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Table 3 Impact of uneven job distribution on poverty

From: Job market polarization and American poverty

 

Model 3.1

Model 3.2

Model 3.3

Model 3.4

Model 3.5

Model 3.6

Poverty

Poverty

Poverty

Poverty

Poverty

Poverty

Employment polarization

 Uneven job distribution index-1 (workless households)

0.478***

 

0.497***

 

0.478***

 
 

(0.043)

 

(0.045)

 

(0.045)

 

 Uneven job distribution index-2

 

0.245***

 

0.283***

 

0.264***

  

(0.042)

 

(0.045)

 

(0.045)

 Non-management/professional

0.104***

0.093**

0.115***

0.077*

0.100***

0.063

 

(0.036)

(0.039)

(0.037)

(0.040)

(0.037)

(0.040)

Demographic characters

 State population (million)

−0.003***

−0.004***

−0.003***

−0.004***

−0.003***

−0.004***

 

(0.001)

(0.001)

(0.001)

(0.001)

(0.001)

(0.001)

 GDP per capita (thousand)

−0.001***

−0.001***

−0.001***

−0.001***

−0.001***

−0.001***

 

(< 0.0001)

(< 0.0001)

(< 0.0001)

(< 0.0001)

(< 0.0001)

(< 0.0001)

 Non-white population (%)

0.102*

0.182***

0.106

0.151**

0.155**

0.202**

 

(0.061)

(0.065)

(0.070)

(0.075)

(0.076)

(0.081)

 Theil inequality index (regional)

 < 0.001

 < 0.001

 < 0.001

 < 0.001

 < 0.001

 < 0.001

 

(< 0.001)

(< 0.001)

(< 0.001)

(< 0.001)

(< 0.001)

(< 0.001)

 Children aged 0 to 18

0.042

0.176*

0.136

0.253**

0.103

0.209*

 

(0.094)

(0.101)

(0.100)

(0.107)

(0.113)

(0.120)

 Elderly aged 65 + 

0.011

0.214**

0.007

0.172*

0.016

0.201*

 

(0.085)

(0.092)

(0.094)

(0.101)

(0.106)

(0.114)

 Citizen (%)

0.057

0.167*

0.044

0.145

0.026

0.104

 

(0.082)

(0.090)

(0.084)

(0.092)

(0.092)

(0.100)

 Non-white children (%)

0.043

0.019

0.033

0.026

−0.002

0.001

 

(0.042)

(0.046)

(0.043)

(0.046)

(0.045)

(0.049)

Educational attainment

 Less than 9th grade (%)

  

0.002

0.003

0.003

0.003

   

(0.002)

(0.002)

(0.002)

(0.003)

 High school graduate (25 years & over)

  

−0.003*

−0.003*

−0.003**

−0.003*

   

(0.001)

(0.002)

(0.002)

(0.002)

 Associate degree (%)

  

−0.006***

−0.006***

−0.005**

−0.006**

   

(0.002)

(0.002)

(0.002)

(0.002)

 High school or higher (%)

  

0.003**

0.005***

0.004**

0.005***

   

(0.001)

(0.002)

(0.002)

(0.002)

 Bachelor or higher (%)

  

−0.002

−0.004***

-0.003*

−0.006***

   

(0.001)

(0.001)

(0.002)

(0.002)

Government expenditure

 Revenue/GDP

    

−0.043

−0.032

     

(0.032)

(0.034)

Public expenditure/GDP

    

−0.038*

−0.042*

     

(0.022)

(0.024)

 Per capita temp. assistance for needy families ($100)

    

-0.002

−0.001

     

(0.001)

(0.001)

 Per capita other cash assistance ($100)

    

−0.003**

−0.003*

     

(0.001)

(0.001)

 State FE

Yes

Yes

Yes

Yes

Yes

Yes

 Year FE

Yes

Yes

Yes

Yes

Yes

Yes

 Constant

−0.038

−0.171*

−0.160

-0.323*

−0.127

−0.225

 

(0.092)

(0.100)

(0.166)

(0.190)

(0.182)

(0.203)

 Within group R2

0.77

0.73

0.77

0.73

0.79

0.75

 Number of observations

561

561

561

561

550

550

  1. Clustered standard errors at the state level are in parenthesis.p< 0.01. The mean of the outcome variable is 0.14, * p < 0.1; ** p < 0.05; ***