IDEAS home Printed from https://ideas.repec.org/p/aoz/wpaper/235.html
   My bibliography  Save this paper

Discrimination in the Formation of Academic Networks: A Field Experiment on #EconTwitter

Author

Listed:
  • Nicolás Ajzenman

    (McGill University)

  • Bruno Ferman

    (São Paulo School of Economics - FGV)

  • Sant’Anna Pedro C.

    (São Paulo School of Economics - FGV)

Abstract

This paper assesses the results of an experiment designed to identify discrimination in users’ following behavior on Twitter. Specifically, we created fictitious bot accounts that resembled humans and claimed to be PhD students in economics. The accounts differed in three characteristics: gender (male or female), race (Black or White), and university affiliation (top- or lower-ranked). The bot accounts randomly followed Twitter users who form part of the #EconTwitter academic community. We measured how many follow-backs each account obtained after a given period. Twitter users from this community were 12% more likely to follow accounts of White students compared to those of Black students; 21% more likely to follow accounts of students from top-ranked, prestigious universities compared to accounts of lower-ranked institutions; and 25% more likely to follow female compared to male students. The racial gap persisted even among students from top-ranked institutions, suggesting that Twitter users racially discriminate even in the presence of a signal that could be interpreted as indicative of high academic potential. Notably, we find that Black male students from top-ranked universities receive no more follow-backs than White male students from relatively lower-ranked institutions.

Suggested Citation

  • Nicolás Ajzenman & Bruno Ferman & Sant’Anna Pedro C., 2023. "Discrimination in the Formation of Academic Networks: A Field Experiment on #EconTwitter," Working Papers 235, Red Nacional de Investigadores en Economía (RedNIE).
  • Handle: RePEc:aoz:wpaper:235
    as

