IDEAS home Printed from https://ideas.repec.org/a/eee/ecolet/v122y2014i3p428-431.html

A note on variance estimation for the Oaxaca estimator of average treatment effects

Author

Listed:
  • Kline, Patrick

Abstract

We derive the limiting distribution of the Oaxaca estimator of average treatment effects studied by Kline (2011). A consistent estimator of the asymptotic variance is proposed that makes use of standard regression routines. It is shown that ignoring uncertainty in group means will tend to lead to an overstatement of the asymptotic standard errors. Monte Carlo experiments examine the finite sample performance of competing approaches to inference.

Suggested Citation

  • Kline, Patrick, 2014. "A note on variance estimation for the Oaxaca estimator of average treatment effects," Economics Letters, Elsevier, vol. 122(3), pages 428-431.
    • Handle: RePEc:eee:ecolet:v:122:y:2014:i:3:p:428-431
    DOI: 10.1016/j.econlet.2013.12.026
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S016517651300565X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.econlet.2013.12.026?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

    for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Joshua Angrist & Miikka Rokkanen, 2012. "Wanna Get Away? RD Identification Away from the Cutoff," NBER Working Papers 18662, National Bureau of Economic Research, Inc.
    2. Jeffrey M. Wooldridge, 2002. "Inverse probability weighted M-estimators for sample selection, attrition, and stratification," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 117-139, August.
    3. Alberto Abadie & Guido W. Imbens & Fanyin Zheng, 2011. "Robust Inference for Misspecified Models Conditional on Covariates," NBER Working Papers 17442, National Bureau of Economic Research, Inc.
    4. Chesher, Andrew, 1995. "A Mirror Image Invariance for M-Estimators," Econometrica, Econometric Society, vol. 63(1), pages 207-211, January.
    5. Matias Busso & Jesse Gregory & Patrick Kline, 2013. "Assessing the Incidence and Efficiency of a Prominent Place Based Policy," American Economic Review, American Economic Association, vol. 103(2), pages 897-947, April.
    6. Wooldridge, Jeffrey M., 2007. "Inverse probability weighted estimation for general missing data problems," Journal of Econometrics, Elsevier, vol. 141(2), pages 1281-1301, December.
    7. 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.
    8. 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.
    9. Heckman, James J. & Robb, Richard Jr., 1985. "Alternative methods for evaluating the impact of interventions : An overview," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 239-267.
    10. Enrico Moretti, 2014. "Local Economic Development, Agglomeration Economies, and the Big Push: 100 Years of Evidence from the Tennessee Valley Authority," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 275-331.
    11. Vaart,A. W. van der, 2000. "Asymptotic Statistics," Cambridge Books, Cambridge University Press, number 9780521784504, November.
    12. 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.
    13. Patrick Kline, 2011. "Oaxaca-Blinder as a Reweighting Estimator," American Economic Review, American Economic Association, vol. 101(3), pages 532-537, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Benjamin Bruns, 2019. "Changes in Workplace Heterogeneity and How They Widen the Gender Wage Gap," American Economic Journal: Applied Economics, American Economic Association, vol. 11(2), pages 74-113, April.
    2. Takuya Hasebe, 2016. "Estimating the variance of decomposition effects," Applied Economics, Taylor & Francis Journals, vol. 48(20), pages 1902-1913, April.
    3. Graham, Bryan S. & Pinto, Cristine Campos de Xavier, 2022. "Semiparametrically efficient estimation of the average linear regression function," Journal of Econometrics, Elsevier, vol. 226(1), pages 115-138.
    4. Carol Newman & John Page & John Rand & Abebe Shimeles & Måns Söderbom & Finn Tarp, 2018. "Linked in by foreign direct investment: The role of firm-level relationships in knowledge transfers in Africa and Asia," WIDER Working Paper Series 161, World Institute for Development Economic Research (UNU-WIDER).
    5. Antonio Cruz & Carol Newman & John Rand & Finn Tarp, 2017. "Learning by Exporting: The Case of Mozambican Manufacturing," Journal of African Economies, Centre for the Study of African Economies, vol. 26(1), pages 93-118.
    6. Carol Newman & John Page & John Rand & Abebe Shimeles & Måns Söderbom & Finn Tarp, 2018. "Linked in by foreign direct investment: The role of firm-level relationships in knowledge transfers in Africa and Asia," WIDER Working Paper Series wp-2018-161, World Institute for Development Economic Research (UNU-WIDER).
    7. Marco Percoco, 2018. "Wealth inequality, redistribution and local development: The case of land reform in Italy," Environment and Planning C, , vol. 36(2), pages 181-200, March.
    8. Słoczyński, Tymon, 2012. "New Evidence on Linear Regression and Treatment Effect Heterogeneity," MPRA Paper 39524, University Library of Munich, Germany.

