Say it to my face: Analysing hate speech against women on Twitter
DOI:
https://doi.org/10.3145/epi.2021.sep.02Keywords:
Internet, Social networks, Social media, Twitter, Gender inequality, Hate speech, Sexism, Misogyny, Gender studies, Feminism, Content analysis, Public communicationAbstract
The internet, and social media in particular, have become increasingly relevant as spaces for interaction and socialisation. The public sphere has shifted towards these platforms due their proliferation, uptake and the volume and intensity of the interactions they enable. In this apparently neutral virtual context, social media contribute to the construction or amplification of social relationships. The internet thus becomes a space of inequality where power relations and patriarchal practices are reproduced and amplified because of disinhibition deriving from anonymity. This paper analyses hate speech and misogyny in the Twitter conversations surrounding fifty Spanish women with a high profile both on- and offline in different professional fields: science, communication, culture, sports, business and politics. We performed an automated search for insults and hateful terms before analysing the direct interactions and indirect mentions that the women received on Twitter over the course of a year. The results of this study highlight the toxicity of the Twittersphere for female users: 15% of direct interactions and 10% of indirect interactions involving the women included some form of insult or abuse, although these were not necessarily sexist or misogynistic in nature. Women with greater visibility and social influence, such as those active in communication or politics, are most often targeted by this violence.
Downloads
References
Anti-Defamation League (2018). Pyramid of hate. https://www.adl.org/sites/default/files/documents/pyramid-of-hate.pdf
Baer, Hester (2016). "Redoing feminism: digital activism, body politics, and neoliberalism". Feminist media studies, v. 16, n. 1, pp. 17-34. https://doi.org/10.1080/14680777.2015.1093070
Barker-Plummer, Bernardette; Barker-Plummer, David (2017). "Twitter as a feminist resource: #yesallwomen, digital platforms, and discursive social change". In: Earl, Jennifer; Rohlinger, Deana A. (eds.). Social movements and media. Bingley: Emerald Publishing Limited, pp. 91-118. ISBN: 978 1 78743 098 3 https://doi.org/10.1108/S2050-206020170000014010
Bernal-Triviño, Ana (2019). "El tratamiento informativo del caso Juana Rivas. Hacia una definición de violencia mediática". Estudios sobre el mensaje periodístico, v. 25, n. 2, pp. 697-710. https://doi.org/10.5209/esmp.64797
Bertomeu-Martínez, Angustias (2019). "De la tradición al activismo en redes sociales". Revista tiempo de paz, n. 134, pp. 77-84. http://revistatiempodepaz.org/revista-134/#dflip-df_1391/78
Bonder, Gloria (2002). Las nuevas tecnologías de información y las mujeres: reflexiones necesarias. Santiago de Chile: Cepal, Unidad mujer y desarrollo, n. 39. http://repositorio.cepal.org/handle/11362/5894
Bonet-Martí, Jordi (2020). "Análisis de las estrategias discursivas empleadas en la construcción de discurso antifeminista en redes sociales". Psicoperspectivas. Individuo y sociedad, v. 19, n. 3, pp. 52-63. https://doi.org/10.5027/psicoperspectivas-vol19-issue3-fulltext-2040
Bonet-Martí, Jordi (2021). "Los antifeminismos como contramovimiento: una revisión bibliográfica de las principales perspectivas teóricas y de los debates actuales". Teknokultura. Revista de cultura digital y movimientos sociales, v. 18, n. 1, pp. 61-71. https://doi.org/10.5209/tekn.71303
