IDEAS home Printed from https://ideas.repec.org/a/eee/jcecon/v42y2014i3p708-725.html
   My bibliography  Save this article

Trends in China’s gender employment and pay gap: Estimating gender pay gaps with employment selection

Author

Listed:
  • Chi, Wei
  • Li, Bo

Abstract

In contrast to the United States and European countries, China has witnessed a widening gender pay gap in the past two decades. Nevertheless, the size of the gender pay gap could still be underestimated as a result of not accounting for the low-wage women who have dropped out of the labor force. As shown by a large and representative set of household survey data in China, since the 1980s the female employment rate has been falling and the gap between male and female employment rates has been increasing. We estimate the gap size using Heckman’s selection-correction model and bounds of the raw gender pay gap, taking into consideration the different male and female employment rates in China. The results support the view that the gender pay gap estimate is biased without taking into account employment selectivity.

Suggested Citation

  • Chi, Wei & Li, Bo, 2014. "Trends in China’s gender employment and pay gap: Estimating gender pay gaps with employment selection," Journal of Comparative Economics, Elsevier, vol. 42(3), pages 708-725.
  • Handle: RePEc:eee:jcecon:v:42:y:2014:i:3:p:708-725
    DOI: 10.1016/j.jce.2013.06.008
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0147596713000978
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jce.2013.06.008?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Picchio, Matteo & Mussida, Chiara, 2011. "Gender wage gap: A semi-parametric approach with sample selection correction," Labour Economics, Elsevier, vol. 18(5), pages 564-578, October.
    2. Milan Vodopivec & Peter F. Orazem, 2000. "Male-female differences in labor market outcomes during the early transition to market: The cases of Estonia and Slovenia," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(2), pages 283-303.
    3. Xin Meng, 1998. "Gender occupational segregation and its impact on the gender wage differential among rural-urban migrants: a Chinese case study," Applied Economics, Taylor & Francis Journals, vol. 30(6), pages 741-752.
    4. Francine D. Blau & Lawrence M. Kahn, 2006. "The U.S. Gender Pay Gap in the 1990S: Slowing Convergence," ILR Review, Cornell University, ILR School, vol. 60(1), pages 45-66, October.
    5. Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2007. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," Econometrica, Econometric Society, vol. 75(2), pages 323-363, March.
    6. Claudia Olivetti & Barbara Petrongolo, 2008. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Journal of Labor Economics, University of Chicago Press, vol. 26(4), pages 621-654, October.
    7. Jolliffe, Dean & Campos, Nauro F., 2005. "Does market liberalisation reduce gender discrimination? Econometric evidence from Hungary, 1986-1998," Labour Economics, Elsevier, vol. 12(1), pages 1-22, February.
    8. Margaret Maurer-Fazio & Rachel Connelly & Lan Chen & Lixin Tang, 2011. "Childcare, Eldercare, and Labor Force Participation of Married Women in Urban China, 1982–2000," Journal of Human Resources, University of Wisconsin Press, vol. 46(2), pages 261-294.
    9. Fenglian Du & Xiao-yuan Dong, 2010. "Women’s Labor Force Participation and Childcare Choices in Urban China during the Economic Transition," Departmental Working Papers 2010-04, The University of Winnipeg, Department of Economics.
    10. Stephen G. Donald & David A. Green & Harry J. Paarsch, 2000. "Differences in Wage Distributions Between Canada and the United States: An Application of a Flexible Estimator of Distribution Functions in the Presence of Covariates," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 609-633.
    11. Elena Glinskaya & Thomas A. Mroz, 2000. "The gender gap in wages in Russia from 1992 to 1995," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(2), pages 353-386.
    12. Christopher Bollinger & James P. Ziliak & Kenneth R. Troske, 2011. "Down from the Mountain: Skill Upgrading and Wages in Appalachia," Journal of Labor Economics, University of Chicago Press, vol. 29(4), pages 819-857.
    13. Jennifer Hunt, 2002. "The Transition in East Germany: When Is a Ten-Point Fall in the Gender Wage Gap Bad News?," Journal of Labor Economics, University of Chicago Press, vol. 20(1), pages 148-169, January.
    14. Appleton, Simon & Song, Lina & Xia, Qingjie, 2005. "Has China crossed the river? The evolution of wage structure in urban China during reform and retrenchment," Journal of Comparative Economics, Elsevier, vol. 33(4), pages 644-663, December.
