Differences between determinants of men and women monthly wages across fourteen European Union states

Authors

DOI:

https://doi.org/10.24136/eq.2021.018

Keywords:

labour market, wages, wages determinants, differences in men and women wage determinants, ordered logit model

Abstract

Research background: There is a broad discussion in the literature on the situation of men and women in the labour market, especially about the differences in their remuneration. Due to the fact that females constitute a slightly different group of employees, certain factors have different impacts on the level of their remuneration in comparison to male employees. Hence, the question arises which factors cause these differences and how large the dissimilarities are.

Purpose of the article: The aim of the presented study is to diagnose and evaluate differences in the impact of designated determinants on the level of monthly wages of women and men in selected European Union member states. The novelty of our approach consists in both comparison of the intensity of influence examined factors to men?s and women?s earnings, and a global approach to the remuneration of male and female employees.

Methods: Due to the nature of the dependent variable (remuneration decile, which is a variable measured on an ordinal scale), the ordered logit model is applied in the analysis. The data comes from the Eurostat?s Labour Force Survey.

Findings & value added: Presented results indicate that many factors have significantly different intensity of impact on the level of men and women wages. However, significant differences between parameters estimated for both genders are visible for the group of family variables the most often, then for variables describing the condition of work, the human capital variables, and characteristics of the workplace. This paper adds to the empirical literature a new approach to measure the intensity of factors influencing men and women wages. In addition, our investigation is a cross-country analysis.

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References

Aigner, D. J., & Cain, G. G. (1977). Statistical theories of discrimination in the labor market. Industrial and Labor Relations Review, 30(2), 175?87. doi: 10.23 07/2522871.

DOI: https://doi.org/10.2307/2522871
View in Google Scholar

Arrow, K. J. (1974). The theory of discrimination. In O. Ashenfelter & A. Rees (Eds). Discrimination in labor markets. Princeton: Princeton University Press, 3?33.
View in Google Scholar

Autor, D. (2003). Lecture note: the economics of discrimination-theory. Graduate Labor Economics I, Massachusetts Institute of Technology, Cambridge. Retrieved form https://economics.mit.edu/files/553.
View in Google Scholar

Bardasi, E., & Gornick, J. C. (2000). Women and part-time employment: workers' 'choices' and wage penalties in five industrialized countries. LIS Working Paper Series, 223.
View in Google Scholar

Bardasi, E., & Gornick, J. C. (2008). Working for less? Women's part-time wage penalties across countries. Feminist Economics, 14(1), 37?72. doi: 10.1080/135 45700701716649.

DOI: https://doi.org/10.1080/13545700701716649
View in Google Scholar

Barón, J. D., & Cobb?Clark, D. A. (2010). Occupational segregation and the gender wage gap in private?and public?sector employment: a distributional analysis. Economic Record, 86(273), 227?246. doi: 10.1111/j.1475-4932.2009.006 00.x.

DOI: https://doi.org/10.1111/j.1475-4932.2009.00600.x
View in Google Scholar

Bauer, J. M., & Sousa-Poza, A. (2015). Impacts of informal caregiving on caregiver employment, health, and family. Journal of Population Ageing, 8(3), 113?145. doi: 10.1007/s12062-015-9116-0.

DOI: https://doi.org/10.1007/s12062-015-9116-0
View in Google Scholar

Becker, G. S. (1957). The economics of discrimination. Chicago: University of Chicago Press.
View in Google Scholar

Becker, G. S. (1964). Human capital: a theoretical and empirical analysis. Chicago: University of Chicago Press.
View in Google Scholar

Behr, A., & Pötter, U. (2010). What determines wage differentials across the EU? Journal of Economic Inequality, 8(1), 101?120. doi: 10.1007/s10888-008-9106-z.

DOI: https://doi.org/10.1007/s10888-008-9106-z
View in Google Scholar

Bielawska, K. (2019). Economic activity of Polish pensioners in the light of quantitative research. Equilibrium. Quarterly Journal of Economics and Economic Policy, 14(1), 149?165. doi: 10.24136/eq.2019.007.

DOI: https://doi.org/10.24136/eq.2019.007
View in Google Scholar

Blau, F. D., & Kahn, L. M. (2017). The gender wage gap: extent, trends, and explanations. Journal of Economic Literature, 55(3), 789?865. doi: 10.1257/jel.2 0160995.

DOI: https://doi.org/10.1257/jel.20160995
View in Google Scholar

Blau, F. D., & Winkler, A. E. (2017). Women, work, and family. NBER Working Paper Series, w23644.