Butler, Anita; Parrella, Alberto (2021). "Tweeting with consideration". Twitter blog, 5 May. https://blog.twitter.com/en_us/topics/product/2021/tweeting-with-consideration.html
Cerva-Cerna, Daniela (2020). "La protesta feminista en México. La misoginia en el discurso institucional y en las redes sociodigitales". Revista mexicana de ciencias políticas y sociales, v. 65, n. 240, pp. 177-205. https://doi.org/10.22201/fcpys.2448492xe.2020.240.76434
Cuthbertson, Lana; Kearney, Alex; Dawson, Riley; Zawaduk, Ashia; Cuthbertson, Eve; Gordon-Tighe, Ann; Mathewson, Kory W. (2019). "Women, politics and Twitter: using machine learning to change the discourse". arXiv preprint. https://arxiv.org/abs/1911.11025
Delisle, Laure; Kalaitzis, Alfredo; Majewski, Krzysztov; De-Berker, Archy; Marin, Milena; Cornebise, Julien (2019). "A large-scale crowdsourced analysis of abuse against women journalists and politicians on Twitter". In: 32nd Conference on neural information processing systems (NIPS 2018). https://arxiv.org/abs/1902.03093
Dixon, Kitsy (2014). "Feminist online identity: analyzing the presence of hashtag feminism". Journal of arts and humanities, v. 3, n. 7, pp. 34-40. https://www.theartsjournal.org/index.php/site/article/view/509
Drakett, Jessica; Rickett, Bridgette; Day, Katy; Milnes, Kate (2018). "Old jokes, new media - Online sexism and constructions of gender in internet memes". Feminism & psychology, v. 28, n. 1, pp. 109-127. https://doi.org/10.1177/0959353517727560
Engler, Verónica (2017). "Antifeminismo online". Nueva sociedad, v. 269, pp. 78-88. https://biblat.unam.mx/es/revista/nueva-sociedad/articulo/antifeminismo-online
Fasoli, Fabio; Carnaghi, Andrea; Paladino, Paola (2015). "Social acceptability of sexist derogatory and sexist objectifying slurs across contexts". Language sciences, v. 52, pp. 98-107. https://doi.org/10.1016/j.langsci.2015.03.003
Ferrier, Michelle (2018). "Attacks and harassment. The impact on female journalists and their reporting". International Women´s Media Foundation & TrollBusters. https://www.iwmf.org/attacks-and-harassment
Ferrier, Michelle (2021). "Staying safe. Online & off for journalist & media workers". TrollBusters. https://yoursosteam.wordpress.com/student-edition-staying-safe
Fersini, Elisabetta; Nozza, Debora; Rosso, Paolo (2018). "Overview of the Evalita 2018 task on automatic misogyny identification (AMI)". In: Proceedings of the sixth evaluation campaign of natural language processing and speech tools for Italian. Final workshop (Evalita 2018). http://personales.upv.es/prosso/resources/FersiniEtAl_Evalita18.pdf
Fersini, Elisabetta; Rosso, Paolo; Anzovino, Maria (2018). "Overview of the task on automatic misogyny identification at IberEval 2018". In: Proceedings of the third workshop on evaluation of human language technologies for iberian languages (IberEval 2018), pp. 214-228. http://personales.upv.es/prosso/resources/FersiniEtAl_IberEval18.pdf
Fox, Jesse; Cruz, Carlos; Lee, Ji-Young (2015). "Perpetuating online sexism offline: anonymity, interactivity, and the effects of sexist hashtags on social media". Computers in human behavior, v. 52, pp. 436-442. https://doi.org/10.1016/j.chb.2015.06.024
Fox, Jesse; Tang, Wai-Yen (2014). "Sexism in online video games: The role of conformity to masculine norms and social dominance orientation". Computers in human behavior, v. 33, pp. 314-320. https://doi.org/10.1016/j.chb.2013.07.014
Frenda, Simona; Ghanem, Bilal; Guzmán-Falcón, Estefanía; Montes-y-Gómez, Manuel; Villaseñor-Pineda, Luis (2018). "Automatic expansion of lexicons for multilingual misogyny detection". In: Proceedings of the sixth evaluation campaign of natural language processing and speech tools for Italian (Evalita 2018), pp. 1-6. https://core.ac.uk/download/pdf/302343999.pdf
