IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2609.32880.html

The Influence of the Vocal Few: Evidence from Social Media Comments

Author

Listed:
  • Dante Donati
  • Lena Song

Abstract

Online comment sections let a small number of vocal individuals reach far beyond their own networks. We conduct a large-scale field experiment on Facebook that randomizes the presence and stance of comments beneath posts for a racial justice organization, reaching around one million U.S. users. Opposing comments increase reactions, comments, and link clicks by 15-43 percent relative to no comments, whereas supportive comments have little effect. A complementary survey experiment shows that similar opposing comments make attitudes less progressive and reduce donations to the organization. Through a common feature of online platforms, the vocal few can exert outsized influence.

Suggested Citation

  • Dante Donati & Lena Song, 2026. "The Influence of the Vocal Few: Evidence from Social Media Comments," Papers 2609.32880, arXiv.org.
  • Handle: RePEc:arx:papers:2609.32880
    as

    Download full text from publisher

    File URL: https://arxiv.org/pdf/2609.32880
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    2. 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.
    3. Brett R. Gordon & Florian Zettelmeyer & Neha Bhargava & Dan Chapsky, 2019. "A Comparison of Approaches to Advertising Measurement: Evidence from Big Field Experiments at Facebook," Marketing Science, INFORMS, vol. 38(2), pages 193-225, March.
    4. Ingar Haaland & Christopher Roth, 2023. "Beliefs about Racial Discrimination and Support for Pro-Black Policies," The Review of Economics and Statistics, MIT Press, vol. 105(1), pages 40-53, January.
    5. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    6. Leonardo Bursztyn & Alessandra L. González & David Yanagizawa-Drott, 2020. "Misperceived Social Norms: Women Working Outside the Home in Saudi Arabia," American Economic Review, American Economic Association, vol. 110(10), pages 2997-3029, October.
    7. Dokyun Lee & Kartik Hosanagar & Harikesh S. Nair, 2018. "Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook," Management Science, INFORMS, vol. 64(11), pages 5105-5131, November.
    8. Germano, Fabrizio & Gómez, Vicenç & Sobbrio, Francesco, 2026. "Ranking for engagement: How social media algorithms fuel misinformation and polarization," Journal of Public Economics, Elsevier, vol. 255(C).
    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. Dante Donati & Lena Song, 2026. "The Influence of the Vocal Few: Evidence from Social Media Comments," CESifo Working Paper Series 13018, CESifo.
    2. Akesson, Jesper & Hahn, Robert W. & Metcalfe, Robert D. & Rasooly, Itzhak, 2026. "Race and redistribution in the United States: An experimental analysis," Journal of Public Economics, Elsevier, vol. 255(C).
    3. Afridi, Farzana & Basistha, Ahana & Dhillon, Amrita & Serra, Danila, 2023. "Activating Change: The Role of Information and Beliefs in Social Activism," IZA Discussion Papers 16358, IZA Network @ LISER.
    4. Francesco Capozza & Ingar Haaland & Christopher Roth & Johannes Wohlfart, 2021. "Studying Information Acquisition in the Field: A Practical Guide and Review," CEBI working paper series 21-15, University of Copenhagen. Department of Economics. The Center for Economic Behavior and Inequality (CEBI).
    5. Cantoni, Enrico & Gazzè, Ludovica & Schafer, Jerome, 2021. "Turnout in concurrent elections: Evidence from two quasi-experiments in Italy," European Journal of Political Economy, Elsevier, vol. 70(C).
    6. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
    7. Hossain, Marup & Songsermsawas, Tisorn, 2025. "Adapting to Thrive: Training and Access to Finance to Reduce Climate Vulnerability Among Smallholder Farmers in Nepal," 2025 AAEA & WAEA Joint Annual Meeting, July 27-29, 2025, Denver, CO 361170, Agricultural and Applied Economics Association.
    8. Dahmann, Sarah C., 2017. "How does education improve cognitive skills? Instructional time versus timing of instruction," Labour Economics, Elsevier, vol. 47(C), pages 35-47.
    9. Fitzsimons, Emla & Malde, Bansi & Mesnard, Alice & Vera-Hernández, Marcos, 2016. "Nutrition, information and household behavior: Experimental evidence from Malawi," Journal of Development Economics, Elsevier, vol. 122(C), pages 113-126.
    10. Marshall Burke & Lauren Falcao Bergquist & Edward Miguel, 2019. "Sell Low and Buy High: Arbitrage and Local Price Effects in Kenyan Markets," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(2), pages 785-842.
    11. David Neumark & Diego Grijalva, 2017. "The Employment Effects of State Hiring Credits," ILR Review, Cornell University, ILR School, vol. 70(5), pages 1111-1145, October.
    12. Banerjee, Ritwik & Mitra, Satarupa & Sahoo, Soham & Gupta, Ashmita, 2026. "Caste identity and teachers’ biased expectations: Evidence from Bihar, India," Journal of Development Economics, Elsevier, vol. 179(C).
    13. Carlotta Nani, 2024. "Perceived abilities and gender stereotypes within the household: experimental evidence from Bangladesh," IHEID Working Papers 19-2024, Economics Section, The Graduate Institute of International Studies.
    14. Jan Gromadzki & Przemyslaw Siemaszko, 2026. "#IamLGBT: Social networks and coming out," European Economic Review, Elsevier, vol. 183(C).
    15. Shoji, Masahiro, 2020. "Early-Life Circumstances and Adult Locus of Control: Evidence from 46 Developing Countries," MPRA Paper 99987, University Library of Munich, Germany.
    16. Mesnard, Alice & Vera-Hernández, Marcos & Fitzsimons, Emla & Malde, Bansi, 2012. "Household Responses to Information on Child Nutrition: Experimental Evidence from Malawi," CEPR Discussion Papers 8915, Centre for Economic Policy Research.
    17. Manuela Fritz & Michael Grimm & Ingmar Weber & Elad Yom-Tov & Benedictus Praditya, 2022. "Uncover your risk! Using Facebook to increase personal risk awareness and screening of type 2 diabetes in Indonesia," Working Papers 221, Bavarian Graduate Program in Economics (BGPE).
    18. Pascaline Dupas & Seema Jayachandran & Adriana Lleras-Muney & Pauline Rossi, 2025. "The Negligible Effect of Free Contraception on Fertility: Experimental Evidence from Burkina Faso," American Economic Review, American Economic Association, vol. 115(8), pages 2659-2688, August.
    19. Battisti, Michele & Kauppinen, Ilpo & Rude, Britta, 2024. "Breaking the silence: The effects of online social movements on gender-based violence," European Journal of Political Economy, Elsevier, vol. 85(C).
    20. Cameron, Lisa & Contreras Suárez, Diana & Setyonaluri, Diahhadi, 2026. "Leveraging women’s views to influence gendered attitudes to women working: Evidence from an online intervention in Indonesia," Journal of Development Economics, Elsevier, vol. 181(C).

    More about this item

    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:arx:papers:2609.32880. 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: arXiv administrators (email available below). General contact details of provider: https://arxiv.org/ .

    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.