IDEAS home Printed from https://ideas.repec.org/a/aea/aecrev/v114y2024i8p2472-2525.html
   My bibliography  Save this article

A Discrimination Report Card

Author

Listed:
  • Patrick Kline
  • Evan K. Rose
  • Christopher R. Walters

Abstract

We develop an empirical Bayes ranking procedure that assigns ordinal grades to noisy measurements, balancing the information content of the assigned grades against the expected frequency of ranking errors. Applying the method to a massive correspondence experiment, we grade the race and gender contact gaps of 97 US employers, the identities of which we disclose for the first time. The grades are presented alongside measures of uncertainty about each firm's contact gap in an accessible report card that is easily adaptable to other settings where ranks and levels are of simultaneous interest.

Suggested Citation

  • Patrick Kline & Evan K. Rose & Christopher R. Walters, 2024. "A Discrimination Report Card," American Economic Review, American Economic Association, vol. 114(8), pages 2472-2525, August.
  • Handle: RePEc:aea:aecrev:v:114:y:2024:i:8:p:2472-2525
    DOI: 10.1257/aer.20230700
    as

    Download full text from publisher

    File URL: https://www.aeaweb.org/doi/10.1257/aer.20230700
    Download Restriction: no

    File URL: https://doi.org/10.3886/E198284V1
    Download Restriction: no

    File URL: https://www.aeaweb.org/doi/10.1257/aer.20230700.appx
    Download Restriction: no

    File URL: https://www.aeaweb.org/doi/10.1257/aer.20230700.ds
    Download Restriction: Access to full text is restricted to AEA members and institutional subscribers.

