IDEAS home Printed from https://ideas.repec.org/p/hhs/iuiwop/1350.html
   My bibliography  Save this paper

Misogynistic and Xenophobic Hate Language Online: A Matter of Anonymity

Author

Listed:
  • von Essen, Emma

    (Swedish Institute for Social Research, Stockholm University)

  • Jansson, Joakim

    (Department of Economics and Statistics, Linnaeus University)

Abstract

In this paper, we quantify hateful content in online civic discussions of politics and estimate the causal link between hateful content and writer anonymity. To measure hate, we first develop a supervised machine-learning model that predicts hate against foreign residents and hate against women on a dominant Swedish Internet discussion forum. We find that an exogenous decrease in writer anonymity leads to less hate against foreign residents but an increase in hate against women. We conjecture that the mechanisms behind the changes comprise a combination of users decreasing the amount of their hateful writing and a substitution of hate against foreign residents for hate against women. The discussion of the results highlights the role of social repercussions in discouraging antisocial and criminal activities.

Suggested Citation

  • von Essen, Emma & Jansson, Joakim, 2020. "Misogynistic and Xenophobic Hate Language Online: A Matter of Anonymity," Working Paper Series 1350, Research Institute of Industrial Economics.
  • Handle: RePEc:hhs:iuiwop:1350
    as

