Unequal Pay or Unequal employment? A Cross-Country Analysis of Gender Gaps
Abstract
There is evidence of a negative cross-country correlation between gender wage and employment gaps. We argue that non-random selection of women into work explains an important part of such correlation and thus of the observed variation in wage gaps. The idea is that, if women who are employed tend to have relatively high-wage characteristics, low female employment rates may become consistent with low gender wage gaps simply because low-wage women would not feature in the observed wage distribution. We explore this idea across the US and EU countries estimating gender gaps in potential wages. We recover information on wages for those not in work in a given year using alternative imputation techniques. Imputation is based on (i) wage observations from nearest available waves in the sample, (ii) observable characteristics of the nonemployed and (iii) a statistical repeated-sampling model. We then estimate median wage gaps on the resulting imputed wage distributions, thus simply requiring assumptions on the position of the imputed wage observations with respect to the median, but not on their level. We obtain higher median wage gaps on imputed rather than actual wage distributions for most countries in the sample. However, this difference is small in the US, the UK and most central and northern EU countries, and becomes sizeable in Ireland, France and southern EU, all countries in which gender employment gaps are high. In particular, correction for employment selection explains more than a half of the observed correlation between wage and employment gaps.Download Info
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Paper provided by Centre for Economic Performance, LSE in its series CEP Discussion Papers with number dp0711.Length:
Date of creation: Dec 2005
Date of revision:
Handle: RePEc:cep:cepdps:dp0711
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Web page: http://cep.lse.ac.uk/_new/publications/series.asp?prog=CEP
Related research
Keywords: median gender gaps; sample selection; wage imputation;Other versions of this item:
- 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.
- Olivetti, Claudia & Petrongolo, Barbara, 2006. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," IZA Discussion Papers 1941, Institute for the Study of Labor (IZA).
- Olivetti, Claudia & Petrongolo, Barbara, 2006. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," CEPR Discussion Papers 5506, C.E.P.R. Discussion Papers.
- Claudia Olivetti & Barbara Petrongolo, 2005. "Unequal pay or unequal employment? A cross-country analysis of gender gaps," Boston University - Department of Economics - Working Papers Series WP2005-008, Boston University - Department of Economics.
- Claudia Olivetti & Barbara Petrongolo, 2005. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Boston University - Department of Economics - Macroeconomics Working Papers Series WP2005-013, Boston University - Department of Economics, revised Aug 2008.
- Claudia Olivetti & Barbara Petrongolo, 2005. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Boston University - Department of Economics - Macroeconomics Working Papers Series WP2005-003, Boston University - Department of Economics, revised Oct 2008.
- E24 - Macroeconomics and Monetary Economics - - Macroeconomics: Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution
- 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
This paper has been announced in the following NEP Reports:
- NEP-ALL-2006-08-19 (All new papers)
- NEP-BEC-2006-08-19 (Business Economics)
- NEP-EEC-2006-08-19 (European Economics)
- NEP-LAB-2006-08-19 (Labour Economics)
- NEP-MAC-2006-08-19 (Macroeconomics)
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Ronald Oaxaca, .
"Male-Female Wage Differentials in Urban Labor Markets,"
Working Papers
396, Princeton University, Department of Economics, Industrial Relations Section..
- 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.
- Raquel Fernandez & Alessandra Fogli, 2005.
"Culture: An Empirical Investigation of Beliefs, Work, and Fertility,"
NBER Working Papers
11268, National Bureau of Economic Research, Inc.
- Alessandra Fogli & Raquel Fernandez, 2009. "Culture: An Empirical Investigation of Beliefs, Work, and Fertility," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(1), pages 146-77, January.
- Raquel Fernandez & Alessandra Fogli, 2005. "Culture: an empirical investigation of beliefs, work, and fertility," Staff Report 361, Federal Reserve Bank of Minneapolis.
- Alessandra Fogli & Raquel Fernandez, 2005. "Culture: An Empirical Investigation of Beliefs, Work, and Fertility," Working Papers 05-07, New York University, Leonard N. Stern School of Business, Department of Economics.
- Fernández, Raquel & Fogli, Alessandra, 2005. "Culture: An Empirical Investigation of Beliefs, Work and Fertility," CEPR Discussion Papers 5089, C.E.P.R. Discussion Papers.
- Amitabh Chandra, 2003. "Is the Convergence of the Racial Wage Gap Illusory?," NBER Working Papers 9476, National Bureau of Economic Research, Inc.
- Ghazala Azmat & Maia Güell & Alan Manning, 2004.
"Gender Gaps in Unemployment Rates in OECD Countries,"
CEP Discussion Papers
dp0607, Centre for Economic Performance, LSE.
- Ghazala Azmat & Maia Güell & Alan Manning, 2006. "Gender Gaps in Unemployment Rates in OECD Countries," Journal of Labor Economics, University of Chicago Press, vol. 24(1), pages 1-38, January.
- Ghazala Azmat & Maia Güell & Alan Manning, 2003. "Gender Gaps in Unemployment Rates in OECD Countries," Working Papers 137, Barcelona Graduate School of Economics.
