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mKBO: Multigroup Kitagawa-Blinder-Oaxaca Decomposition

Author

Listed:
  • Thaning, Max
  • Nieuwenhuis, Rense

    (Stockholm University)

Abstract

This paper introduces the multigroup Kitagawa-Blinder-Oaxaca (mKBO) decomposition, a methodological innovation that extends the traditional KBO approach beyond binary group comparisons. While conventional KBO decompositions require potentially arbitrary choices of reference groups that can significantly affect results, the mKBO generalization uses the sample average as a standardized reference point. This approach allows researchers to decompose differences between each group and the sample average into components attributable to differences in characteristics (endowment effect), differences in returns to those characteristics (coefficient effect), and their interaction. We address methodological challenges unique to multigroup settings, including specification issues, situations of biased sampling, and conceptual challenges relating to the use of interactions or effect heterogeneity. We illustrate the method’s utility through an analysis of racial income disparities in the United States, demonstrating how education prevalence and returns create patterns of cumulative advantage for White and Asian Americans while reinforcing disadvantage for other racial groups.

Suggested Citation

  • Thaning, Max & Nieuwenhuis, Rense, 2025. "mKBO: Multigroup Kitagawa-Blinder-Oaxaca Decomposition," SocArXiv 6twvj_v1, Center for Open Science.
  • Handle: RePEc:osf:socarx:6twvj_v1
    DOI: 10.31219/osf.io/6twvj_v1
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    References listed on IDEAS

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    1. David Brady & Ryan Finnigan & Sabine Hübgen, 2017. "Rethinking the risks of poverty: a framework for analyzing prevalences and penalties," LIS Working papers 693, LIS Cross-National Data Center in Luxembourg.
    2. Carlos Cinelli & Andrew Forney & Judea Pearl, 2024. "A Crash Course in Good and Bad Controls," Sociological Methods & Research, , vol. 53(3), pages 1071-1104, August.
    3. Michael Grätz, 2022. "When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(5), pages 3769-3793, October.
    4. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LLC, vol. 8(4), pages 453-479, December.
    5. 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.
    6. Thomas N. Daymonti & Paul J. Andrisani, 1984. "Job Preferences, College Major, and the Gender Gap in Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 19(3), pages 408-428.
    7. F. L. Jones & Jonathan Kelley, 1984. "Decomposing Differences between Groups," Sociological Methods & Research, , vol. 12(3), pages 323-343, February.
    8. Ronald L Oaxaca & Eva Sierminska, 2025. "Oaxaca-Blinder meets Kitagawa: What is the link?," PLOS ONE, Public Library of Science, vol. 20(5), pages 1-8, May.
    9. 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.
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