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Glass Ceiling or Sticky Floor? Exploring the Australian Gender Pay Gap using Quantile Regression and Counterfactual Decomposition Methods

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Author Info
Hiau Joo Kee

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Abstract

Using the HILDA survey, this paper analyses Australian gender wage gaps in both public and private sectors across the wage distribution. Quantile Regression (QR) techniques are used to control for various characteristics at different points of the wage distributions. Counterfactual decomposition analysis, adjusted for the QR framework, is utilised to examine if the gap is attributed to differences in gender characteristic, or differing returns between genders. The main finding is that a strong glass ceiling effect is detected only in the private sector. Secondly, the acceleration in the gender gap across the distribution does not vanish even after extensive controls. This suggests that the observed wage gap is a result of differences in returns to genders. By focussing only on the mean gender wage gap, substantial variations of the gap will be hidden.

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Publisher Info
Paper provided by Centre for Economic Policy Research, Research School of Social Sciences, Australian National University in its series CEPR Discussion Papers with number 487.

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Length: 34 pages
Date of creation: Mar 2005
Date of revision:
Handle: RePEc:auu:dpaper:487

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Related research
Keywords: glass ceiling; sticky floor; quantile regression; public sector;

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Find related papers by JEL classification:
J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
J7 - Labor and Demographic Economics - - Labor Discrimination

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  1. Albrecht, James W. & van Vuuren, Aico & Vroman, Susan, 2004. "Decomposing the Gender Wage Gap in the Netherlands with Sample Selection Adjustments," IZA Discussion Papers 1400, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  2. Koenker, Roger, 2000. "Galton, Edgeworth, Frisch, and prospects for quantile regression in econometrics," Journal of Econometrics, Elsevier, vol. 95(2), pages 347-374, April. [Downloadable!] (restricted)
  3. repec:att:wimass:19901 is not listed on IDEAS
  4. Booth, Alison L. & Francesconi, Marco & Frank, Jeff, 2003. "A sticky floors model of promotion, pay, and gender," European Economic Review, Elsevier, vol. 47(2), pages 295-322, April. [Downloadable!] (restricted)
  5. Moshe Buchinsky & Jennifer Hunt, 1996. "Wage Mobility in the United States," NBER Working Papers 5455, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  6. Juan J. Dolado & Vanesa Llorens, 2004. "Gender Wage Gaps By Education In Spain: Glass Floors Vs. Glass Ceilings," Working Papers wp2004_03, CEMFI. [Downloadable!]
  7. Francine D. Blau & Lawrence M. Kahn, 2003. "Understanding International Differences in the Gender Pay Gap," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 106-144, January. [Downloadable!]
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  8. 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. [Downloadable!]
  9. James Albrecht & Anders Bjorklund & Susan Vroman, 2003. "Is There a Glass Ceiling in Sweden?," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 145-177, January. [Downloadable!]
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  10. Moshe Buchinsky, 1998. "The dynamics of changes in the female wage distribution in the USA: a quantile regression approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(1), pages 1-30. [Downloadable!]
  11. Kuhn, Peter J, 1987. "Sex Discrimination in Labor Markets: The Role of Statistical Evidenc e," American Economic Review, American Economic Association, vol. 77(4), pages 567-83, September. [Downloadable!] (restricted)
  12. Newey, Whitney K & Powell, James L & Walker, James R, 1990. "Semiparametric Estimation of Selection Models: Some Empirical Results," American Economic Review, American Economic Association, vol. 80(2), pages 324-28, May. [Downloadable!] (restricted)
  13. Arulampalam, Wiji & Booth, Alison L. & Bryan, Mark L., 2004. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wages Distribution," IZA Discussion Papers 1373, Institute for the Study of Labor (IZA). [Downloadable!]
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  14. Angel López-Nicolás & Jaume García & Pedro J. Hernández, 2001. "How wide is the gap? An investigation of gender wage differences using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 149-167. [Downloadable!] (restricted)
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  15. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January. [Downloadable!] (restricted)
  16. Powell, James L., 1986. "Censored regression quantiles," Journal of Econometrics, Elsevier, vol. 32(1), pages 143-155, June. [Downloadable!] (restricted)
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