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Table 5 Meta-regression analysis of literature heterogeneity: Estimation with selected moderators

From: Gender wage gap in European emerging markets: a meta-analytic perspective

Estimator

Cluster-robust OLS

Cluster-robust WLS [1/SE]

Multi-level mixed-effects RML

Cluster-robust random-effects panel GLS

Cluster-robust fixed-effects panel LSDV

Meta-independent variable (default category)/model

[1]

[2]

[3]

[4]

[5]

EU membership status (2004 member)

 2007 and 2013 member

0.0336

(0.034)

0.0491

(0.047)

0.0273

(0.020)

0.0276

(0.020)

0.0265

(0.022)

 Membership candidate

− 0.0149 ***

(0.006)

− 0.0133 *

(0.007)

0.0590

(0.038)

0.0672

(0.043)

− 0.0205 **

(0.009)

 Nonmember

− 0.0109

(0.035)

− 0.0095

(0.038)

− 0.0940 ***

(0.028)

− 0.0872 ***

(0.032)

− 0.1284 ***

(0.004)

Estimation period

  Average estimation year

0.0067 ***

(0.001)

0.0072 ***

(0.001)

0.0052 ***

(0.001)

0.0054 ***

(0.001)

0.0037 *

(0.002)

Selected moderators

 Urban region

− 0.0494

(0.036)

− 0.0597

(0.036)

− 0.0480

(0.033)

− 0.0482

(0.033)

− 0.0206 ***

(0.002)

 Young age

− 0.1238 ***

(0.033)

− 0.1317 ***

(0.026)

− 0.1225 ***

(0.002)

− 0.1230 ***

(0.003)

− 0.1202 ***

(0.000)

 State enterprise

− 0.0534 **

(0.022)

0.0096

(0.041)

− 0.0362 *

(0.019)

− 0.0359 *

(0.020)

− 0.0387 **

(0.017)

 Private firm

0.0384 **

(0.019)

0.0281

(0.032)

0.0409 **

(0.020)

0.0416 **

(0.020)

0.0371

(0.024)

 Non-OLS

0.0380

(0.025)

0.0150

(0.016)

0.0457 ***

(0.012)

0.0468 ***

(0.012)

0.0375 ***

(0.014)

 Firm size

− 0.0339 *

(0.019)

− 0.0398

(0.029)

0.0025

(0.013)

− 0.0001

(0.013)

0.0134

(0.016)

 Location fixed effects

0.0578 ***

(0.019)

0.0326

(0.030)

0.0270 **

(0.013)

0.0295 **

(0.014)

0.0161

(0.015)

SE

− 0.0281

(0.399)

− 1.4516

(0.979)

0.3226

(0.344)

0.2912

(0.353)

0.4593

(0.324)

Intercept

− 13.7018 ***

(1.758)

− 14.5798 ***

(2.796)

− 10.6369 ***

(2.705)

− 11.0617 ***

(2.556)

− 7.6550 *

(4.273)

K

670

670

670

670

670

R2

0.299

0.433

–

0.163

0.050

  1. This table shows estimation results of meta-regression analysis using estimates of the gender dummy variable reported in 53 research works listed in Additional file 1: Table S1 and Additional file 2: Bibliography of studies subject to meta-analysis as the dependent variable. See Table 1 for the descriptive statistics of the estimates. See Table 3 for the definitions and descriptive statistics of meta-independent variables. Selected moderators denote the meta-independent variables having a PIP of 0.50 or more in the Bayesian model–averaging estimation and a p-value of 0.10 or less in the OLS frequentist check reported in Additional file 1: Table S2. Figures in parentheses beneath the regression coefficients are robust standard errors
  2. ***, **, and * denote statistical significance at the 1%, 5%, and 10% levels, respectively