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Can Non-Cognitive Skills Explain The Gender Wage Gap In Russia? An Unconditional Quantile Regression Approach

Author

Listed:
  • Ksenia V. Rozhkova

    (National Research University Higher School of Economics)

  • Natalya Yemelina

    (National Research University Higher School of Economics)

  • Sergey Yu. Roshchin

    (National Research University Higher School of Economics)

Abstract

Non-cognitive skills are widely recognized in economics as an important factor that affects various individual outcomes, including wages and employment. Non-cognitive skills can also serve as an additional explanation for the gender wage gap. This paper disentangles the complex relationship between non-cognitive skills and the gender wage gap based on Russian data. Data are collected from a nationally representative Russian survey RLMS-HSE and include detailed information on individuals aged 20–60. We use the Big Five factor model, locus of control, and attitudes towards risk to represent non-cognitive skills. Our findings suggest that non-cognitive skills account for up to 8 per cent of the gender wage gap, although significant variation is observed with different measures of personality and across the wage distribution. We conclude that personality traits are noteworthy but not exhaustive factors in the gender wage gap, and there are other unobserved factors which researchers have yet to identify.

Suggested Citation

  • Ksenia V. Rozhkova & Natalya Yemelina & Sergey Yu. Roshchin, 2021. "Can Non-Cognitive Skills Explain The Gender Wage Gap In Russia? An Unconditional Quantile Regression Approach," HSE Working papers WP BRP 252/EC/2021, National Research University Higher School of Economics.
    • Handle: RePEc:hig:wpaper:252/ec/2021
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    as
    1. Humphries, John Eric & Kosse, Fabian, 2017. "On the interpretation of non-cognitive skills – What is being measured and why it matters," Journal of Economic Behavior & Organization, Elsevier, vol. 136(C), pages 174-185.
    2. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 4, number 4, June.
    3. Cobb-Clark, Deborah A. & Schurer, Stefanie, 2012. "The stability of big-five personality traits," Economics Letters, Elsevier, vol. 115(1), pages 11-15.
    4. Rune V. Lesner, 2020. "Labor market sorting on personality traits and the gender wage gap," Applied Economics Letters, Taylor & Francis Journals, vol. 27(11), pages 940-944, June.
    5. Alan B. Krueger & David Schkade, 2008. "Sorting in the Labor Market: Do Gregarious Workers Flock to Interactive Jobs?," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    6. Cobb-Clark, Deborah A. & Tan, Michelle, 2011. "Noncognitive skills, occupational attainment, and relative wages," Labour Economics, Elsevier, vol. 18(1), pages 1-13, January.
    7. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    8. Alita Nandi & Cheti Nicoletti, 2014. "Explaining personality pay gaps in the UK," Applied Economics, Taylor & Francis Journals, vol. 46(26), pages 3131-3150, September.
    9. Geiler, Philipp & Renneboog, Luc, 2015. "Are female top managers really paid less?," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 345-369.
    10. Lee, Sun Youn & Ohtake, Fumio, 2018. "Is being agreeable a key to success or failure in the labor market?," Journal of the Japanese and International Economies, Elsevier, vol. 49(C), pages 8-27.
    11. Christofides, Louis N. & Polycarpou, Alexandros & Vrachimis, Konstantinos, 2013. "Gender wage gaps, ‘sticky floors’ and ‘glass ceilings’ in Europe," Labour Economics, Elsevier, vol. 21(C), pages 86-102.
    12. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Jürgen Schupp & Gert G. Wagner, 2011. "Individual Risk Attitudes: Measurement, Determinants, And Behavioral Consequences," Journal of the European Economic Association, European Economic Association, vol. 9(3), pages 522-550, June.