    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. Myeong-Su Yun & Eric S. Lin, 2015. "Alternative Estimator for Industrial Gender Wage Gaps: A Normalized Regression Approach," Pacific Economic Review, Wiley Blackwell, vol. 20(4), pages 569-587, October.
    2. Blankespoor,Brian & Emran,M. Shahe & Shilpi,Forhad J. & Xu,Lu - DECEE, 2018. "Transport costs, comparative advantage, and agricultural development : evidence from Jamuna bridge in Bangladesh," Policy Research Working Paper Series 8509, The World Bank.
    3. Sergio P. Firpo & Nicole M. Fortin & Thomas Lemieux, 2018. "Decomposing Wage Distributions Using Recentered Influence Function Regressions," Econometrics, MDPI, vol. 6(2), pages 1-40, May.
    4. Hansen, Henrik & Rand, John & Win, Ngu Wah, 2022. "The gender wage gap in Myanmar: Adding insult to injury?," Journal of Asian Economics, Elsevier, vol. 81(C).
    5. Dundas, Steven J., 2017. "Benefits and ancillary costs of natural infrastructure: Evidence from the New Jersey coast," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 62-80.
    6. Sloczynski, Tymon, 2015. "Average Wage Gaps and Oaxaca–Blinder Decompositions," IZA Discussion Papers 9036, IZA Network @ LISER.
    7. Gabriel Montes-Rojas & Lucas Siga & Ram Mainali, 2017. "Mean and quantile regression Oaxaca-Blinder decompositions with an application to caste discrimination," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 15(3), pages 245-255, September.
    8. Sloczynski, Tymon, 2018. "A General Weighted Average Representation of the Ordinary and Two-Stage Least Squares Estimands," IZA Discussion Papers 11866, IZA Network @ LISER.
    9. 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.
    10. Gustavo Adolfo García & Diego Ren� Gonzales Miranda & Oscar Gallo & Juan Pablo Roman Calderon, 2020. "Millennials and the gender wage gap: Do millennial women face a glass ceiling?," Documentos de Trabajo de Valor Público 18409, Universidad EAFIT.
    11. Karen Mumford & Cristina Sechel, 2020. "Pay and Job Rank among Academic Economists in the UK: Is Gender Relevant?," British Journal of Industrial Relations, London School of Economics, vol. 58(1), pages 82-113, March.
    12. repec:aru:wpaper:201403 is not listed on IDEAS
    13. Ashwini Deshpande & Smriti Sharma, 2016. "Disadvantage and discrimination in self-employment: caste gaps in earnings in Indian small businesses," Small Business Economics, Springer, vol. 46(2), pages 325-346, February.
    14. Samuel Bazzi & Arya Gaduh & Alexander D. Rothenberg & Maisy Wong, 2016. "Skill Transferability, Migration, and Development: Evidence from Population Resettlement in Indonesia," American Economic Review, American Economic Association, vol. 106(9), pages 2658-2698, September.
    15. Mahalia Jackman & Kishmar Lorde, 2021. "Gaps in the (paid) work hours of male and female heads of households: empirical evidence from Barbados," International Journal of Manpower, Emerald Group Publishing Limited, vol. 42(7), pages 1321-1337, January.
    16. Paul Goldsmith-Pinkham & Karen Jiang & Zirui Song & Jacob Wallace, 2022. "Measuring Changes in Disparity Gaps: An Application to Health Insurance," AEA Papers and Proceedings, American Economic Association, vol. 112, pages 356-360, May.
    17. Karolina Goraus & Joanna Tyrowicz, 2014. "Gender Wage Gap in Poland – Can It Be Explained by Differences in Observable Characteristics?," Ekonomia journal, Faculty of Economic Sciences, University of Warsaw, vol. 36.
    18. Tymon S{l}oczy'nski, 2018. "Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights," Papers 1810.01576, arXiv.org, revised May 2020.
    19. Fossen, Frank M., 2019. "Entrepreneurship over the Business Cycle in the United States: A Decomposition," IZA Discussion Papers 12499, IZA Network @ LISER.
    20. Brunow, Stephan & Jost, Oskar, 2019. "Wages of migrant and native employees in Germany: new light on an old issue," IAB-Discussion Paper 201910, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    21. 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.

    More about this item

    Keywords

    ;
    ;
    ;

    JEL classification:

    • C01 - Mathematical and Quantitative Methods - - General - - - Econometrics
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J7 - Labor and Demographic Economics - - Labor Discrimination

    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:ecolet:v:122:y:2014:i:3:p:428-431. 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/ecolet .

    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.