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The Impact of Qualitative Reviews on Racial Statistical Discrimination: Evidence from Airbnb

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  • Morris, J.

Abstract

This paper analyses the effect of qualitative reviews on racial statistical discrimination. Using a fine-tuned Bidirectional Encoder Representations from Transformers (BERT) language model that was developed specifically for this task, I include the effects of recent qualitative reviews on the log listing price difference between Black and White hosts on Airbnb. For properties without guest reviews, I find a 4% log listing price difference between Black and White hosts for comparable properties. Once review information becomes available, this pricing difference reduces to 1%, providing evidence against the persistence of racial listing price differences on Airbnb, and furthermore, suggesting that race is used as the primary signal of property quality only in the absence of better information. Beyond its applications within the context of Airbnb, this paper aims to explain how the early provision of detailed qualitative information can reduce the effects of statistical discrimination against minorities.

Suggested Citation

  • Morris, J., 2023. "The Impact of Qualitative Reviews on Racial Statistical Discrimination: Evidence from Airbnb," Cambridge Working Papers in Economics 2331, Faculty of Economics, University of Cambridge.
    • Handle: RePEc:cam:camdae:2331
    Note: jm2377
    as

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    References listed on IDEAS

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    1. Guo, Yue & Barnes, Stuart J. & Jia, Qiong, 2017. "Mining meaning from online ratings and reviews: Tourist satisfaction analysis using latent dirichlet allocation," Tourism Management, Elsevier, vol. 59(C), pages 467-483.
    2. Kevin Lang & Jee-Yeon K. Lehmann, 2012. "Racial Discrimination in the Labor Market: Theory and Empirics," Journal of Economic Literature, American Economic Association, vol. 50(4), pages 959-1006, December.
    3. Joseph G. Altonji & Charles R. Pierret, 2001. "Employer Learning and Statistical Discrimination," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 313-350.
    4. Stephens-Davidowitz, Seth, 2014. "The cost of racial animus on a black candidate: Evidence using Google search data," Journal of Public Economics, Elsevier, vol. 118(C), pages 26-40.
    5. Ash, Elliott & Chen, Daniel L. & Ornaghi, Arianna, 2020. "Gender Attitudes in the Judiciary:Evidence from U.S. Circuit Courts," CAGE Online Working Paper Series 462, Competitive Advantage in the Global Economy (CAGE).
    6. Jennifer L. Doleac & Luke C.D. Stein, 2013. "The Visible Hand: Race and Online Market Outcomes," Economic Journal, Royal Economic Society, vol. 123(11), pages 469-492, November.
    7. Mueller, Hannes & Rauh, Christopher, 2018. "Reading Between the Lines: Prediction of Political Violence Using Newspaper Text," American Political Science Review, Cambridge University Press, vol. 112(2), pages 358-375, May.
    8. Benjamin Edelman & Michael Luca & Dan Svirsky, 2017. "Racial Discrimination in the Sharing Economy: Evidence from a Field Experiment," American Economic Journal: Applied Economics, American Economic Association, vol. 9(2), pages 1-22, April.
    9. Morgane Laouénan & Roland Rathelot, 2022. "Can Information Reduce Ethnic Discrimination? Evidence from Airbnb," American Economic Journal: Applied Economics, American Economic Association, vol. 14(1), pages 107-132, January.
    10. Alice H. Wu, 2018. "Gendered Language on the Economics Job Market Rumors Forum," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 175-179, May.
    11. Michael Luca, 2011. "Reviews, Reputation, and Revenue: The Case of Yelp.com," Harvard Business School Working Papers 12-016, Harvard Business School, revised Mar 2016.
    12. Roland G. Fryer & Steven D. Levitt, 2004. "The Causes and Consequences of Distinctively Black Names," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 767-805.
    13. J. Aislinn Bohren & Alex Imas & Michael Rosenberg, 2019. "The Dynamics of Discrimination: Theory and Evidence," American Economic Review, American Economic Association, vol. 109(10), pages 3395-3436, October.
    14. Koffi, Marlene, 2021. "Innovative ideas and gender inequality," CLEF Working Paper Series 35, Canadian Labour Economics Forum (CLEF), University of Waterloo.
    15. Kevin Lang & Michael Manove, 2011. "Education and Labor Market Discrimination," American Economic Review, American Economic Association, vol. 101(4), pages 1467-1496, June.
    16. 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.
    17. Ash, Elliott & Chen, Daniel L. & Ornaghi, Arianna, 2021. "Gender Attitudes in the Judiciary : Evidence from U.S. Circuit Courts," The Warwick Economics Research Paper Series (TWERPS) 08, University of Warwick, Department of Economics.
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    More about this item

    Keywords

    Airbnb; Discrimination; Race; Online marketplace;
    All these keywords.

    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • L84 - Industrial Organization - - Industry Studies: Services - - - Personal, Professional, and Business Services

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