IDEAS home Printed from https://ideas.repec.org/a/taf/applec/v40y2008i12p1583-1593.html
   My bibliography  Save this article

Bootstrapping statistical inferences of decomposition methods for gender earnings differentials

Author

Listed:
  • Yue Ma
  • Ying Chu Ng

Abstract

Applying the standard bootstrapping technique with corrections for heteroskedasticity for a sample of the 1997 Urban Household Survey in China, the present article attempts to test (1) whether the commonly used decomposition methods for gender earnings differentials give significantly different results and (2) whether the explained component is significantly different from the unexplained component (which is commonly referred to as discrimination) within each decomposition method. Based on a national data set, the empirical results indicated some significant differences in both tests. The implication of the results is that the proposed bootstrapping technique can be regarded as a guideline on applying which approach to decompose gender earnings differentials among different methods without losing important information, and on evaluating the relative importance of the decomposition components for any chosen method.

Suggested Citation

  • Yue Ma & Ying Chu Ng, 2008. "Bootstrapping statistical inferences of decomposition methods for gender earnings differentials," Applied Economics, Taylor & Francis Journals, vol. 40(12), pages 1583-1593.
  • Handle: RePEc:taf:applec:v:40:y:2008:i:12:p:1583-1593
    DOI: 10.1080/00036840600843970
    as