DOI: https://doi.org/10.3386/w23644
View in Google Scholar

Blinder, A. (1973). Wage discrimination: reduced form and structural estimates. Journal of Human Resources, 7(4), 436?55. doi: 10.2307/144855.

DOI: https://doi.org/10.2307/144855
View in Google Scholar

Budig, M. J., & Hodges, M. J. (2014). Statistical models and empirical evidence for differences in the motherhood penalty across the earnings distribution. American Sociological Review, 79(2), 358?364. doi: 10.1177/0003122414 523616.

DOI: https://doi.org/10.1177/0003122414523616
View in Google Scholar

Charles, M., & Grusky, D. B. (2004). Occupational ghettos: the worldwide segregation of women and men. Stanford: Stanford University Press.

DOI: https://doi.org/10.1515/9781503618183
View in Google Scholar

Chevalier, A. (2007). Education, occupation and career expectations: determinants of the gender pay gap for UK graduates. Oxford Bulletin of Economics and Statistics, 69(6), 819?842. doi: 10.1111/j.1468-0084.2007.00483.x.

DOI: https://doi.org/10.1111/j.1468-0084.2007.00483.x
View in Google Scholar

Christofides, L. N., Polycarpou, A., & Vrachimis, K. (2013). Gender wage gaps,?sticky floors? and ?glass ceilings? in Europe. Labour Economics, 21, 86?102. doi: 10.1016/j.labeco.2013.01.003.

DOI: https://doi.org/10.1016/j.labeco.2013.01.003
View in Google Scholar

Cohen, A. (1983). Comparing regression coefficients across subsamples: a study of the statistical test. Sociological Methods & Research, 12(1), 77?94.

DOI: https://doi.org/10.1177/0049124183012001003
View in Google Scholar

Cohen, P. N., & Huffman, M. L. (2007). Working for the woman? Female managers and the gender wage gap. American Sociological Review, 72(5), 681?704. doi: 10.1177/000312240707200502.

DOI: https://doi.org/10.1177/000312240707200502
View in Google Scholar

D'Amico, T. F. (1987). The conceit of labor market discrimination. American Economic Review, 77(2), 310?315.
View in Google Scholar

Dickens, W., & Katz, L. F. (1987). Inter-industry wage differences and theories of wage determination. NBER Working Paper Series, 2271.

DOI: https://doi.org/10.3386/w2271
View in Google Scholar

Eberharter, V. V. (2001). Gender roles, labour market participation and household income position. Structural Change and Economic Dynamics, 12(3), 235?246. doi: 10.1016/S0954-349X(01)00021-2.

DOI: https://doi.org/10.1016/S0954-349X(01)00021-2
View in Google Scholar

Ermisch, J. F., & Wright, R. E. (1993). Wage offers and full-time and part-time employment by British women. Journal of Human Resources, 28(1), 111?133.

DOI: https://doi.org/10.2307/146090
View in Google Scholar

Fortin, N., Lemieux, T., & Firpo, S. (2011). Decomposition methods in economics. In Handbook of labor economics, Vol. 4. Elsevier, 1?102. doi: 10.1016/S0169-7218(11) 00407-2.

DOI: https://doi.org/10.1016/S0169-7218(11)00407-2
View in Google Scholar

Gajdos, A., Arendt, Ł., Balcerzak, A. P., Pietrzak, M. B. (2020). Future trends of labour market polarisation in Poland. The perspective of 2025. Transformations in Business & Economics, 19, 3 (51), 114?135.
View in Google Scholar

Garcia, J., Hernández, P. J., & Lopez-Nicolas, A. (2001). How wide is the gap? An investigation of gender wage differences using quantile regression. Empirical Economics, 26(1), 149?167. doi: 10.2307/146090.

DOI: https://doi.org/10.1007/s001810000050
View in Google Scholar

Gardeazabal, J., & Ugidos, A. (2005). Gender wage discrimination at quantiles. Journal of Population Economics, 18(1), 165?179. doi: 10.1007/s00148-003-0172-z.

DOI: https://doi.org/10.1007/s00148-003-0172-z
View in Google Scholar

Gash, V. (2009). Sacrificing their careers for their families? An analysis of the penalty to motherhood in Europe. Social Indicators Research, 93(3), 569?586. doi: 10.1007/s11205-008-9429-y.