Frenda, Simona; Ghanem, Bilal; Montes-y-Gómez, Manuel (2018). "Exploration of misogyny in Spanish and English tweets". In: Proceedings of the third workshop on evaluation of human language technologies for Iberian language (IberEval 2018), pp. 260-267. https://dblp.org/rec/conf/sepln/FrendaGM18.html
Frenda, Simona; Ghanem, Bilal; Montes-y-Gómez, Manuel; Rosso, Paolo (2019). "Online hate speech against women: Automatic identification of misogyny and sexism on Twitter". Journal of intelligent and fuzzy systems, v. 36, n. 5, pp. 4743-4752. https://doi.org/10.3233/JIFS-179023
Fuchs, Tamara; Schí¤fer, Fabian (2020). "Normalizing misogyny: hate speech and verbal abuse of female politicians on Japanese Twitter". Japan forum, published online 6 Jan. https://doi.org/10.1080/09555803.2019.1687564
García-Aguilar, María-Teresa (2007). "Ecofeminismo y ciberfeminismo". Germinal: revista de estudios libertarios, n. 3, pp. 73-82. https://dialnet.unirioja.es/servlet/articulo?codigo=2729580
Ging, Debbie (2019). "Alphas, betas, and incels: Theorizing the masculinities of the manosphere". Men and masculinities, v. 22, n. 4, pp. 638-657. https://doi.org/10.1177/1097184X17706401
Ging, Debbie; Siapera, Eugenia (2019). Gender hate online: understanding the new anti-feminism. Londres: Palgrave Macmillan. ISBN: 978 3 319 96226 9
Glick, Peter; Fiske, Susan T. (1996). "The ambivalent sexism inventory: differentiating hostile and benevolent sexism". Journal of personality and social psychology, v. 70, n. 3, pp. 491-512. https://doi.org/10.1037/0022-3514.70.3.491
Glomb, Theresa M.; Richman, Wendy L.; Hulin, Charles L.; Drasgow, Fritz; Schneider, Kimberly T.; Fitzgerald, Louise F. (1997). "Ambient sexual harassment: an integrated model of antecedents and consequences". Organizational behavior and human decision processes, n. 71, v. 3, pp. 309-328. https://doi.org/10.1006/obhd.1997.2728
Golbeck, Jennifer; Ash, Summer; Cabrera, Nicole (2017). "Hashtags as online communities with social support: A study of anti-sexism-in-science hashtag movements". First Monday, v. 22, n. 9. https://doi.org/10.5210/fm.v22i9.7572
Gunn, Caitlin (2015). "Hashtagging from the margins. Women of color engaged in feminist consciousness-raising on Twitter". In: Edwads-Tassie, Keisha; Brown-Givens, Sonja M. (eds.). Women of color and social media multitasking: blogs, timelines, feeds, and community. Lexington: Lexington Books, pp. 21-34. ISBN: 978 1 498528498
Hanhardt, Christina (2013). Safe space: gay neighborhood history and the politics of violence. Durham: Duke University Press Books. ISBN: 978 0 822354703
Haraway, Donna (1984). Manifiesto ciborg: el sueño irónico de un lenguaje común para las mujeres en el circuito integrado. http://repositorio.ciem.ucr.ac.cr/handle/123456789/81
Herring, Susan (1996). "Gender differences in CMC: bringing familiar baggage to the new frontier". In: Vitanza, Victor J. (ed.). CyberReader. Boston: Allyn & Bacon, pp. 144-154. ISBN: 978 0 205290864
Hewitt, Sara; Tiropanis, Thanassis; Bokhove, Christian (2016). "The problem of identifying misogynist language on Twitter (and other online social spaces)". In: Proceedings of the 8th ACM conference on web science, pp. 333-335. https://doi.org/10.1145/2908131.2908183
Huntemann, Nina (2015). "No more excuses: Using Twitter to challenge the symbolic annihilation of women in games". Feminist media studies, v. 15, n. 1, pp. 164-167. https://doi.org/10.1080/14680777.2015.987432