    15. Blau, Francine D & Kahn, Lawrence M, 1997. "Swimming Upstream: Trends in the Gender Wage Differential in 1980s," Journal of Labor Economics, University of Chicago Press, vol. 15(1), pages 1-42, January.
    16. Maurer-Fazio, Margaret & Hughes, James, 2002. "The Effects of Market Liberalization on the Relative Earnings of Chinese Women," Journal of Comparative Economics, Elsevier, vol. 30(4), pages 709-731, December.
    17. Francine D. Blau, 1998. "Trends in the Well-Being of American Women, 1970-1995," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 112-165, March.
    18. Appleton, Simon & Knight, John & Song, Lina & Xia, Qingjie, 2002. "Labor retrenchment in China: Determinants and consequences," China Economic Review, Elsevier, vol. 13(2-3), pages 252-275.
    19. Barry Reilly, 1999. "The gender pay gap in Russia during the transition, 1992‐96," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 7(1), pages 245-264, March.
    20. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
    21. Charles F. Manski & John V. Pepper, 2000. "Monotone Instrumental Variables, with an Application to the Returns to Schooling," Econometrica, Econometric Society, vol. 68(4), pages 997-1012, July.
    22. Derek Neal, 2004. "The Measured Black-White Wage Gap among Women Is Too Small," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 1-28, February.
    23. M. Rebecca Kilburn & Ashlesha Datar, 2002. "The Availability of Child Care Centers in China and Its Impact on Child Care and Maternal Work Decisions," Working Papers DRU-2924-NIH, RAND Corporation.
    24. Dong, Xiao-Yuan & MacPhail, Fiona & Bowles, Paul & Ho, Samuel P. S., 2004. "Gender Segmentation at Work in China's Privatized Rural Industry: Some Evidence from Shandong and Jiangsu," World Development, Elsevier, vol. 32(6), pages 979-998, June.
    25. M. Rebecca Kilburn & Ashlesha Datar, 2002. "The Availability of Child Care Centers in China and Its Impact on Child Care and Maternal Work Decisions," Working Papers 02-12, RAND Corporation.
    26. Vera A. Adamchik & Arjun S. Bedi, 2003. "Gender pay differentials during the transition in Poland," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 11(4), pages 697-726, December.
    27. Albrecht, James & van Vuuren, Aico & Vroman, Susan, 2009. "Counterfactual distributions with sample selection adjustments: Econometric theory and an application to the Netherlands," Labour Economics, Elsevier, vol. 16(4), pages 383-396, August.
    28. Jian Zhang & Linxiu Zhang & Scott Rozelle & Steve Boucher, 2006. "Self‐Employment With Chinese Characteristics: The Forgotten Engine Of Rural China'S Growth," Contemporary Economic Policy, Western Economic Association International, vol. 24(3), pages 446-458, July.
    29. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    30. Dong, Xiao-yuan & Pandey, Manish, 2012. "Gender and labor retrenchment in Chinese state owned enterprises: Investigation using firm-level panel data," China Economic Review, Elsevier, vol. 23(2), pages 385-395.
    31. Amitabh Chandra, 2003. "Is the Convergence of the Racial Wage Gap Illusory?," NBER Working Papers 9476, National Bureau of Economic Research, Inc.
    32. Giles, John & Park, Albert & Cai, Fang, 2006. "Reemployment of dislocated workers in urban China: The roles of information and incentives," Journal of Comparative Economics, Elsevier, vol. 34(3), pages 582-607, September.
    33. Meng, Xin & Miller, Paul, 1995. "Occupational Segregation and Its Impact on Gender Wage Discrimination in China's Rural Industrial Sector," Oxford Economic Papers, Oxford University Press, vol. 47(1), pages 136-155, January.
    34. Chi, Wei & Li, Bo, 2008. "Glass ceiling or sticky floor? Examining the gender earnings differential across the earnings distribution in urban China, 1987-2004," Journal of Comparative Economics, Elsevier, vol. 36(2), pages 243-263, June.
    35. Björn Gustafsson & Shi Li, 2000. "Economic transformation and the gender earnings gap in urban China," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(2), pages 305-329.
    36. Meng, Xin, 1998. "Male-female wage determination and gender wage discrimination in China's rural industrial sector," Labour Economics, Elsevier, vol. 5(1), pages 67-89, March.
    37. Ying Chu Ng, 2007. "Gender Earnings Differentials And Regional Economic Development In Urban China, 1988–97," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 53(1), pages 148-166, March.
    38. repec:pri:indrel:dsp01gb19f581g is not listed on IDEAS
    39. Casey B. Mulligan & Yona Rubinstein, 2008. "Selection, Investment, and Women's Relative Wages Over Time," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(3), pages 1061-1110.