    Download full text from publisher

    File URL: https://rednie.eco.unc.edu.ar/files/DT/235.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Marianne Bertrand, 2019. "Report: Committee on Equity, Diversity, and Professional Conduct," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 709-711, May.
    2. 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.
    3. Miriam Bruhn & David McKenzie, 2009. "In Pursuit of Balance: Randomization in Practice in Development Field Experiments," American Economic Journal: Applied Economics, American Economic Association, vol. 1(4), pages 200-232, October.
    4. Leonardo Bursztyn & Robert Jensen, 2017. "Social Image and Economic Behavior in the Field: Identifying, Understanding, and Shaping Social Pressure," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 131-153, September.
    5. 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.
    6. Ro'ee Levy, 2021. "Social Media, News Consumption, and Polarization: Evidence from a Field Experiment," American Economic Review, American Economic Association, vol. 111(3), pages 831-870, March.
    7. Lori Beaman & Niall Keleher & Jeremy Magruder, 2018. "Do Job Networks Disadvantage Women? Evidence from a Recruitment Experiment in Malawi," Journal of Labor Economics, University of Chicago Press, vol. 36(1), pages 121-157.
    8. David J. Deming & Noam Yuchtman & Amira Abulafi & Claudia Goldin & Lawrence F. Katz, 2016. "The Value of Postsecondary Credentials in the Labor Market: An Experimental Study," American Economic Review, American Economic Association, vol. 106(3), pages 778-806, March.
    9. Eva O. Arceo-Gomez & Raymundo M. Campos-Vazquez, 2014. "Race and Marriage in the Labor Market: A Discrimination Correspondence Study in a Developing Country," American Economic Review, American Economic Association, vol. 104(5), pages 376-380, May.
    10. Tatyana Deryugina & Olga Shurchkov & Jenna Stearns, 2021. "COVID-19 Disruptions Disproportionately Affect Female Academics," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 164-168, May.
    11. Sanjeev Goyal & Marco J. van der Leij & José Luis Moraga-Gonzalez, 2006. "Economics: An Emerging Small World," Journal of Political Economy, University of Chicago Press, vol. 114(2), pages 403-432, April.
    12. Rose, Michael E. & Georg, Co-Pierre, 2021. "What 5,000 acknowledgements tell us about informal collaboration in financial economics," Research Policy, Elsevier, vol. 50(6).
    13. Arcidiacono, Peter & Kinsler, Josh & Ransom, Tyler, 2022. "Asian American Discrimination in Harvard Admissions," European Economic Review, Elsevier, vol. 144(C).
    14. 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.
    15. 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.
    16. Lorenzo Ductor & Marcel Fafchamps & Sanjeev Goyal & Marco J. van der Leij, 2014. "Social Networks and Research Output," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 936-948, December.
    17. Gordon Pennycook & Ziv Epstein & Mohsen Mosleh & Antonio A. Arechar & Dean Eckles & David G. Rand, 2021. "Shifting attention to accuracy can reduce misinformation online," Nature, Nature, vol. 592(7855), pages 590-595, April.
    18. Markus Eberhardt & Giovanni Facchini & Valeria Rueda, 2023. "Gender Differences in Reference Letters: Evidence from the Economics Job Market," The Economic Journal, Royal Economic Society, vol. 133(655), pages 2676-2708.
    19. Amanda Bayer & Cecilia Elena Rouse, 2016. "Diversity in the Economics Profession: A New Attack on an Old Problem," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 221-242, Fall.
    20. Devah Pager, 2007. "The Use of Field Experiments for Studies of Employment Discrimination: Contributions, Critiques, and Directions for the Future," The ANNALS of the American Academy of Political and Social Science, , vol. 609(1), pages 104-133, January.
    21. Judith Rich, 2018. "Do photos help or hinder field experiments of discrimination?," International Journal of Manpower, Emerald Group Publishing Limited, vol. 39(4), pages 502-518, July.
    22. Gaddis, S. Michael, 2015. "Discrimination in the Credential Society: An Audit Study of Race and College Selectivity in the Labor Market," SocArXiv 6qjue, Center for Open Science.
    23. repec:grz:wpsses:2022-01 is not listed on IDEAS
    24. Natalia Zinovyeva & Manuel Bagues, 2015. "The Role of Connections in Academic Promotions," American Economic Journal: Applied Economics, American Economic Association, vol. 7(2), pages 264-292, April.
    25. Bohren, Aislinn & Hull, Peter & Imas, Alex, 2022. "Systemic Discrimination: Theory and Measurement," CEPR Discussion Papers 17136, C.E.P.R. Discussion Papers.
    26. Baker, Rachel & Dee, Thomas & Evans, Brent & John, June, 2022. "Bias in online classes: Evidence from a field experiment," Economics of Education Review, Elsevier, vol. 88(C).
    27. 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.
    28. 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.
    29. Linda Babcock & Maria P. Recalde & Lise Vesterlund & Laurie Weingart, 2017. "Gender Differences in Accepting and Receiving Requests for Tasks with Low Promotability," American Economic Review, American Economic Association, vol. 107(3), pages 714-747, March.
    30. Pager, Devah & Western, Bruce & Bonikowski, Bart, 2009. "Discrimination in a Low-Wage Labor Market: A Field Experiment," IZA Discussion Papers 4469, Institute of Labor Economics (IZA).
    31. Bruno Ferman, 2019. "Assessing Inference Methods," Papers 1912.08772, arXiv.org, revised Oct 2022.