International Press Institute (2018). Medidas contra el acoso online en las redacciones. Estrategias y mejores prácticas que adoptan los medios en España. https://ipi.media/medidas-contra-el-acoso-online-en-las-redacciones-espana
Iranzo-Cabrera, María (2020). "#lasperiodistasparamos, gestación de una conciencia profesional feminista". Profesional de la información, v. 29, n. 2, e290222. https://doi.org/10.3145/epi.2020.mar.22
Jane, Emma (2017). Misogyny online: a short (and brutish) history. London: Sage. ISBN: 978 1 473916005 https://doi.org/10.4135/9781473916029
Jha, Akshita; Mamidi, Radhika (2017). "When does a compliment become sexist? analysis and classification of ambivalent sexism using Twitter data". In: Proceedings of the 2nd workshop on NLP and computational social science, pp. 7-16. https://doi.org/10.18653/v1/W17-2902
Juris, Jeffrey S. (2012). "Reflections on #occupy everywhere: social media, public space, and emerging logics of aggregation". American ethnologist, v. 39, n. 2, pp. 259-279. https://doi.org/10.1111/j.1548-1425.2012.01362.x
Lagarde-y-De-los-Ríos, Marcela (2012). El feminismo en mi vida. Hitos, claves y topías. Ciudad de México: Instituto de las mujeres del distrito federal. https://www.mujeresenred.net/IMG/pdf/ElFeminismoenmiVida.pdf
Lamoureux, Diane; Dupuis-Déri, Francis (2015). Antiféminismes. Analyse d´un discours réactionnaire. Montréal: Les éditions du remue-ménage. ISBN: 978 2 89091 534 3
Larrondo-Ureta, Ainara; Orbegozo-Terradillos, Julen (2021). "Hashtivism´s potentials for mainstreaming feminism in politics: the Red Lips Revolution transmedia narrative". Feminist media studies, published online 4 Feb. https://doi.org/10.1080/14680777.2021.1879197
La vanguardia (2021). "Increpan a Rocío Carrasco a grito de "˜stop feminazis´ a las puertas de los juzgados". La vanguardia, 30 abril. https://www.lavanguardia.com/gente/20210430/7419414/rocio-carrasco-stop-feminazis-juzgados-imago-pension-antonio-david.html
Lyons, Mathew N. (2017). Ctrl-Alt-Delete: The origins and ideology of the alternative right. Political Research Associates. https://www.politicalresearch.org/sites/default/files/2019-05/Lyons_CtrlAltDelete_PRINT.pdf
Manne, Kate (2017). Down girl: The logic of misogyny. Oxford: Oxford University Press. ISBN: 978 0 190604981
Mantilla, Karla (2013) "Gendertrolling: Misogyny adapts to new media". Feminist studies, v. 39, n. 2, pp. 563-570. https://www.jstor.org/stable/23719068
Martínez-Collado, Ana (1999). "Tecnología y construcción de la subjetividad. La feminización de la representación cyborg". Acción paralela: ensayo, teoría y crítica de la cultura y el arte contemporáneo, n. 5, p. 5. https://www.mujeresenred.net/spip.php?article1530
Martínez-Jiménez, Laura; Zurbano-Berenguer, Belén (2019). "Posmachismo, violencia de género y dinámicas de opinión en los cibermedios. Aproximaciones a la realidad española a partir de la experiencia de eldiario.es". Teknokultura. Revista de cultura digital y movimientos sociales, v. 16, n. 2, pp. 213-228. https://doi.org/10.5209/tekn.65173
Martínez-Rolán, Xabier; Piñeiro-Otero, Teresa (2017). "El uso de los memes en la conversación política 2.0. Una aproximación a una movilización efímera". Prisma social. Revista de ciencias sociales, n. 18, pp. 55-84. https://revistaprismasocial.es/article/view/1468
Marwick, Alice E. (2013). "Gender, sexuality, and social media". In: Hunsinger, Jeremy; Senft, Teressa M. (eds.). The social media handbook. New York: Routledge, pp. 59-75. ISBN: 978 0 415714419
Molpeceres-Arnáiz, Sandra; Filardo-Lamas, Laura (2020). "Llamamientos feministas en Twitter: ideología, identidad colectiva y reenmarcado de símbolos en la huelga del 8M y la manifestación contra la sentencia de "˜La Manada´". Dígitos. Revista de comunicación digital, n. 6, pp. 55-78. https://doi.org/10.7203/rd.v1i6.181