    40. Heinze, Anja & Beninger, Denis & Beblo, Miriam & Laisney, François, 2003. "Measuring Selectivity-Corrected Gender Wage Gaps in the EU," ZEW Discussion Papers 03-74, ZEW - Leibniz Centre for European Economic Research.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chi, Wei & Li, Bo, 2008. "Glass ceiling or sticky floor? Examining the gender earnings differential across the earnings distribution in urban China, 1987-2004," Journal of Comparative Economics, Elsevier, vol. 36(2), pages 243-263, June.
    2. Chi, Wei & Li, Bo, 2007. "Glass Ceiling or Sticky Floor? Examining the Gender Pay Gap across the Wage Distribution in Urban China, 1987-2004," MPRA Paper 3544, University Library of Munich, Germany.
    3. Biewen, Martin & Fitzenberger, Bernd & Seckler, Matthias, 2020. "Counterfactual quantile decompositions with selection correction taking into account Huber/Melly (2015): An application to the German gender wage gap," Labour Economics, Elsevier, vol. 67(C).
    4. Claudia Olivetti & Barbara Petrongolo, 2008. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Journal of Labor Economics, University of Chicago Press, vol. 26(4), pages 621-654, October.
    5. Marina Bonaccolto-Töpfer & Carolina Castagnetti & Luisa Rosti, 2023. "Changes in the gender pay gap over time: the case of West Germany," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 57(1), pages 1-17, December.
    6. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    7. Joanna Tyrowicz & Lucas van der Velde, 2017. "When the opportunity knocks: large structural shocks and gender wage gaps," GRAPE Working Papers 2, GRAPE Group for Research in Applied Economics.
    8. Manuel Arellano & Stéphane Bonhomme, 2017. "Quantile Selection Models With an Application to Understanding Changes in Wage Inequality," Econometrica, Econometric Society, vol. 85, pages 1-28, January.
    9. Chiara Mussida & Matteo Picchio, 2014. "The trend over time of the gender wage gap in Italy," Empirical Economics, Springer, vol. 46(3), pages 1081-1110, May.
    10. Ying Chu Ng, 2006. "Gender Earnings Differentials and Regional Economic Development in Urban China, 1988-97," WIDER Working Paper Series RP2006-136, World Institute for Development Economic Research (UNU-WIDER).
    11. Ahmed, Salma & McGillivray, Mark, 2015. "Human Capital, Discrimination, and the Gender Wage Gap in Bangladesh," World Development, Elsevier, vol. 67(C), pages 506-524.
    12. Ng, Ying Chu, 2004. "Economic development, human capital, and gender earnings differentials in China," Economics of Education Review, Elsevier, vol. 23(6), pages 587-603, December.
    13. Francine D. Blau & Lawrence M. Kahn & Nikolai Boboshko & Matthew Comey, 2024. "The Impact of Selection into the Labor Force on the Gender Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 42(4), pages 1093-1133.
    14. Karolina Goraus & Joanna Tyrowicz, 2013. "The Goodwill Effect? Female Access to the Labor Market Over Transition: A Multicountry Analysis," Working Papers 2013-19, Faculty of Economic Sciences, University of Warsaw.
    15. Dong, Xiao-yuan & Zhang, Liqin, 2009. "Economic transition and gender differentials in wages and productivity: Evidence from Chinese manufacturing enterprises," Journal of Development Economics, Elsevier, vol. 88(1), pages 144-156, January.
    16. Shi Li & Jin Song, 2011. "Changes in the Gender Wage Gap in Urban China, 1995-2007," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 201120, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    17. Karolina Goraus & Joanna Tyrowicz & Lucas Velde, 2017. "Which Gender Wage Gap Estimates to Trust? A Comparative Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(1), pages 118-146, March.
    18. Francine D. Blau & Lawrence M. Kahn, 2006. "The U.S. Gender Pay Gap in the 1990S: Slowing Convergence," ILR Review, Cornell University, ILR School, vol. 60(1), pages 45-66, October.
    19. Picchio, Matteo & Mussida, Chiara, 2011. "Gender wage gap: A semi-parametric approach with sample selection correction," Labour Economics, Elsevier, vol. 18(5), pages 564-578, October.
    20. Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2007. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," Econometrica, Econometric Society, vol. 75(2), pages 323-363, March.

    More about this item

    Keywords

    Gender pay gap; Gender employment gap; Heckman selection correction; Bounds; Instrumental variable;
    All these keywords.

    JEL classification:

    • J3 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jcecon:v:42:y:2014:i:3:p:708-725. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622864 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.