IDEAS home Printed from https://ideas.repec.org/p/crs/wpaper/2011-18.html
   My bibliography  Save this paper

Measuring Segregation on Small Units : A Partial Identification Analysis

Author

Listed:
  • Xavier d'Haultfoeuille

    (CREST)

  • Roland Rathelot

    (CREST)

Abstract

We consider the issue of measuring segregation in a population of small units, considering establishments in our application. Each establishment may have a different probability of hiring an individual from the minority group. We define segregation indices as inequality indices on these unobserved, random probabilities. Because these probabilities are measured with error by proportions, standard estimators are inconsistent. We model this problem as a nonparametric binomial mixture. Under this testable assumption and conditions satisfied by standard segregation indices, such indices are partially identified and sharp bounds can be easily obtained by an optimization over a low dimensional space. We also develop bootstrap confidence intervals and a test of the binomial mixture model. Finally, we apply our method to measure the segregation of foreigners in small French firms.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • Xavier d'Haultfoeuille & Roland Rathelot, 2011. "Measuring Segregation on Small Units : A Partial Identification Analysis," Working Papers 2011-18, Center for Research in Economics and Statistics.
  • Handle: RePEc:crs:wpaper:2011-18
    as

    Download full text from publisher

    File URL: http://crest.science/RePEc/wpstorage/2011-18.pdf
    File Function: Crest working paper version
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Kimberly Bayard & Judith Hellerstein & David Neumark & Kenneth Troske, 1999. "Why are Racial and Ethnic Wage Gaps Larger for Men than for Women? Exploring the Role of Segregation," NBER Working Papers 6997, National Bureau of Economic Research, Inc.
    2. Christian Dustmann & Albrecht Glitz & Uta Schönberg & Herbert Brücker, 2016. "Referral-based Job Search Networks," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(2), pages 514-546.
    3. Luigi Pistaferri, 1999. "Informal Networks in the Italian Labor Market," Giornale degli Economisti, GDE (Giornale degli Economisti e Annali di Economia), Bocconi University, vol. 58(3-4), pages 355-375, December.
    4. William J. Carrington & Kenneth R. Troske, 1998. "Sex Segregation in U.S. Manufacturing," ILR Review, Cornell University, ILR School, vol. 51(3), pages 445-464, April.
    5. Card, David & Rothstein, Jesse, 2007. "Racial segregation and the black-white test score gap," Journal of Public Economics, Elsevier, vol. 91(11-12), pages 2158-2184, December.
    6. Judith K. Hellerstein & David Neumark, 2008. "Workplace Segregation in the United States: Race, Ethnicity, and Skill," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 459-477, August.
    7. Laura Giuliano & David I. Levine & Jonathan Leonard, 2009. "Manager Race and the Race of New Hires," Journal of Labor Economics, University of Chicago Press, vol. 27(4), pages 589-631, October.
    8. Peter Fredriksson & Björn Öckert & Hessel Oosterbeek, 2013. "Long-Term Effects of Class Size," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 249-285.
    9. Bayer, Patrick & McMillan, Robert, 2012. "Tiebout sorting and neighborhood stratification," Journal of Public Economics, Elsevier, vol. 96(11), pages 1129-1143.
    10. David M. Cutler & Edward L. Glaeser & Jacob L. Vigdor, 1999. "The Rise and Decline of the American Ghetto," Journal of Political Economy, University of Chicago Press, vol. 107(3), pages 455-506, June.
    11. Susana Iranzo & Fabiano Schivardi & Elisa Tosetti, 2008. "Skill Dispersion and Firm Productivity: An Analysis with Employer-Employee Matched Data," Journal of Labor Economics, University of Chicago Press, vol. 26(2), pages 247-285, April.
    12. William J. Carrington & Kenneth R. Troske, 1995. "Gender Segregation in Small Firms," Journal of Human Resources, University of Wisconsin Press, vol. 30(3), pages 503-533.
    13. Donald W. K. Andrews, 2000. "Inconsistency of the Bootstrap when a Parameter Is on the Boundary of the Parameter Space," Econometrica, Econometric Society, vol. 68(2), pages 399-406, March.
    14. Kremer, M & Maskin, E, 1996. "Wage Inequality and Segregation by Skill," Working papers 96-23, Massachusetts Institute of Technology (MIT), Department of Economics.
    15. Glitz, Albrecht, 2014. "Ethnic segregation in Germany," Labour Economics, Elsevier, vol. 29(C), pages 28-40.
    16. Martin Söderström & Roope Uusitalo, 2010. "School Choice and Segregation: Evidence from an Admission Reform," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(1), pages 55-76, March.
    17. Matthew Gentzkow & Jesse M. Shapiro, 2011. "Ideological Segregation Online and Offline," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1799-1839.
    18. Guido W. Imbens & Charles F. Manski, 2004. "Confidence Intervals for Partially Identified Parameters," Econometrica, Econometric Society, vol. 72(6), pages 1845-1857, November.
    19. Brunello, Giorgio & Rocco, Lorenzo, 2013. "The effect of immigration on the school performance of natives: Cross country evidence using PISA test scores," Economics of Education Review, Elsevier, vol. 32(C), pages 234-246.