DOI: https://doi.org/10.1007/s11205-008-9429-y
View in Google Scholar

Goraus, K., Tyrowicz, J., & Van der Velde, L. (2017). Which gender wage gap estimates to trust? A comparative analysis. Review of Income and Wealth, 63(1), 118?146. doi: 10.1111/roiw.12209.

DOI: https://doi.org/10.1111/roiw.12209
View in Google Scholar

Gough, M., & Noonan, M. (2013). A review of the motherhood wage penalty in the United States. Sociology Compass, 7(4), 328?342. doi: 10.1111/soc4.12031.

DOI: https://doi.org/10.1111/soc4.12031
View in Google Scholar

Griliches, Z. (1997). Education, human capital, and growth: a personal perspective. Journal of Labor Economics, 15(1, Part 2), 330?344. doi: 10.1086/209865.

DOI: https://doi.org/10.1086/209865
View in Google Scholar

Grilli, L., & Rampichini, C. (2014). Ordered logit model. In Encyclopedia of quality of life and well-being research. Springer, 4510?4513. doi: 10.1007/978-94-007-0753-5_2023.

DOI: https://doi.org/10.1007/978-94-007-0753-5_2023
View in Google Scholar

Hakim, C. (1998). Developing a sociology for the twenty-first century: preference theory. British Journal of Sociology, 49, 137?143. doi: 10.2307/591267.

DOI: https://doi.org/10.2307/591267
View in Google Scholar

Hakim, C. (2004). Key issues in women?s work: female diversity and the polarisation of women?s employment. London: Psychology Press.
View in Google Scholar

Hakim, C. (2006). Women, careers, and work-life preferences. British Journal of Guidance & Counselling, 34(3), 279?294. doi: 10.1080/03069880600769118.

DOI: https://doi.org/10.1080/03069880600769118
View in Google Scholar

Hausman, J. A., & Ruud, P. A. (1987). Specifying and testing econometric models for rank-ordered data. Journal of Econometrics, 34(1-2), 83?104. doi: 10.1016/0304-4076(87)90068-6.

DOI: https://doi.org/10.1016/0304-4076(87)90068-6
View in Google Scholar

Hicks, J. (1963). The theory of wages. Springer.

DOI: https://doi.org/10.1007/978-1-349-00189-7
View in Google Scholar

Hill, J. E., Märtinson, V., & Ferris, M. (2004). New?concept part?time employment as a work?family adaptive strategy for women professionals with small children. Family Relations, 53(3), 282?292.

DOI: https://doi.org/10.1111/j.0022-2445.2004.0004.x
View in Google Scholar

Karasek III, R., & Bryant, P. (2012). Signaling theory: past, present, and future. Academy of Strategic Management Journal, 11(1), 91?99.
View in Google Scholar

Kessler, I. (2013). Remuneration systems. In S. Bach and M. R. Edwards (Eds.). Managing human resources. Wiley, 243?267.

DOI: https://doi.org/10.1002/9781119208235.ch12
View in Google Scholar

Kim, C., & Sakamoto, A. (2008). The rise of intra-occupational wage inequality in the United States, 1983 to 2002. American Sociological Review, 73(1), 129?157.

DOI: https://doi.org/10.1177/000312240807300107
View in Google Scholar

Klasen, S., & Pieters, J., (2012), Push or pull? Drivers of female labor force participation during India's economic boom. IZA Discussion Paper, 6395.

DOI: https://doi.org/10.2139/ssrn.2019447
View in Google Scholar

Kompa, K., & Witkowska, D. (2018). Gender diversity in the boardrooms of public companies in Poland: changes and implications. Montenegrin Journal of Economics, 14(1), 79?92. doi: 10.14254/1800-5845/2018.14-1.6.

DOI: https://doi.org/10.14254/1800-5845/2018.14-1.6
View in Google Scholar

Korenman, S., & Neumark, D. (1992). Marriage, motherhood, and wages. Journal of Human Resources, 27(2), 233?255. doi: 10.2307/145734.

DOI: https://doi.org/10.2307/145734
View in Google Scholar

Krueger, A. B., & Summers, L. H. (1988). Efficiency wages and inter-industry wage structure. Econometrica, 56(2), 259?93. doi: 10.2307/1911072.

DOI: https://doi.org/10.2307/1911072
View in Google Scholar

Kunze, A. (2005). The evolution of the gender wage gap. Labour Economics, 12(1), 73?97. doi: 10.1016/j.labeco.2004.02.012.