Murphy, Meghan (2013). "The trouble with Twitter feminism". Feminist current, 18 December. https://www.feministcurrent.com/2013/12/18/the-trouble-with-twitter-feminism
Nagle, Angela (2017). Kill all normies: online culture wars from 4Chan and Tumblr to Trump and the alt-right. Alresford: Zer0 Books. ISBN: 978 1 785355431
Nussbaum, Martha C. (2010). "Objectification and internet misogyny". In: Levmore, Saul; Nussbaum, Martha C. (eds.). The offensive Internet: speech, privacy and reputation. Cambridge (MA): Harvard University Press, pp. 68-88. ISBN: 978 0 674 05876 7 https://doi.org/10.2307/j.ctvjf9zc8
Pamungkas, Endang-Wahyu; Basile, Valerio; Patti, Viviana (2020). "Misogyny detection in Twitter: A multilingual and cross-domain study". Information processing & management, v. 57, n. 6. https://doi.org/10.1016/j.ipm.2020.102360
Pamungkas, Endang-Wahyu; Cignarella, Alessandra-Teresa; Basile, Valerio; Patti, Viviana (2018a). "Automatic identification of misogyny in English and Italian tweets at Evalita 2018 with a multilingual hate lexicon". In: Proceedings of the 6th evaluation campaign of natural language processing and speech tools for Italian. Final workshop (Evalita 2018). http://ceur-ws.org/Vol-2263/paper033.pdf
Pamungkas, Endang-Wahyu; Cignarella, Alessandra-Teresa; Basile, Valerio; Patti, Viviana (2018b). "14-ExLab@UniTo for AMI at IberEval2018: Exploiting lexical knowledge for detecting misogyny in English and Spanish tweets". In: Proceedings of the 3rd workshop on evaluation of human language technologies for Iberian languages (IberEval 2018), pp. 234-241. http://ceur-ws.org/Vol-2150/AMI_paper2.pdf
Phillips, Whitney (2012). "What an academic who wrote her dissertation on trolls thinks of Violentacrez". The Atlantic, 15 October. https://www.theatlantic.com/technology/archive/2012/10/what-an-academic-who-wrote-her-dissertation-on-trolls-thinks-of-violentacrez/263631
Plant, Sadie (1997). Zeros and ones: digital women and the new technoculture. London: Fourth Estate. ISBN: 978 1 857026986
Poland, Bailey (2016). Haters: harassment, abuse, and violence online. Lincoln: University of Nebraska Press. ISBN: 978 1 61234 872 8 https://doi.org/10.2307/j.ctt1fq9wdp
Portwood-Stacer, Laura; Berridge, Susan (2014). "Introduction: privilege and difference in (online) feminist activism". Feminist media studies, v. 14, n. 3, pp. 519-520. https://doi.org/10.1080/14680777.2014.909158
Posetti, Julie; Aboulez, Nermine; Bontcheva, Kalina; Harrison, Jackie; Waisbord, Silvio (2020). Online violence against women journalists: a global snapshot of incidence and impacts. Unesco. https://unesdoc.unesco.org/ark:/48223/pf0000375136
Rapley, Tim (2014). Los análisis de la conversación, del discurso y de documentos en la investigación cualitativa. Madrid: Editorial Morata. ISBN: 978 84 7112 778 5 https://dpp2017blog.files.wordpress.com/2017/08/dpp-libro-los-analisis.pdf
Rego, Richard (2018). "Changing forms and platforms of misogyny: Sexual harassment of women journalists on Twitter". Media watch, v. 9, n. 3, pp. 437-446. https://doi.org/10.17613/z92b-9882
Rentschler, Carrie A.; Thrift, Samantha C. (2015). "Doing feminism in the network: Networked laughter and the "˜Binders full of women´ meme". Feminist theory, v. 16, n. 3, pp. 329-359. https://doi.org/10.1177/1464700115604136
Richardson-Self, Louise (2018). "Woman-hating: On misogyny, sexism, and hate speech". Hypatia, v. 33, n. 2, pp. 256-272. https://doi.org/10.1111/hypa.12398