- Azmat, Ghazala & Güell, Maia & Manning, Alan, 2004. "Gender Gaps in Unemployment Rates in OECD Countries," CEPR Discussion Papers 4307, C.E.P.R. Discussion Papers.
- Joseph G. Altonji & Rebecca M. Blank, .
"Race and Gender in the Labor Market,"
IPR working papers
98-18, Institute for Policy Resarch at Northwestern University.
- Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259 Elsevier.
- Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2006.
"Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds,"
CIRJE F-Series
CIRJE-F-420, CIRJE, Faculty of Economics, University of Tokyo.
- 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, 03.
- Blundell, Richard William & Gosling, Amanda & Ichimura, Hidehiko & Meghir, Costas, 2004. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," CEPR Discussion Papers 4705, C.E.P.R. Discussion Papers.
- Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2004. "Changes in the distribution of male and female wages accounting for employment composition using bounds," IFS Working Papers W04/25, Institute for Fiscal Studies.
- Blundell, Richard & Gosling, Amanda & Ichimura, Hidehiko & Meghir, Costas, 2004. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," IZA Discussion Papers 1350, Institute for the Study of Labor (IZA).
- James Albrecht & Aico van Vuuren & Susan Vroman, 2004. "Decomposing the Gender Wage Gap in the Netherlands with Sample Selection Adjustments," Tinbergen Institute Discussion Papers 04-123/3, Tinbergen Institute.
- Reuben Gronau, 1973.
"Wage Comparisons -A Selectivity Bias,"
NBER Working Papers
0013, National Bureau of Economic Research, Inc.
- Gronau, Reuben, 1974. "Wage Comparisons-A Selectivity Bias," Journal of Political Economy, University of Chicago Press, vol. 82(6), pages 1119-43, Nov.-Dec..
- Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
- Wiji Arulampalam & Alison Booth & Mark L. Bryan, 2006.
"Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wages Distribution,"
CEPR Discussion Papers
510, Centre for Economic Policy Research, Research School of Economics, Australian National University.
- Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2007. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wage Distribution," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 60(2), pages 163-186, January.
- 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).
- Llorens, Vanessa & De la Rica Goiricelaya, Sara & Dolado, Juan J., 2004.
"Ceilings and Floors? Gender Wage Gaps by Education in Spain,"
DFAEII Working Papers
2005-01, University of the Basque Country - Department of Foundations of Economic Analysis II.
- de la Rica, Sara & Dolado, Juan José & Llorens, Vanesa, 2005. "Ceiling and Floors: Gender Wage Gaps by Education in Spain," IZA Discussion Papers 1483, Institute for the Study of Labor (IZA).
- O'Neill, June, 1985. "The Trend in the Male-Female Wage Gap in the United States," Journal of Labor Economics, University of Chicago Press, vol. 3(1), pages S91-116, January.
- Casey B. Mulligan & Yona Rubinstein, 2004. "The Closing of the Gender Gap as a Roy Model Illusion," NBER Working Papers 10892, National Bureau of Economic Research, Inc.
- Chinhui Juhn, 2003. "Labor market dropouts and trends in the wages of black and white men," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 56(4), pages 643-662, July.
- Francine D. Blau, 1996.
"The Gender Pay Gap,"
NBER Working Papers
5664, National Bureau of Economic Research, Inc.
- Francine D. Blau & Lawrence M. Kahn, 2007. "The Gender Pay Gap," The Economists' Voice, De Gruyter, vol. 4(4), pages 5.
- Manski, C.F., 1990. "The Selection Problem," Working papers 90-12, Wisconsin Madison - Social Systems.
- Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January.
- 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.
- Francine D. Blau & Lawrence M. Kahn, 2001. "Understanding International Differences in the Gender Pay Gap," NBER Working Papers 8200, National Bureau of Economic Research, Inc.
- Claudia Goldin, 1990. "Understanding the Gender Gap: An Economic History of American Women," NBER Books, National Bureau of Economic Research, Inc, number gold90-1, October.
- Blau, Francine D & Kahn, Lawrence M, 1996. "Wage Structure and Gender Earnings Differentials: An International Comparison," Economica, London School of Economics and Political Science, vol. 63(250), pages S29-62, Suppl..
- Derek Neal, 2002.
"The Measured Black-White Wage Gap Among Women is Too Small,"
NBER Working Papers
9133, National Bureau of Economic Research, Inc.
- 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 S1-S28, February.
- Nicole M Fortin, 2005. "Gender Role Attitudes and the Labour-market Outcomes of Women across OECD Countries," Oxford Review of Economic Policy, Oxford University Press, vol. 21(3), pages 416-438, Autumn.
- Albrecht, James & 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).
- Smith, James P & Ward, Michael, 1989. "Women in the Labor Market and in the Family," Journal of Economic Perspectives, American Economic Association, vol. 3(1), pages 9-23, Winter.
- Juhn, Chinhui, 1992. "Decline of Male Labor Market Participation: The Role of Declining Market Opportunities," The Quarterly Journal of Economics, MIT Press, vol. 107(1), pages 79-121, February.
- 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.
- Heinze, Anja & Beninger, Denis & Beblo, Miriam & Laisney, François, 2003. "Measuring Selectivity-Corrected Gender Wage Gaps in the EU," ZEW Discussion Papers 03-74, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
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