DOI: https://doi.org/10.1016/j.labeco.2004.02.012
View in Google Scholar

Kunze, A. (2018). The gender wage gap in developed countries. In Oxford handbook of women and the economy. SSRN, 369?394. doi: 10.2139/ssrn.2989616.

DOI: https://doi.org/10.1093/oxfordhb/9780190628963.013.11
View in Google Scholar

Landmesser, J. M. (2017). Differences in income distributions for men and women in Poland ? an analysis using decomposition techniques. Acta Scientiarum Polonorum. Oeconomia, 16(4), 103?112. doi: 10.22630/ASPE.2017.16.4.49.

DOI: https://doi.org/10.22630/ASPE.2017.16.4.49
View in Google Scholar

Landmesser, J. M. (2019). Differences in income distributions for men and women in the European Union countries. Equilibrium. Quarterly Journal of Economics and Economic Policy, 14(1), 81?98. doi: 10.24136/eq.2019.004.

DOI: https://doi.org/10.24136/eq.2019.004
View in Google Scholar

Lucas, R. E. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3?42. doi: 10.1016/0304-3932(88)90168-7.

DOI: https://doi.org/10.1016/0304-3932(88)90168-7
View in Google Scholar

Lucas, R. E. (1990). Why doesn?t capital flow from rich to poor countries? American Economic Review, 80(2), 92?96.
View in Google Scholar

Malkina, M. (2019). Spatial wage inequality and its sectoral determinants: the case of modern Russia. Oeconomia Copernicana, 10(1), 69?87. doi: 10.24136/oc.20 19.004.

DOI: https://doi.org/10.24136/oc.2019.004
View in Google Scholar

Matuszewska-Janica, A. (2014). Wages inequalitis between men and women: Eurostat SES metadata analysis applying econometric models. Quantitative Methods in Economics, 15(1), 113?124.
View in Google Scholar

Matuszewska-Janica, A. (2020). Impact of the selected factors on the men and women wages in Poland in 2014. The conjoint analysis application. In Classification and data analysis: theory and applications. Springer, 319?335. doi: 10.1007/978-3-030-52348-0_20.

DOI: https://doi.org/10.1007/978-3-030-52348-0_20
View in Google Scholar

Mellow, W. (1982). Employer size and wages. Review of Economics and Statistics, 64(3), 495?501. doi: 10.2307/1925949.

DOI: https://doi.org/10.2307/1925949
View in Google Scholar

Milgrom, P., & Oster, S. (1987). Job discrimination, market forces, and the invisibility hypothesis. Quarterly Journal of Economics, 102(3), 453?476. doi: 10.2307/1884213.

DOI: https://doi.org/10.2307/1884213
View in Google Scholar

Mincer, J. A. (1974). The human capital earnings function. In Schooling, experience, and earnings. NBER, 83?96.
View in Google Scholar

Mosley, D. C., Mosley D. C., & Pietri, P. H. (2015). Supervisory management: the art of inspiring, empowering, and developing people. Stamford: Cengage Learning.
View in Google Scholar

Nafukho, F. M., Hairston, N., & Brooks, K. (2004). Human capital theory: implications for human resource development. Human Resource Development International 7(4), 545?551. doi: 10.1080/1367886042000299843.

DOI: https://doi.org/10.1080/1367886042000299843
View in Google Scholar

?opo, H. (2008). Matching as a tool to decompose wage gaps. Review of Economics and Statistics, 90(2), 290?299. doi: 10.1162/rest.90.2.290.

DOI: https://doi.org/10.1162/rest.90.2.290
View in Google Scholar

Nyhus, E. K., & Pons, E. (2012). Personality and the gender wage gap. Applied Economics, 44(1), 105?118. doi: 10.1080/00036846.2010.500272.

DOI: https://doi.org/10.1080/00036846.2010.500272
View in Google Scholar

Oaxaca, R. (1973). Male-Female wage differentials in urban labor market. International Economic Review, 14(3), 693?709. doi: 10.2307/2525981.

DOI: https://doi.org/10.2307/2525981
View in Google Scholar

Oettinger, G. S. (1996). Statistical discrimination and the early career evolution of the black-white wage gap. Journal of Labor Economics, 14(1), 52?78.

DOI: https://doi.org/10.1086/209803
View in Google Scholar

Oi, W. Y., & Idson, T. L. (1999). Firm size and wages. In Handbook of labor economics, 1999 3(B). Elsevier, 2165?2214.

