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Table 3 Estimation results of random-effects models of log hourly wage

From: Place of study, field of study and labour-market region: What matters for wage differences among higher-education graduates?

 

M0

M1

M2

M3

M4a

M4b

Grade of entrance certificate (reverse-coded)

 

0.052*** (0.013)

0.047*** (0.013)

0.035** (0.013)

0.037** (0.012)

0.037** (0.012)

Gender (female)

 

− 0.146*** (0.016)

− 0.137*** (0.016)

− 0.076*** (0.017)

− 0.074*** (0.016)

− 0.077*** (0.016)

Age (years)

 

0.021*** (0.004)

0.016*** (0.004)

0.011*** (0.003)

0.011** (0.003)

0.011*** (0.003)

Parents have higher education

 

0.019 (0.016)

0.010 (0.015)

0.004 (0.015)

0.013 (0.014)

0.010 (0.014)

Degree at type of institution

(ref. diploma—UAS)

 Diploma/Magister—Univ.

  

− 0.028 (0.031)

0.031 (0.027)

0.029 (0.023)

0.031 (0.023)

 Bachelor—UAS

  

− 0.086** (0.027)

− 0.096*** (0.024)

− 0.106*** (0.023)

− 0.095*** (0.023)

 Bachelor—Univ.

  

− 0.241*** (0.037)

− 0.162*** (0.033)

− 0.164*** (0.030)

− 0.152*** (0.030)

 State examination—UAS

  

− 0.040 (0.039)

− 0.080~ (0.045)

− 0.078~ (0.041)

− 0.081~ (0.041)

NUTS-2 earnings (in €100)

    

0.016*** (0.002)

 

Constant

2.711*** (0.015)

2.027*** (0.116)

2.262*** (0.119)

2.287*** (0.116)

1.844*** (0.127)

2.276*** (0.115)

Random effects part

 SD (HEI)

0.138*** (0.014)

0.122*** (0.013)

0.117*** (0.012)

0.064*** (0.012)

0.024*** (0.021)

0.020*** (0.023)

 SD (Individual)

0.352*** (0.006)

0.342*** (0.005)

0.338*** (0.005)

0.319*** (0.005)

0.317*** (0.005)

0.316*** (0.005)

 SD (FoS)

   

0.156*** (0.019)

0.156*** (0.019)

0.157*** (0.019)

 SD (AdReg)

     

0.068*** (0.012)

Log-likelihood

− 889.831

− 820.196

− 788.158

− 675.637

− 645.644

− 652.993

ICC HEI

0.134

0.112

0.108

0.031

0.004

0.003

ICC FoS

   

0.188

0.194

0.191

ICC AdReg

     

0.036

N individuals

2175

2175

2175

2175

2175

2175

N HEI

147

147

147

147

147

147

N FoS

53

53

53

53

53

53

N AdReg

38

38

38

38

38

38

  1. Standard errors in parentheses, standard deviations of random effects are reported
  2. ~p < 0.10, *p < 0.05, **p < 0.01, ***p < 0.001
  3. Data source: DZHW Graduate Panel 2009; BBSR Bonn 2019, authors’ calculations
  4. UAS university of applied sciences, Univ. university, HEI higher-education institution, FoS field of study, AdReg administrative region