    20. Michael Carter, 2001. "Foundations of Mathematical Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262531925, April.
    21. Roland Rathelot, 2012. "Measuring Segregation When Units are Small: A Parametric Approach," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(4), pages 546-553, June.
    22. Kimberly Bayard & Judith Ilellerstein & David Neumark & Kenneth Troske, 1999. "Why Are Racial and Ethnic Wage Gaps Larger for Men than for Women? Exploring the Role of Segregation Using the New Worker-Establishment Characteristics Database," Contributions to Economic Analysis, in: The Creation and Analysis of Employer-Employee Matched Data, pages 175-203, Emerald Group Publishing Limited.
    23. Bhattacharya, Debopam, 2009. "Inferring Optimal Peer Assignment From Experimental Data," Journal of the American Statistical Association, American Statistical Association, vol. 104(486), pages 486-500.
    24. Judith Fields & Edward N. Wolff, 1991. "The Decline of Sex Segregation and the Wage Gap, 1970-80," Journal of Human Resources, University of Wisconsin Press, vol. 26(4), pages 608-622.
    25. Michael Carter, 2001. "Foundations of Mathematical Economics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262032899, April.
    26. Erica L. Groshen, 1991. "The Structure of the Female/Male Wage Differential: Is It Who You Are, What You Do, or Where You Work?," Journal of Human Resources, University of Wisconsin Press, vol. 26(3), pages 457-472.
    27. repec:adr:anecst:y:1996:i:41-42:p:15 is not listed on IDEAS
    28. Jörg Stoye, 2010. "Partial identification of spread parameters," Quantitative Economics, Econometric Society, vol. 1(2), pages 323-357, November.
    29. Carrington, William J & Troske, Kenneth R, 1997. "On Measuring Segregation in Samples with Small Units," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(4), pages 402-409, October.
    30. Victor Chernozhukov & Iván Fernández‐Val & Jinyong Hahn & Whitney Newey, 2013. "Average and Quantile Effects in Nonseparable Panel Models," Econometrica, Econometric Society, vol. 81(2), pages 535-580, March.
    31. David M. Cutler & Edward L. Glaeser, 1997. "Are Ghettos Good or Bad?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 827-872.
    32. Kasy, Maximilian, 2015. "Identification in a model of sorting with social externalities and the causes of urban segregation," Journal of Urban Economics, Elsevier, vol. 85(C), pages 16-33.
    33. Bryan S. Graham & Guido W. Imbens & Geert Ridder, 2010. "Measuring the Effects of Segregation in the Presence of Social Spillovers: A Nonparametric Approach," NBER Working Papers 16499, National Bureau of Economic Research, Inc.
    34. Victor Chernozhukov & Han Hong & Elie Tamer, 2007. "Estimation and Confidence Regions for Parameter Sets in Econometric Models," Econometrica, Econometric Society, vol. 75(5), pages 1243-1284, September.
    35. Françis Kramarz & Françis Kramarz & Louis-Paul Pelé, 1996. "Wage Inequalities and Firm-Specific Compensation policies in France," Annals of Economics and Statistics, GENES, issue 41-42, pages 369-386.
    36. Rebecca Allen & Simon Burgess & Frank Windmeijer, 2009. "More Reliable Inference for Segregation Indices," The Centre for Market and Public Organisation 09/216, The Centre for Market and Public Organisation, University of Bristol, UK.
    37. Hutchens, Robert, 2001. "Numerical measures of segregation: desirable properties and their implications," Mathematical Social Sciences, Elsevier, vol. 42(1), pages 13-29, July.
    38. Vaart,A. W. van der, 2000. "Asymptotic Statistics," Cambridge Books, Cambridge University Press, number 9780521784504, September.
    39. Donald W. K. Andrews & Sukjin Han, 2009. "Invalidity of the bootstrap and the m out of n bootstrap for confidence interval endpoints defined by moment inequalities," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 172-199, January.
    40. Frederic Lord, 1969. "Estimating true-score distributions in psychological testing (an empirical bayes estimation problem)," Psychometrika, Springer;The Psychometric Society, vol. 34(3), pages 259-299, September.
    41. Joseph P. Romano & Azeem M. Shaikh, 2010. "Inference for the Identified Set in Partially Identified Econometric Models," Econometrica, Econometric Society, vol. 78(1), pages 169-211, January.
    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. Pierre Courtioux & Tristan-Pierre Maury & Johan Seux, 2023. "The Geographies of Segregation in French Universities from 2006 to 2016," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-04118941, HAL.
    2. Card, David & Colella, Fabrizio & Lalive, Rafael, 2021. "Gender Preferences in Job Vacancies and Workplace Gender Diversity," IZA Discussion Papers 14758, Institute of Labor Economics (IZA).
    3. Bo E Honoré & Áureo de Paula, 2021. "Identification in simple binary outcome panel data models," The Econometrics Journal, Royal Economic Society, vol. 24(2), pages 78-93.
    4. Renan Xavier Cortes & Sergio Rey & Elijah Knaap & Levi John Wolf, 2020. "An open-source framework for non-spatial and spatial segregation measures: the PySAL segregation module," Journal of Computational Social Science, Springer, vol. 3(1), pages 135-166, April.