DOI: https://doi.org/10.1016/S1573-4463(99)30019-5
View in Google Scholar

Paternoster, R., Brame, R., Mazerolle, P., & Piquero, A. (1998). Using the correct statistical test for the equality of regression coefficients. Criminology, 36(4), 859?866. doi: 10.1111/j.1745-9125.1998.tb01268.x.

DOI: https://doi.org/10.1111/j.1745-9125.1998.tb01268.x
View in Google Scholar

Phelps, E. S. (1972). The statistical theory of racism and sexism. American Economic Review, 62(4), 659?661.
View in Google Scholar

Rodríguez-Pose, A., & Vilalta-Bufí, M. (2005). Education, migration, and job satisfaction: the regional returns of human capital in the EU. Journal of Economic Geography, 5(5), 545?566. doi: 10.1093/jeg/lbh067.

DOI: https://doi.org/10.1093/jeg/lbh067
View in Google Scholar

Schmidt, C. M., & Zimmermann, K. F. (1991). Work characteristics, firm size and wages. Review of Economics and Statistics, 3(4), 705?710. doi: 10.2307/210 9410.

DOI: https://doi.org/10.2307/2109410
View in Google Scholar

Schultz, T. W. (1961). Investment in human capital. American Economic Review, 51(1), 1?17.
View in Google Scholar

Schwab, S. (1986). Is statistical discrimination efficient? American Economic Review, 76(1), 228?234.
View in Google Scholar

Spence, M. (1973). Job market signaling. Quarterly Journal of Economics, 87(3), 355?374. doi: 10.2307/1882010.

DOI: https://doi.org/10.2307/1882010
View in Google Scholar

Spence, M. (1974). Market signaling: information transfer in hiring and related processes. Cambridge, MA: Harvard University Press.
View in Google Scholar

Thaler, R. H. (1989). Anomalies: interindustry wage differentials. Journal of Economic Perspectives, 3(2), 181?193. doi: 10.1257/jep.3.2.181.

DOI: https://doi.org/10.1257/jep.3.2.181
View in Google Scholar

Viitanen, T. K. (2010). Informal eldercare across Europe: estimates from the European Community Household Panel. Economic Analysis and Policy, 40(2), 149?178. doi: 10.1016/s0313-5926(10)50023-7.

DOI: https://doi.org/10.1016/S0313-5926(10)50023-7
View in Google Scholar

Waldfogel, J. (1997). The effect of children on women's wages. American Sociological Review, 62(2) 209?217. doi: 10.2307/2657300.

DOI: https://doi.org/10.2307/2657300
View in Google Scholar

Weichselbaumer, D., & Winter?Ebmer, R. (2005). A meta?analysis of the international gender wage gap. Journal of Economic Surveys, 19(3), 479?511. doi: 10.1111/j.0950-0804.2005.00256.x.

DOI: https://doi.org/10.1111/j.0950-0804.2005.00256.x
View in Google Scholar

Witkowska, D. (2019). Do child and elder care influence worktime of Polish employees? Acta Scientiarum Polonorum. Oeconomia, 18(1), 97?106. doi: 10.22 630/ASPE.2019.18.1.11.

DOI: https://doi.org/10.22630/ASPE.2019.18.1.11
View in Google Scholar

Witkowska, D., & Kompa, K. (2019). Investigating the motherhood-caregiver penalty. African Review of Economics and Finance, 11(2), 165?187.
View in Google Scholar

Witkowska, D., & Kompa, K. (2020). Motherhood and eldercare penalties. Evidence from Poland. Economics & Sociology, 13(3), 11?26. doi: 10.14254/2071- 789X.2020/13-3/1.

DOI: https://doi.org/10.14254/2071-789X.2020/13-3/1
View in Google Scholar

Witkowska, D., Matuszewska-Janica, A., & Mentel, G. (2019). Determinants of remuneration in selected European Union states. Collegium of Economic Analysis Annals/Warsaw School of Economics, 55, 9?24.
View in Google Scholar

Wosiek, M. (2020). Rural?urban divide in human capital in Poland after 1988. Oeconomia Copernicana, 11(1), 183?201. doi: 10.24136/oc.2020.008.

DOI: https://doi.org/10.24136/oc.2020.008
View in Google Scholar

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Published

2021-09-30

How to Cite

Matuszewska-Janica, A., & Witkowska, D. (2021). Differences between determinants of men and women monthly wages across fourteen European Union states. Equilibrium. Quarterly Journal of Economics and Economic Policy, 16(3), 503–531. https://doi.org/10.24136/eq.2021.018

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