    File URL: https://libkey.io/10.1257/aer.20230700?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Raj Chetty & John N. Friedman & Jonah E. Rockoff, 2014. "Measuring the Impacts of Teachers II: Teacher Value-Added and Student Outcomes in Adulthood," American Economic Review, American Economic Association, vol. 104(9), pages 2633-2679, September.
    2. Bergman, Peter & Hill, Matthew J., 2018. "The effects of making performance information public: Regression discontinuity evidence from Los Angeles teachers," Economics of Education Review, Elsevier, vol. 66(C), pages 104-113.
    3. Jiaying Gu & Roger Koenker, 2022. "Ranking and Selection from Pairwise Comparisons: Empirical Bayes Methods for Citation Analysis," AEA Papers and Proceedings, American Economic Association, vol. 112, pages 624-629, May.
    4. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    5. Peter Leopold S. Bergman & Eric W. Chan & Adam Kapor, 2020. "Housing Search Frictions: Evidence from Detailed Search Data and a Field Experiment," CESifo Working Paper Series 8080, CESifo.
    6. Jonathan T. Kolstad, 2013. "Information and Quality When Motivation Is Intrinsic: Evidence from Surgeon Report Cards," American Economic Review, American Economic Association, vol. 103(7), pages 2875-2910, December.
    7. Raj Chetty & John N. Friedman & Nathaniel Hendren & Maggie R. Jones & Sonya R. Porter, 2018. "The Opportunity Atlas: Mapping the Childhood Roots of Social Mobility," NBER Working Papers 25147, National Bureau of Economic Research, Inc.
    8. Jonathan T. Kolstad, 2013. "Information and Quality when Motivation is Intrinsic: Evidence from Surgeon Report Cards," NBER Working Papers 18804, National Bureau of Economic Research, Inc.
    9. Isaiah Andrews & Jesse M. Shapiro, 2021. "A Model of Scientific Communication," Econometrica, Econometric Society, vol. 89(5), pages 2117-2142, September.
    10. Smith, John H, 1973. "Aggregation of Preferences with Variable Electorate," Econometrica, Econometric Society, vol. 41(6), pages 1027-1041, November.
    11. John D. Storey, 2002. "A direct approach to false discovery rates," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(3), pages 479-498, August.
    12. Patrick Kline, 2023. "A Comment on: “Invidious Comparisons: Ranking and Selection as Compound Decisions” by Jiaying Gu and Roger Koenker," Econometrica, Econometric Society, vol. 91(1), pages 47-52, January.
    13. Amanda Y. Agan & Diag Davenport & Jens Ludwig & Sendhil Mullainathan, 2023. "Automating Automaticity: How the Context of Human Choice Affects the Extent of Algorithmic Bias," NBER Working Papers 30981, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    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. Patrick Kline & Christopher Walters, 2021. "Reasonable Doubt: Experimental Detection of Job‐Level Employment Discrimination," Econometrica, Econometric Society, vol. 89(2), pages 765-792, March.
    2. Patrick Kline & Christopher Walters, 2019. "Audits as Evidence: Experiments, Ensembles, and Enforcement," Papers 1907.06622, arXiv.org, revised Jul 2019.
    3. Emilia Simeonova & Niels Skipper & Peter R. Thingholm, 2020. "Physician Health Management Skills and Patient Outcomes," NBER Working Papers 26735, National Bureau of Economic Research, Inc.
    4. Patrick Kline & Evan K Rose & Christopher R Walters, 2022. "Systemic Discrimination Among Large U.S. Employers [“Teachers and Student Achievement in the Chicago Public High Schools,”]," The Quarterly Journal of Economics, Oxford University Press, vol. 137(4), pages 1963-2036.
    5. Aliprantis, Dionissi & Martin, Hal & Phillips, David, 2022. "Landlords and access to opportunity," Journal of Urban Economics, Elsevier, vol. 129(C).
    6. Patrick Kline & Evan K Rose & Christopher R Walters, 2023. "Systemic Discrimination Among Large U.S. Employers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(4), pages 1963-2036.
    7. Peter Leopold S. Bergman & Matthew J. Hill, 2015. "The Effects of Making Performance Information Public: Evidence from Los Angeles Teachers and a Regression Discontinuity Design," CESifo Working Paper Series 5383, CESifo.
    8. Patrick Kline & Evan K Rose & Christopher R Walters, 2023. "Systemic Discrimination Among Large U.S. Employers," Journal of Economic Geography, Oxford University Press, vol. 137(4), pages 1963-2036.
    9. Clark, Andrew E. & Milcent, Carine, 2018. "Ownership and hospital behaviour: Employment and local unemployment," Social Science & Medicine, Elsevier, vol. 202(C), pages 151-161.
    10. Jeffrey E. Harris & Beatriz G. López-Valcárcel & Patricia Barber & Vicente Ortún, 2014. "Efficiency versus Equity in the Allocation of Medical Specialty Training Positions in Spain: A Health Policy Simulation Based on a Discrete Choice Model," NBER Working Papers 19896, National Bureau of Economic Research, Inc.
    11. Hinrichs, Peter, 2021. "What kind of teachers are schools looking for? Evidence from a randomized field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 186(C), pages 395-411.
    12. Peter Leopold S. Bergman & Eric W. Chan & Adam Kapor, 2020. "Housing Search Frictions: Evidence from Detailed Search Data and a Field Experiment," CESifo Working Paper Series 8080, CESifo.
    13. Raf Van Gestel & Tobias Müller & Johan Bosmans, 2018. "Learning from failure in healthcare: Dynamic panel evidence of a physician shock effect," Health Economics, John Wiley & Sons, Ltd., vol. 27(9), pages 1340-1353, September.
    14. Iizuka, Toshiaki & Nishiyama, Katsuhiko & Chen, Brian & Eggleston, Karen, 2021. "False alarm? Estimating the marginal value of health signals," Journal of Public Economics, Elsevier, vol. 195(C).
    15. Anell, Anders & Dietrichson, Jens & Ellegård, Lina Maria & Kjellsson, Gustav, 2022. "Well-Informed Choices? Effects of Information Interventions in Primary Care on Care Quality," Working Papers 2022:2, Lund University, Department of Economics.
    16. Michael Geruso & Timothy Layton, 2020. "Upcoding: Evidence from Medicare on Squishy Risk Adjustment," Journal of Political Economy, University of Chicago Press, vol. 128(3), pages 984-1026.
    17. Diane Alexander, 2017. "How do Doctors Respond to Incentives? Unintended Consequences of Paying Doctors to Reduce Costs," Working Paper Series WP-2017-9, Federal Reserve Bank of Chicago.
    18. Pope, Nolan G., 2019. "The effect of teacher ratings on teacher performance," Journal of Public Economics, Elsevier, vol. 172(C), pages 84-110.
    19. Anthony Scott & Peter Sivey, 2022. "Motivation and competition in health care," Health Economics, John Wiley & Sons, Ltd., vol. 31(8), pages 1695-1712, August.
    20. J. Michelle Brock & Andreas Lange & Kenneth L. Leonard, 2016. "Generosity and Prosocial Behavior in Healthcare Provision: Evidence from the Laboratory and Field," Journal of Human Resources, University of Wisconsin Press, vol. 51(1), pages 133-162.

    More about this item

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

    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:aea:aecrev:v:114:y:2024:i:8:p:2472-2525. 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: Michael P. Albert (email available below). General contact details of provider: https://edirc.repec.org/data/aeaaaea.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.