    Download full text from publisher

    File URL: https://www.ifn.se/wfiles/wp/wp1350.pdf
    File Function: Full text
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Andrea Prat, 2005. "The Wrong Kind of Transparency," American Economic Review, American Economic Association, vol. 95(3), pages 862-877, June.
    2. Leonardo Bursztyn & Georgy Egorov & Ruben Enikolopov & Maria Petrova, 2019. "Social Media and Xenophobia: Evidence from Russia," NBER Working Papers 26567, National Bureau of Economic Research, Inc.
    3. Timothy G. Conley & Christopher R. Taber, 2011. "Inference with "Difference in Differences" with a Small Number of Policy Changes," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 113-125, February.
    4. Manudeep Bhuller & Tarjei Havnes & Edwin Leuven & Magne Mogstad, 2013. "Broadband Internet: An Information Superhighway to Sex Crime?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1237-1266.
    5. Stephen Hansen & Michael McMahon & Andrea Prat, 2018. "Transparency and Deliberation Within the FOMC: A Computational Linguistics Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 801-870.
    6. Ruben Enikolopov & Maria Petrova & Konstantin Sonin, 2018. "Social Media and Corruption," American Economic Journal: Applied Economics, American Economic Association, vol. 10(1), pages 150-174, January.
    7. 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.
    8. S. Nageeb Ali & Roland Bénabou, 2020. "Image versus Information: Changing Societal Norms and Optimal Privacy," American Economic Journal: Microeconomics, American Economic Association, vol. 12(3), pages 116-164, August.
    9. Maja Adena & Ruben Enikolopov & Maria Petrova & Veronica Santarosa & Ekaterina Zhuravskaya, 2015. "Radio and the Rise of The Nazis in Prewar Germany," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1885-1939.
    10. Edward L. Glaeser, 2005. "The Political Economy of Hatred," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 45-86.
    11. Hunt Allcott & Matthew Gentzkow, 2017. "Social Media and Fake News in the 2016 Election," NBER Working Papers 23089, National Bureau of Economic Research, Inc.
    12. Ekaterina Zhuravskaya & Maria Petrova & Ruben Enikolopov, 2020. "Political Effects of the Internet and Social Media," Annual Review of Economics, Annual Reviews, vol. 12(1), pages 415-438, August.
    13. David Yanagizawa-Drott, 2014. "Propaganda and Conflict: Evidence from the Rwandan Genocide," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1947-1994.
    14. Stephen G. Donald & Kevin Lang, 2007. "Inference with Difference-in-Differences and Other Panel Data," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 221-233, May.
    15. Leonardo Bursztyn & Georgy Egorov & Stefano Fiorin, 2017. "From Extreme to Mainstream: How Social Norms Unravel," NBER Working Papers 23415, National Bureau of Economic Research, Inc.
    16. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    17. Bei Qin & David Strömberg & Yanhui Wu, 2017. "Why Does China Allow Freer Social Media? Protests versus Surveillance and Propaganda," Journal of Economic Perspectives, American Economic Association, vol. 31(1), pages 117-140, Winter.
    18. Per Pettersson-Lidbom & Peter Skogman Thoursie, 2013. "Temporary Disability Insurance and Labor Supply: Evidence from a Natural Experiment," Scandinavian Journal of Economics, Wiley Blackwell, vol. 115(2), pages 485-507, April.
    19. Sendhil Mullainathan & Jann Spiess, 2017. "Machine Learning: An Applied Econometric Approach," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 87-106, Spring.
    20. Ruben Enikolopov & Alexey Makarin & Maria Petrova, 2020. "Social Media and Protest Participation: Evidence From Russia," Econometrica, Econometric Society, vol. 88(4), pages 1479-1514, July.
    21. Hunt Allcott & Matthew Gentzkow, 2017. "Social Media and Fake News in the 2016 Election," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 211-236, Spring.
    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. Leopoldo Fergusson & Carlos Molina, 2020. "Facebook Causes Protests," HiCN Working Papers 323, Households in Conflict Network.
    2. Jiménez Durán, Rafael & Muller, Karsten & Schwarz, Carlo, 2024. "The Effect of Content Moderation on Online and Offline Hate: Evidence from Germany’s NetzDG," CAGE Online Working Paper Series 701, Competitive Advantage in the Global Economy (CAGE).
    3. Geraci, Andrea & Nardotto, Mattia & Reggiani, Tommaso & Sabatini, Fabio, 2022. "Broadband Internet and social capital," Journal of Public Economics, Elsevier, vol. 206(C).
    4. Joël Cariolle & Yasmine Elkhateeb & Mathilde Maurel, 2022. "(Mis-)information technology: Internet use and perception of democracy in Africa," Documents de travail du Centre d'Economie de la Sorbonne 22010, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    5. Leonardo Bursztyn & Ingar K. Haaland & Aakaash Rao & Christopher P. Roth, 2020. "Disguising Prejudice: Popular Rationales as Excuses for Intolerant Expression," NBER Working Papers 27288, National Bureau of Economic Research, Inc.
    6. Samira S. Abraham & Gianandrea Lanzara & Sara Lazzaroni & Paolo Masella & Mara P. Squicciarini, 2023. "The Spatial Drivers of Discrimination: Evidence From Anti-Muslim Fake News in India," Working Papers wp1180, Dipartimento Scienze Economiche, Universita' di Bologna.
    7. Ruben Enikolopov & Alexey Makarin & Maria Petrova, 2020. "Social Media and Protest Participation: Evidence From Russia," Econometrica, Econometric Society, vol. 88(4), pages 1479-1514, July.
    8. Leonardo Bursztyn & Georgy Egorov & Ruben Enikolopov & Maria Petrova, 2019. "Social Media and Xenophobia: Evidence from Russia," NBER Working Papers 26567, National Bureau of Economic Research, Inc.
    9. Ekaterina Zhuravskaya & Maria Petrova & Ruben Enikolopov, 2020. "Political Effects of the Internet and Social Media," Annual Review of Economics, Annual Reviews, vol. 12(1), pages 415-438, August.
    10. Joël Cariolle & Yasmine Elkhateeb & Mathilde Maurel, 2024. "Misinformation technology: Internet use and political misperceptions in Africa," Post-Print hal-04423752, HAL.
    11. Barrera, Oscar & Guriev, Sergei & Henry, Emeric & Zhuravskaya, Ekaterina, 2020. "Facts, alternative facts, and fact checking in times of post-truth politics," Journal of Public Economics, Elsevier, vol. 182(C).
    12. Donati, Dante, 2023. "Mobile Internet access and political outcomes: Evidence from South Africa," Journal of Development Economics, Elsevier, vol. 162(C).
    13. Thomas Fujiwara & Karsten Müller & Carlo Schwarz, 2021. "The Effect of Social Media on Elections: Evidence from the United States," NBER Working Papers 28849, National Bureau of Economic Research, Inc.
    14. repec:hal:wpspec:info:hdl:2441/1dhd1b1s319fbai85khk40fudc is not listed on IDEAS
    15. Ruben Enikolopov & Maria Petrova & Konstantin Sonin, 2018. "Social Media and Corruption," American Economic Journal: Applied Economics, American Economic Association, vol. 10(1), pages 150-174, January.
    16. Thomas Fujiwara & Karsten Müller & Carlo Schwarz, 2021. "The Effect of Social Media on Elections: Evidence from the United States," NBER Working Papers 28849, National Bureau of Economic Research, Inc.
    17. repec:hal:spmain:info:hdl:2441/1dhd1b1s319fbai85khk40fudc is not listed on IDEAS
    18. Bao, Te & Liang, Bin & Riyanto, Yohanes E., 2021. "Unpacking the negative welfare effect of social media: Evidence from a large scale nationally representative time-use survey in China," China Economic Review, Elsevier, vol. 69(C).
    19. Sergei Guriev & Elias Papaioannou, 2022. "The Political Economy of Populism," Journal of Economic Literature, American Economic Association, vol. 60(3), pages 753-832, September.
    20. Luca Braghieri & Ro'ee Levy & Alexey Makarin, 2022. "Social Media and Mental Health," American Economic Review, American Economic Association, vol. 112(11), pages 3660-3693, November.
    21. Karsten Müller & Carlo Schwarz, 2021. "Fanning the Flames of Hate: Social Media and Hate Crime [Radio and the Rise of The Nazis in Prewar Germany]," Journal of the European Economic Association, European Economic Association, vol. 19(4), pages 2131-2167.
    22. Donati,Dante & Orozco Olvera,Victor Hugo & Rao,Nandan Mark, 2022. "Using Social Media to Change Gender Norms : An Experiment within Facebook Messenger in India," Policy Research Working Paper Series 10199, The World Bank.

    More about this item

    Keywords

    Online hate; Anonymity; Discussion forum; Machine learning; Big data;
    All these keywords.

    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • D00 - Microeconomics - - General - - - General
    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • D90 - Microeconomics - - Micro-Based Behavioral Economics - - - General

    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:hhs:iuiwop:1350. 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: Elisabeth Gustafsson (email available below). General contact details of provider: https://edirc.repec.org/data/iuiiise.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.