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Table 4 OLS estimation results based on data set disaggregated by occupations and NUTS3 regions

From: Revisiting German labour market reform effects—a panel data analysis for occupational labour markets

 

Dependent variable: logM

 

OLS 1

OLS 2

OLS 3

OLS 4

β Us

0.631***

0.635***

0.662***

0.662***

 

(0.006)

(0.006)

(0.007)

(0.006)

β Vs

0.127***

0.123***

0.114***

0.115***

 

(0.004)

(0.004)

(0.004)

(0.004)

Year dummies, effect coded (reference year: 2000):

d 2001

  

−0.121***

−0.131***

   

(0.031)

(0.028)

d 2002

  

−0.151***

−0.157***

   

(0.026)

(0.025)

d 2003

  

−0.112***

−0.124***

   

(0.018)

(0.020)

d 2004

  

−0.085***

−0.087***

   

(0.018)

(0.020)

d 2005

  

−0.065***

−0.059***

   

(0.021)

(0.022)

d 2006

  

−0.030**

−0.035*

   

(0.013)

(0.018)

d 2007

  

0.053**

0.066***

   

(0.021)

(0.024)

d 2008

  

0.133***

0.148***

   

(0.015)

(0.018)

d 2009

  

0.156***

0.174***

   

(0.017)

(0.017)

d 2010

  

0.169***

0.170***

   

(0.020)

(0.017)

d 2011

  

0.130***

0.137***

   

(0.022)

(0.028)

Dummies for occupational categories, effect coded (reference: [0]/[1] AGR)

[02] EMB

  

-0.016

-0.020**

   

(0.011)

(0.010)

[03] QMB

  

0.056***

0.054***

   

(0.013)

(0.008)

[04] TEC

  

−0.096***

−0.093***

   

(0.006)

(0.005)

[05] ING

  

−0.100***

−0.085***

   

(0.016)

(0.010)

[06] EDI

  

−0.102***

−0.104***

   

(0.009)

(0.007)

[07] QDI

  

0.080***

0.078***

   

(0.008)

(0.007)

[08] SEMI

  

0.095***

0.093***

   

(0.014)

(0.013)

[09] PROF

  

0.271***

0.281***

   

(0.014)

(0.011)

[10] EVB

  

−0.212***

−0.212***

   

(0.007)

(0.007)

[11] QVB

  

−0.043***

−0.043***

   

(0.007)

(0.007)

[12] MAN

  

0.005

0.003

   

(0.009)

(0.007)

γ

 

1.492**

1.559***

1.504***

  

(0.582)

(0.269)

(0.264)

a

−5.091***

−5.233***

−1.605***

−1.753***

 

(0.617)

(0.593)

(0.438)

(0.404)

Control variables

Yes

Yes

Yes

Yes

Local area effects

Yes

Yes

Yes

Yes

Occupational yearly interaction effects

No

No

No

Yes

Quarter dummies

No

No

Yes

Yes

Observations

2,393,683

2,393,683

2,393,683

2,393,683

R-squared

0.711

0.712

0.730

0.731

  1. Driscoll-Kraay standard errors in parentheses. Columns OLS 4 includes yearly time and occupational category interaction effects (reference year is 2000, reference category is ‘[01] AGR Agrarian and not assignable occupations’), and all dummy variables are effect coded; compare ‘Effect coding’ in the Appendix. Control variables are the share of female workers, the shares of workers at different skill levels (‘vocational training’ and ‘academic degree,’ reference group is ‘without vocational training’) in each NUTS3 region and occupation, and the average age by the population by NUTS3 regions. The estimated coefficients are provided on request.
  2. [01] AGR agrarian and not assignable occupations, [02] EMB simple manual occupations, [03] QMB qualified manual occupations, [04] TEC technicians, [05] ING engineers, [06] EDI simple service occupations, [07] QDI qualified service occupations, [08] SEMI semi professions, [09] PROF professions, [10] EVB simple business and administrative occupations, [11] QVB qualified business and administrative occupations, and [12] MAN manager
  3. *** p<0.01, ** p<0.05, * p<0.1