    13. Anke Becker & Thomas Deckers & Thomas Dohmen & Armin Falk & Fabian Kosse, 2012. "The Relationship Between Economic Preferences and Psychological Personality Measures," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 453-478, July.
    14. Cuesta, Maite Blázquez & Budría, Santiago, 2017. "Unemployment persistence: How important are non-cognitive skills?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 69(C), pages 29-37.
    15. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    16. Nyhus, Ellen K. & Pons, Empar, 2005. "The effects of personality on earnings," Journal of Economic Psychology, Elsevier, vol. 26(3), pages 363-384, June.
    17. Moris Triventi, 2011. "The Gender Wage Gap among recent European Graduates," Working Papers 32, AlmaLaurea Inter-University Consortium.
    18. Matthias Collischon, 2020. "The Returns to Personality Traits Across the Wage Distribution," LABOUR, CEIS, vol. 34(1), pages 48-79, March.
    19. Caliendo, Marco & Lee, Wang-Sheng & Mahlstedt, Robert, 2017. "The gender wage gap and the role of reservation wages: New evidence for unemployed workers," Journal of Economic Behavior & Organization, Elsevier, vol. 136(C), pages 161-173.
    20. Katrin John & Stephan Thomsen, 2014. "Heterogeneous returns to personality: the role of occupational choice," Empirical Economics, Springer, vol. 47(2), pages 553-592, September.
    21. Maria Cubel & Ana Nuevo‐Chiquero & Santiago Sanchez‐Pages & Marian Vidal‐Fernandez, 2016. "Do Personality Traits Affect Productivity? Evidence from the Laboratory," Economic Journal, Royal Economic Society, vol. 0(592), pages 654-681, May.
    22. Deborah A. Cobb‐Clark & Stefanie Schurer, 2013. "Two Economists' Musings on the Stability of Locus of Control," Economic Journal, Royal Economic Society, vol. 0, pages 358-400, August.
    23. Eckel, Catherine C. & Grossman, Philip J., 2008. "Men, Women and Risk Aversion: Experimental Evidence," Handbook of Experimental Economics Results, in: Charles R. Plott & Vernon L. Smith (ed.), Handbook of Experimental Economics Results, edition 1, volume 1, chapter 113, pages 1061-1073, Elsevier.
    24. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    25. Roshchin, Sergey & Yemelina, Natalya, 2021. "Gender wage gap decomposition methods: Comparative analysis," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 62, pages 5-31.
    26. Brunello, Giorgio & Schlotter, Martin, 2011. "Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems," IZA Discussion Papers 5743, Institute of Labor Economics (IZA).
    27. Ghazala Azmat & Caterina Calsamiglia & Nagore Iriberri, 2016. "Gender Differences In Response To Big Stakes," Journal of the European Economic Association, European Economic Association, vol. 14(6), pages 1372-1400, December.
    28. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    29. Lex Borghans & Bas ter Weel & Bruce A. Weinberg, 2008. "Interpersonal Styles and Labor Market Outcomes," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    30. Semykina, Anastasia & Linz, Susan J., 2007. "Gender differences in personality and earnings: Evidence from Russia," Journal of Economic Psychology, Elsevier, vol. 28(3), pages 387-410, June.
    31. Oglobin, C., 2005. "The Gender Earnings Differential in Russia After a Decade of Economic Transition," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 5(3).
    32. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    33. Silke Anger & Guido Heineck, 2006. "Cognitive Abilities and Labour Market Outcomes," Discussion Papers of DIW Berlin 655, DIW Berlin, German Institute for Economic Research.
    34. Carlos Gradín, 2020. "Segregation of women into low-paying occupations in the United States," Applied Economics, Taylor & Francis Journals, vol. 52(17), pages 1905-1920, April.
    35. Beine, Michel & Charness, Gary & Dupuy, Arnaud & Joxhe, Majlinda, 2020. "Shaking Things Up: On the Stability of Risk and Time Preferences," IZA Discussion Papers 13084, Institute of Labor Economics (IZA).
    36. Nils Braakmann, 2009. "Psychological traits and the gender gap in full-time employment and wages: Evidence from Germany," Working Paper Series in Economics 112, University of Lüneburg, Institute of Economics.