    32. Dan-Olof Rooth, 2009. "Obesity, Attractiveness, and Differential Treatment in Hiring: A Field Experiment," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    33. Robert Schultz & Anna Stansbury, 2022. "Socioeconomic diversity of economics PhDs," Working Paper Series WP22-4, Peterson Institute for International Economics.
    34. Alwyn Young, 2019. "Channeling Fisher: Randomization Tests and the Statistical Insignificance of Seemingly Significant Experimental Results," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(2), pages 557-598.
    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. Deivis Angeli & Matt Lowe & The Village Team & Matthew Lowe, 2023. "Virtue Signals," CESifo Working Paper Series 10475, CESifo.
    2. Yulia Evsyukova & Felix Rusche & Wladislaw Mill, 2023. "LinkedOut? A Field Experiment on Discrimination in Job Network Formation," CRC TR 224 Discussion Paper Series crctr224_2023_482, University of Bonn and University of Mannheim, 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. Gaddis, S. Michael, 2018. "An Introduction to Audit Studies in the Social Sciences," SocArXiv e5hfc, Center for Open Science.
    2. 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.
    3. Yulia Evsyukova & Felix Rusche & Wladislaw Mill, 2023. "LinkedOut? A Field Experiment on Discrimination in Job Network Formation," CRC TR 224 Discussion Paper Series crctr224_2023_482, University of Bonn and University of Mannheim, Germany.
    4. Melo, Vitor & Rocha, Hugo Vaca Pereira & Sigaud, Liam & Warren, Patrick L. & Gaddis, S. Michael, 2024. "Understanding Discrimination in College Admissions: A Field Experiment," SocArXiv 5ctms, Center for Open Science.
    5. Chowdhury, Shyamal & Ooi, Evarn & Slonim, Robert, 2017. "Racial discrimination and white first name adoption: a field experiment in the Australian labour market," Working Papers 2017-15, University of Sydney, School of Economics.
    6. Biermann, Marcus, 2024. "Remote talks: Changes to economics seminars during COVID-19," European Economic Review, Elsevier, vol. 163(C).
    7. Schmal, W. Benedikt & Haucap, Justus & Knoke, Leon, 2023. "The role of gender and coauthors in academic publication behavior," Research Policy, Elsevier, vol. 52(10).
    8. Chowdhury, Shyamal & Ooi, Evarn & Slonim, Robert, 2020. "Racial Discrimination and White First Name Adoption: Evidence from a Correspondence Study in the Australian Labour Market," IZA Discussion Papers 13208, Institute of Labor Economics (IZA).
    9. Sona Badalyan & Darya Korlyakova & Rastislav Rehak, 2023. "Disclosure Discrimination: An Experiment Focusing on Communication in the Hiring Process," CERGE-EI Working Papers wp743, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    10. Ductor, Lorenzo & Visser, Bauke, 2022. "When a coauthor joins an editorial board," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 576-595.
    11. Abel, Martin & Burger, Rulof, 2023. "Unpacking Name-Based Race Discrimination," IZA Discussion Papers 16254, Institute of Labor Economics (IZA).
    12. Lena Janys, 2021. "Testing the Presence of Implicit Hiring Quotas with Application to German Universities," Papers 2109.14343, arXiv.org, revised Nov 2021.
    13. Nicolás Ajzenman & Bruno Ferman & Pedro C. Sant’Anna, 2023. "Rooting for the Same Team: On the Interplay between Political and Social Identities in the Formation of Social Ties," Working Papers 231, Red Nacional de Investigadores en Economía (RedNIE).
    14. Todd Pugatch & Elizabeth Schroeder, 2024. "A simple nudge increases socioeconomic diversity in undergraduate Economics," Economic Inquiry, Western Economic Association International, vol. 62(1), pages 287-307, January.
    15. Judd B. Kessler & Corinne Low & Colin D. Sullivan, 2019. "Incentivized Resume Rating: Eliciting Employer Preferences without Deception," American Economic Review, American Economic Association, vol. 109(11), pages 3713-3744, November.
    16. Siddique, Abu & Vlassopoulos, Michael & Zenou, Yves, 2023. "Market competition and discrimination," European Economic Review, Elsevier, vol. 152(C).
    17. Tjaden, Jasper Dag & Schwemmer, Carsten & Khadjavi, Menusch, 2018. "Ride with Me - Ethnic Discrimination, Social Markets and the Sharing Economy," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 34(4), pages 418-432.
    18. Baltrunaite, Audinga & Casarico, Alessandra & Rizzica, Lucia, 2022. "Women in economics: the role of gendered references at entry in the profession," CEPR Discussion Papers 17474, C.E.P.R. Discussion Papers.
    19. David Neumark, 2018. "Experimental Research on Labor Market Discrimination," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 799-866, September.
    20. Gaulke, Amanda & Cassidy, Hugh & Namingit, Sheryll, 2019. "The effect of post-baccalaureate business certificates on job search: Results from a correspondence study," Labour Economics, Elsevier, vol. 61(C).

    More about this item

    Keywords

    Discrimination; Economics Profession; Gender; Race; Social Media;
    All these keywords.

    JEL classification:

    • 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
    • A11 - General Economics and Teaching - - General Economics - - - Role of Economics; Role of Economists
    • C93 - Mathematical and Quantitative Methods - - Design of Experiments - - - Field Experiments
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions

    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:aoz:wpaper:235. 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: Laura Inés D Amato (email available below). General contact details of provider: https://edirc.repec.org/data/redniar.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.