Risam, Roopika (2015). "Toxic feminity 4.0". First Monday, v. 20, n. 4. https://doi.org/10.5210/fm.v20i4.5896
Romero-Sánchez, Amparo (2014). "La utopía postfeminista: del ciberfeminismo al tecnofeminismo". Cuadernos del Ateneo, n. 32, pp. 156-169. https://dialnet.unirioja.es/servlet/articulo?codigo=5241123
Åžahi, Havvanur; Kılıí§, Yasemin; Saǧlam, Rahime-Belen (2018). "Automated detection of hate speech towards woman on Twitter". In: 2018 3rd international conference on computer science and engineering (UBMK), pp. 533-536. https://doi.org/10.1109/UBMK.2018.8566304
Southern, Rosalynd; Harmer, Emily (2019). "Twitter, incivility and "˜everyday´ gendered othering: an analysis of tweets sent to UK members of Parliament". Social science computer review, v. 32, n. 2, pp. 259-275. https://doi.org/10.1177/0894439319865519
Suler, John (2004). "The online disinhibition effect", Cyberpsychology and behavior, v. 7, n. 3, pp. 321-326. https://doi.org/10.1089/1094931041291295
Thrift, Samantha C. (2014). "#YesAllWomen as feminist meme event". Feminist media studies, v. 14, n. 6, pp. 1090-1092. https://doi.org/10.1080/14680777.2014.975421
Torres-Ugarte, Mikel (2017). "Odiómetro". GitHub repository. https://github.com/ojoven/odiometro
Trollbusters (s/d). Digital hygiene lessons. https://yoursosteam.wordpress.com/digital-hygiene-course
Varela, Nuria (2020). "El tsunami feminista". Revista nueva sociedad, n. 286, pp. 93-106. https://nuso.org/articulo/el-tsunami-feminista
Vega-Montiel, Aimée (2019). Ciberviolencia contra las mujeres y discurso de odio sexista. Instituto Electoral de la Ciudad de México. https://www.comecso.com/publicaciones/ciberviolencia-contra-mujeres-y-discurso-de-odio
Villar-Aguilés, Alicia; Pecourt-Gracia, Juan (2021). "Antifeminismo y troleo de género en Twitter. Estudio de la subcultura trol a través de #STOPfeminazis". Teknokultura. Revista de cultura digital y movimientos sociales, v. 1, n. 18, pp. 33-44. https://doi.org/10.5209/tekn.70225
Vogels, Emily A. (2021). "The state of online harassment". Pew Research Center, 13 January. https://www.pewresearch.org/internet/2021/01/13/the-state-of-online-harassment/
Wajcman, Judy (2006). Tecnofeminismo. Madrid: Ediciones Cátedra. ISBN: 84 376 2317 0
Waseem, Zeerak; Hovy, Dirk (2016). "Hateful symbols or hateful people? Predictive features for hate speech detection on Twitter". In: Proceedings of the NAACL Student research workshop, pp. 88-93. https://doi.org/10.18653/v1/N16-2013
Zafra, Remedios (2011). "Un cuarto propio conectado. Feminismo y creación desde la esfera público-privada online". Asparkía. Investigació feminista, v. 22, pp. 115-129. https://www.e-revistes.uji.es/index.php/asparkia/article/view/602
Downloads
Published
How to Cite
Issue
Section
License
Dissemination conditions of the articles once they are published
Authors can freely disseminate their articles on websites, social networks and repositories
However, the following conditions must be respected:
- Only the editorial version should be made public. Please do not publish preprints, postprints or proofs.
- Along with this copy, a specific mention of the publication in which the text has appeared must be included, also adding a clickable link to the URL: http://www.profesionaldelainformacion.com
- Only the final editorial version should be made public. Please do not publish preprints, postprints or proofs.
- Along with that copy, a specific mention of the publication in which the text has appeared must be included, also adding a clickable link to the URL: http://revista.profesionaldelainformacion.com
Profesional de la información journal offers the articles in open access with a Creative Commons BY license.