    37. Uysal, Selver Derya & Pohlmeier, Winfried, 2011. "Unemployment duration and personality," Journal of Economic Psychology, Elsevier, vol. 32(6), pages 980-992.
    38. Jung, SeEun & Choe, Chung & Oaxaca, Ronald L., 2018. "Gender wage gaps and risky vs. secure employment: An experimental analysis," Labour Economics, Elsevier, vol. 52(C), pages 112-121.
    39. Tatiana Karabchuk & Kazuhiro Kumo & Kseniia Gatskova & Ekaterina Skoglund (ed.), 2021. "Gendering Post-Soviet Space," Springer Books, Springer, number 978-981-15-9358-1, September.
    40. Marianne Bertrand & Kevin F. Hallock, 2001. "The Gender Gap in Top Corporate Jobs," ILR Review, Cornell University, ILR School, vol. 55(1), pages 3-21, October.
    41. Heineck, Guido & Anger, Silke, 2010. "The returns to cognitive abilities and personality traits in Germany," Labour Economics, Elsevier, vol. 17(3), pages 535-546, June.
    42. Tamar Khitarishvili, 2019. "Gender Pay Gaps In The Former Soviet Union: A Review Of The Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 33(4), pages 1257-1284, September.
    43. Martin Humburg, 2017. "Personality and field of study choice in university," Education Economics, Taylor & Francis Journals, vol. 25(4), pages 366-378, July.
    44. Julie A. Nelson, 2015. "Are Women Really More Risk-Averse Than Men? A Re-Analysis Of The Literature Using Expanded Methods," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 566-585, July.
    45. Aleksey Oshchepkov, 2021. "Gender Pay Gap in Russia: Literature Review and New Decomposition Results," Springer Books, in: Tatiana Karabchuk & Kazuhiro Kumo & Kseniia Gatskova & Ekaterina Skoglund (ed.), Gendering Post-Soviet Space, chapter 0, pages 211-233, Springer.
    46. Ellen K. Nyhus & Empar Pons, 2012. "Personality and the gender wage gap," Applied Economics, Taylor & Francis Journals, vol. 44(1), pages 105-118, January.
    47. Maksimova, Mariia, 2019. "The return to non-cognitive skills on the Russian labor market," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 53, pages 55-72.
    48. Jule Specht & Boris Egloff & Stefan C. Schmukle, 2011. "Stability and Change of Personality across the Life Course: The Impact of Age and Major Life Events on Mean-Level and Rank-Order Stability of the Big Five," SOEPpapers on Multidisciplinary Panel Data Research 377, DIW Berlin, The German Socio-Economic Panel (SOEP).
    49. Ariadna Gromova, 2021. "Risk Attitude, Entrepreneurship and Self-Employment," HSE Economic Journal, National Research University Higher School of Economics, vol. 25(2), pages 263-291.
    50. Nils Braakmann, 2009. "The Role of Psychological Traits for the Gender Gap in Full-Time Employment and Wages: Evidence from Germany," SOEPpapers on Multidisciplinary Panel Data Research 162, DIW Berlin, The German Socio-Economic Panel (SOEP).
    51. Brieland, Stephanie & Töpfer, Marina, 2020. "The gender pay gap revisited: Does machine learning offer new insights?," Discussion Papers 111, Friedrich-Alexander University Erlangen-Nuremberg, Chair of Labour and Regional Economics.
    52. David Neumark, 1988. "Employers' Discriminatory Behavior and the Estimation of Wage Discrimination," Journal of Human Resources, University of Wisconsin Press, vol. 23(3), pages 279-295.
    53. Rachel Croson & Uri Gneezy, 2009. "Gender Differences in Preferences," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 448-474, June.
    54. Gerrit Mueller & Erik Plug, 2006. "Estimating the Effect of Personality on Male and Female Earnings," ILR Review, Cornell University, ILR School, vol. 60(1), pages 3-22, October.
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    More about this item

    Keywords

    gender wage gap; non-cognitive skills; personality traits; unconditional quantile regression; Russia;
    All these keywords.

    JEL classification:

    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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