    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. Roland Rathelot, 2012. "Measuring Segregation When Units are Small: A Parametric Approach," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(4), pages 546-553, June.
    2. Glitz, Albrecht, 2014. "Ethnic segregation in Germany," Labour Economics, Elsevier, vol. 29(C), pages 28-40.
    3. Judith K. Hellerstein & David Neumark, 2008. "Workplace Segregation in the United States: Race, Ethnicity, and Skill," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 459-477, August.
    4. Judith Hellerstein & David Neumark & Melissa McInerney, 2008. "Changes in Workplace Segregation in the United States between 1990 and 2000: Evidence from Matched Employer-Employee Data," NBER Chapters, in: The Analysis of Firms and Employees: Quantitative and Qualitative Approaches, pages 163-195, National Bureau of Economic Research, Inc.
    5. Matthew Gentzkow & Jesse M. Shapiro & Matt Taddy, 2019. "Measuring Group Differences in High‐Dimensional Choices: Method and Application to Congressional Speech," Econometrica, Econometric Society, vol. 87(4), pages 1307-1340, July.
    6. Vieira, José António Cabral & Cardoso, Ana Rute & Portela, Miguel, 2003. "Recruitment and Pay at the Establishment Level: Gender Segregation and the Wage Gap in Portugal," IZA Discussion Papers 789, Institute of Labor Economics (IZA).
    7. repec:eee:labchp:v:3:y:1999:i:pb:p:2629-2710 is not listed on IDEAS
    8. Bryan S. Graham, 2018. "Identifying and Estimating Neighborhood Effects," Journal of Economic Literature, American Economic Association, vol. 56(2), pages 450-500, June.
    9. Sung Jae Jun & Yoonseok Lee & Youngki Shin, 2016. "Treatment Effects With Unobserved Heterogeneity: A Set Identification Approach," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(2), pages 302-311, April.
    10. Ansala, Laura & Åslund, Olof & Sarvim¨aki, Matti, 2018. "Immigration history, entry jobs, and the labor market integration of immigrants," Working Paper Series 2018:20, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    11. Åslund, Olof & Nordström Skans, Oskar, 2005. "Will I see you at work? Ethnic workplace segregation in Sweden 1985–2002," Working Paper Series 2005:24, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    12. Kate Ho & Adam M. Rosen, 2015. "Partial Identification in Applied Research: Benefits and Challenges," NBER Working Papers 21641, National Bureau of Economic Research, Inc.
    13. Yuan Liao & Anna Simoni, 2012. "Semi-parametric Bayesian Partially Identified Models based on Support Function," Papers 1212.3267, arXiv.org, revised Nov 2013.
    14. Oscar Volij & David Frankel, 2004. "Measuring Segregation," Econometric Society 2004 North American Summer Meetings 210, Econometric Society.
    15. René Böheim & Thomas Horvath & Karin Mayr, 2012. "Birthplace Diversity of the Workforce and Productivity Spill-overs in Firms," WIFO Working Papers 438, WIFO.
    16. Xiaohong Chen & Timothy M. Christensen & Elie Tamer, 2018. "Monte Carlo Confidence Sets for Identified Sets," Econometrica, Econometric Society, vol. 86(6), pages 1965-2018, November.
    17. Battisti, Michele, 2017. "High wage workers and high wage peers," Labour Economics, Elsevier, vol. 46(C), pages 47-63.
    18. Federico A. Bugni & Ivan A. Canay & Xiaoxia Shi, 2014. "Inference for functions of partially identified parameters in moment inequality models," CeMMAP working papers 22/14, Institute for Fiscal Studies.
    19. Donald W. K. Andrews & Xiaoxia Shi, 2013. "Inference Based on Conditional Moment Inequalities," Econometrica, Econometric Society, vol. 81(2), pages 609-666, March.
    20. Marta Martínez Matute & Pedro S. Martins, 2022. "How representative are social partners in Europe? The role of dissimilarity," LABOUR, CEIS, vol. 36(4), pages 424-444, December.
    21. Victor Chernozhukov & Sokbae Lee & Adam M. Rosen, 2013. "Intersection Bounds: Estimation and Inference," Econometrica, Econometric Society, vol. 81(2), pages 667-737, March.

    More about this item

    Keywords

    segregation; small units; partial identification;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:crs:wpaper:2011-18. 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: Secretariat General (email available below). General contact details of provider: https://edirc.repec.org/data/crestfr.html .

    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.