** −0.078*** −0.046***
(0.016) (0.016) (0.015) (0.015) (0.013) (0.015) (0.015) (0.015) (0.015) (0.011)
Metropolitan −0.030*** −0.030*** −0.030*** −0.029*** −0.012* −0.029*** −0.029*** −0.029*** −0.028*** −0.013**
(0.007) (0.007) (0.007) (0.008) (0.006) (0.007) (0.007) (0.007) (0.007) (0.006)
Constant 0.484*** 0.513*** 0.501*** 0.502*** 0.331*** 0.439*** 0.452*** 0.446*** 0.446*** 0.306***
(0.043) (0.048) (0.047) (0.047) (0.046) (0.045) (0.051) (0.050) (0.050) (0.044)

State f.e. X X X X X X X X X X
Occupation & Industries f.e. X X

Observations 43754 43754 43754 43754 43754 42432 42432 42432 42432 42432
R 2 0.079 0.079 0.080 0.080 0.196 0.067 0.067 0.068 0.068 0.173

Notes: Coefficients for Equation 1 using April 2020 CPS Data for individuals on the labor force and with recent unemployment as dependent variable. Column (1) includes socio-demographic and job tasks’ characteristics. Column (2) adds COVID-19 mortality factor (Risk) and state COVID-19 exposure. Column (3) and (4) interacts the risk factor and states’ COVID-19 exposure with occupation characteristics. Finally, (5) adds states, occupation and industries 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