Empathy-based counterspeech can reduce racist hate speech in a social media field experiment
Open accessAbstract
Despite heightened awareness of the detrimental impact of hate speech on social media platforms on affected communities and public discourse, there is little consensus on approaches to mitigate it. While content moderation—either by governments or social media companies—can curb online hostility, such policies may suppress valuable as well as illicit speech and might disperse rather than reduce hate speech. As an alternative strategy, an increasing number of international and nongovernmental organizations (I/NGOs) are employing counterspeech to confront and reduce online hate speech. Despite their growing popularity, there is scant experimental evidence on the effectiveness and design of counterspeech strategies (in the public domain). Modeling our interventions on current I/NGO practice, we randomly assign English-speaking Twitter users who have sent messages containing xenophobic (or racist) hate speech to one of three counterspeech strategies—empathy, warning of consequences, and humor—or a control group. Our intention-to-treat analysis of 1,350 Twitter users shows that empathy-based counterspeech messages can increase the retrospective deletion of xenophobic hate speech by 0.2 SD and reduce the prospective creation of xenophobic hate speech over a 4-wk follow-up period by 0.1 SD. We find, however, no consistent effects for strategies using humor or warning of consequences. Together, these results advance our understanding of the central role of empathy in reducing exclusionary behavior and inform the design of future counterspeech interventions.
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Empathic and humanizing prompts have been shown to reduce affective polarization and racist harassment.
“Empathic and humanizing prompts have been shown to reduce affective polarization (Saveski et al., 2022) and racist harassment (Hangartner et al., 2021; Munger, 2017).”
From Social Drivers and Algorithmic Mechanisms on Digital Media. (2024) · cites this paper as Hangartner et al., 2021
Identity- and empathy-based bystander interventions on social media can effectively reduce incivility, hate speech, and misinformation.
“For instance, identity-and empathy-based bystander interventions on social media can effectively reduce incivility (Munger 2020), hate speech (Hangartner et al. 2021, Munger 2017, Siegel & Badaan 2020), and misinformation (Pretus et al. 2022).”
From Social Media and Morality. (2024) · cites this paper as Hangartner et al. 2021
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- Authors
- Hangartner, D., Gennaro, G., Alasiri, S., Bahrich, N., Bornhoft, A., Boucher, J., Demirci, B. B., Derksen, L., Hall, A., Jochum, M., Munoz, M. M., Richter, M., Vogel, F., Wittwer, S., Wüthrich, F., Gilardi, F., & Donnay, K.
- Affiliations
- ETH Zurich (CH)
- Center for Comparative and International Studies, Eidgenössische Technische Hochschule Zurich, 8092 Zurich, Switzerland;
- University of Zurich (CH)
- Corresponding author
- Hangartner, Dominik
- ORCID
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2021-12-06
- Volume
- 118
- Issue
- 50
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC8685915
- OpenAlex
- W4200232392
- Cited by
- 144
- References
- 15
- Citations by year
- 2026: 20 · 2025: 44 · 2024: 42 · 2023: 23 · 2022: 13 · 2021: 2
- FWCI
- 7.07
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Zurich Open Repository and Archive (University of Zurich) (acceptedVersion, cc-by-nc-nd)
- Repository for Publications and Research Data (ETH Zurich) (submittedVersion, cc-by-nc-nd)
- Zurich Open Repository and Archive (University of Zurich) (submittedVersion, cc-by-nc-nd)
- ETH Zürich Research Collection
- Zurich Open Repository and Archive (University of Zurich)
- Funders
- InnoSuisse (46165.1 IP-SBM)
- Swiss Federal Office of Communications (NA)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Hate Speech and Cyberbullying Detection
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Sociology and Political Science › Misinformation and Its Impacts
- Keywords
- counterspeech, hate speech, racism, xenophobia, empathy, humor, social media, Twitter, hate speech mitigation, online harassment
- MeSH terms
- Empathy, Hate, Humans, Language, Social Media, Racism
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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