    Download full text from publisher

    File URL: http://www.tandfonline.com/doi/abs/10.1080/00036840600843970
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/00036840600843970?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Jacques Silber & Michal Weber, 1999. "Labour market discrimination: are there significant differences between the various decomposition procedures?," Applied Economics, Taylor & Francis Journals, vol. 31(3), pages 359-365.
    2. F. L. Jones, 1983. "On Decomposing the Wage Gap: A Critical Comment on Blinder's Method," Journal of Human Resources, University of Wisconsin Press, vol. 18(1), pages 126-130.
    3. Timothy Hinks, 2002. "Gender wage differentials and discrimination in the New South Africa," Applied Economics, Taylor & Francis Journals, vol. 34(16), pages 2043-2052.
    4. 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.
    5. John Hayfron, 2002. "Panel estimates of the earnings gap in Norway: do female immigrants experience a double earnings penalty?," Applied Economics, Taylor & Francis Journals, vol. 34(11), pages 1441-1452.
    6. David Prescott & Bo Wandschneider, 1999. "Public/private sector wage differentials in Canada-evidence from the 1991 and 1982 surveys of consumer finance," Applied Economics, Taylor & Francis Journals, vol. 31(6), pages 723-731.
    7. 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.
    8. 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.
    9. Jeffrey Mills & Sourushe Zandvakili, 2004. "Analysis of gender-based family income inequality in Canada," Applied Economics Letters, Taylor & Francis Journals, vol. 11(8), pages 469-472.
    10. Wannell, Ted & Finnie, Ross, 2004. "The Evolution of the Gender Earnings Gap Amongst Canadian University Graduates," Analytical Studies Branch Research Paper Series 2004235e, Statistics Canada, Analytical Studies Branch.
    11. Xin Meng & Junsen Zhang & Pak-Wai Liu, 2000. "Sectoral gender wage differentials and discrimination in the transitional Chinese economy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(2), pages 331-352.
    12. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    13. Bernd Fitzenberger & Claudia Kurz, 2003. "New insights on earnings trends across skill groups and industries in West Germany," Empirical Economics, Springer, vol. 28(3), pages 479-514, July.
    14. Lars Osberg & Kuan Xu, 2000. "International Comparisons of Poverty Intensity: Index Decomposition and Bootstrap Inference," Journal of Human Resources, University of Wisconsin Press, vol. 35(1), pages 51-81.
    15. 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.
    16. Oaxaca, Ronald L. & Ransom, Michael R., 1994. "On discrimination and the decomposition of wage differentials," Journal of Econometrics, Elsevier, vol. 61(1), pages 5-21, March.
    17. Chen, Yi & Demurger, Sylvie & Fournier, Martin, 2005. "Earnings Differentials and Ownership Structure in Chinese Enterprises," Economic Development and Cultural Change, University of Chicago Press, vol. 53(4), pages 933-958, July.
    18. Boisso, Dale & Hayes, Kathy & Hirschberg, Joseph & Silber, Jacques, 1994. "Occupational segregation in the multidimensional case : Decomposition and tests of significance," Journal of Econometrics, Elsevier, vol. 61(1), pages 161-171, March.
    19. Hongyi Li & G. S. Maddala, 1999. "Bootstrap Variance Estimation Of Nonlinear Functions Of Parameters: An Application To Long-Run Elasticities Of Energy Demand," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 728-733, November.
    20. Ross Finnie & Ted Wannell, 2004. "Evolution of the gender earnings gap among Canadian university graduates," Applied Economics, Taylor & Francis Journals, vol. 36(17), pages 1967-1978.
    21. Cotton, Jeremiah, 1988. "On the Decomposition of Wage Differentials," The Review of Economics and Statistics, MIT Press, vol. 70(2), pages 236-243, May.
    22. 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.
    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. Ma, Xinxin, 2022. "Parenthood and the gender wage gap in urban China," Journal of Asian Economics, Elsevier, vol. 80(C).
    2. Ben Jann, 2008. "A Stata implementation of the Blinder-Oaxaca decomposition," ETH Zurich Sociology Working Papers 5, ETH Zurich, Chair of Sociology, revised 14 May 2008.
    3. Chen, Yiu Por (Vincent) & Zhang, Yuan, 2018. "A decomposition method on employment and wage discrimination and its application in urban China (2002–2013)," World Development, Elsevier, vol. 110(C), pages 1-12.
    4. Yi CHEN & Sylvie DEMURGER & Martin FOURNIER, 2004. "Différentiels salariaux, segmentation et discrimination à l’égard des femmes sur le marché du travail chinois," Working Papers 200426, CERDI.
    5. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    6. Zhang, Li & Sharpe, Rhonda Vonshay & Li, Shi & Darity, William A., 2016. "Wage differentials between urban and rural-urban migrant workers in China," China Economic Review, Elsevier, vol. 41(C), pages 222-233.
    7. O B Bodvarsson & John Sessions, 2010. "Nationality Discrimination in the Labor Market: Theory and Test," Department of Economics Working Papers 08/10, University of Bath, Department of Economics.
    8. Yi Chen & Sylvie Démurger & Martin Fournier, 2006. "The Evolution of Gender Eamings Gaps and Discrimination in Urban China : 1988-1995," Post-Print hal-00081928, HAL.
    9. Engelbert Theurl & Hannes Winner, 2011. "The male–female gap in physician earnings: evidence from a public health insurance system," Health Economics, John Wiley & Sons, Ltd., vol. 20(10), pages 1184-1200, October.
    10. Iga Magda & Katarzyna Sałach, 2021. "Gender pay gaps in domestic and foreign-owned firms," Empirical Economics, Springer, vol. 61(4), pages 2237-2263, October.
    11. Ronald Bachmann & Mathias Sinning, 2016. "Decomposing the Ins and Outs of Cyclical Unemployment," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(6), pages 853-876, December.
    12. Shi Li & Xinxin Ma, 2015. "Impact of minimum wage on gender wage gaps in urban China," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-22, December.
    13. Ian W. Li & Paul W. Miller, 2012. "Gender Discrimination in the Australian Graduate Labour Market," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 15(3), pages 167-199.
    14. Babacar Sarr, 2016. "What Are the Drivers of Fiscal Performance Gaps between Anglophone and Francophone Africa? A Blinder–Oaxaca Decomposition," South African Journal of Economics, Economic Society of South Africa, vol. 84(1), pages 40-62, March.
    15. C Dougherty, 2003. "Why is the Rate of Return to Schooling Higher For Women Than For Men?," CEP Discussion Papers dp0581, Centre for Economic Performance, LSE.
    16. Almas Heshmati & Biwei Su, 2017. "Analysis Of Gender Wage Differential In China’S Urban Labor Market," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 62(02), pages 423-445, June.
    17. Brian A. Jacob, 2002. "Where the boys aren't: Non-cognitive skills, returns to school and the gender gap in higher education," NBER Working Papers 8964, National Bureau of Economic Research, Inc.
    18. Niels-Hugo Blunch, 2015. "Bound to lose, bound to win? The financial crisis and the informal-formal sector earnings gap in Serbia," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-34, December.
    19. Jan Saarela & Fjalar Finnäs, 2004. "Interethnic Wage Variation in the Helsinki Area," Finnish Economic Papers, Finnish Economic Association, vol. 17(1), pages 35-48, Spring.
    20. Sylvie DÉMURGER & Martin FOURNIER & Yi CHEN, 2007. "The Evolution Of Gender Earnings Gaps And Discrimination In Urban China, 1988–95," The Developing Economies, Institute of Developing Economies, vol. 45(1), pages 97-121, March.

    More about this item

    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:taf:applec:v:40:y:2008:i:12:p:1583-1593. 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RAEC20 .

    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.