Research Article
Wikipedia’s front page ten years evolution: Gender gap and implicit bias in biographies and editorial policies
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1 Department of Library and Information Science and Audiovisual Communication, Universitat de Barcelona, Barcelona, SPAIN* Corresponding Author
Online Journal of Communication and Media Technologies, 15(4), October 2025, e202535, https://doi.org/10.30935/ojcmt/17483
Published: 02 December 2025
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ABSTRACT
Wikipedia, as one of the world’s most visited digital web pages, serves as a global provider of knowledge. However, it is not immune to societal biases, including the gender gap that has been a persistent issue. We conducted a decade-long analysis (2013-2023) of 4,218 main pages from the English and Spanish editions of Wikipedia. Our study explores implicit biases–including language, occupation, ethnic group, religion, country and gender identity–among 22,924 biographies featured on these front pages. Beyond examining the selection of biographical content featured daily on the front page, we analyzed 31 editorial guidelines employed by the gatekeepers who determine which stories gain prominence on these pages. This study underscores the imperative for systemic change within the platform’s editorial practices. Recognizing these issues is crucial for mitigating disparities in online knowledge representation and cultivating a more inclusive and diverse digital information landscape.
CITATION (APA)
Ferran-Ferrer, N., Centelles, M., & Fernández, L. (2025). Wikipedia’s front page ten years evolution: Gender gap and implicit bias in biographies and editorial policies. Online Journal of Communication and Media Technologies, 15(4), e202535. https://doi.org/10.30935/ojcmt/17483
REFERENCES
- Anderson, M., Hitlin, P., & Atkinson, M. (2016). Wikipedia at 15: Millions of readers in scores of languages. Pew Research Center. https://www.pewresearch.org/short-reads/2016/01/14/wikipedia-at-15/
- Anthias, F. (2013). Intersectional what? Social divisions, intersectionality and levels of analysis. Ethnicities, 13(1), 3-19. https://doi.org/10.1177/1468796812463547
- Antin, J., Yee, R., Cheshire, C., & Nov, O. (2011). Gender differences in Wikipedia editing. In F. Ortega, & A. Forte (Eds.), Proceedings of the 7th International Symposium on Wikis and Open Collaboration (pp. 11-14). ACM. https://doi.org/10.1145/2038558.2038561
- Barzilai-Nahon, K. (2009). Gatekeeping: A critical review. Annual Review of Information Science and Technology, 43(1), 1-79. https://doi.org/10.1002/aris.2009.1440430117
- Bear, J. B., & Collier, B. (2016). Where are the women in Wikipedia? Understanding the different psychological experiences of men and women in Wikipedia. Sex Roles, 74(5), 254-265. https://doi.org/10.1007/s11199-015-0573-y
- Berndt Rasmussen, K. (2020). Implicit bias and discrimination. Theoria, 86(6), 727-748. https://doi.org/10.1111/theo.12227
- Carroll, T. W. (2017). Intersectionality and identity politics: Cross-identity coalitions for progressive social change. Signs: Journal of Women in Culture and Society, 42(3), 600-607. https://doi.org/10.1086/689625
- Centelles, M., & Ferran-Ferrer, N. (2024). Assessing knowledge organization systems from a gender perspective: Wikipedia taxonomy and Wikidata ontologies. Journal of Documentation, 80(7), 124-147. https://doi.org/10.1108/JD-11-2023-0230
- Collins, P. H., & Bilge, S. (2020). Intersectionality. John Wiley & Sons.
- Eckert, S., & Steiner, L. (2013). (Re)triggering backlash: Responses to news about Wikipedia’s gender gap. Journal of Communication Inquiry, 37(4), 284-303. https://doi.org/10.1177/0196859913505618
- Ferran-Ferrer, N., Castellanos-Pineda, P., Minguillón, J., & Meneses, J. (2021). The gender gap on the Spanish Wikipedia: Listening to the voices of women editors. El Profesional de La Información, 30(5), Article e300516. https://doi.org/10.3145/epi.2021.sep.16
- Ferran-Ferrer, N., Centelles, M., Macià, Y., Boté-Vericad, J.-J., & Minguillón, J. (2024). Dones de categoria: Anàlisi del biaix de gènere a les categories de Viquipèdia [Women in category: Analysis of gender bias in Wikipedia categories]. Xarxa Vives d’Universitats; Centre de Recerca en Informació, Comunicació i Cultura (CRICC). https://www.vives.org/book/dones-de-categoria-analisi-del-biaix-de-genere-a-les-categories-de-viquipedia/
- Ferran-Ferrer, N., Fernández, L., & Centelles, M. (2024). Behind the front page: A comparative gender gap study on Wikipedia’s main page through gatekeeping and agenda-setting theories. 10th European Communication Conference, ECREA 2024, Communication and Social (Dis)order. Faculty of Social Sciences, University of Ljibljana, Slovenia, September 24-26.
- Ford, H., & Wajcman, J. (2017). ‘Anyone can edit’, not everyone does: Wikipedia’s infrastructure and the gender gap. Social Studies of Science, 47(4), 511-527. https://doi.org/10.1177/0306312717692172
- Geiger, R. S. (2017). Beyond opening up the black box: Investigating the role of algorithmic systems in Wikipedian organizational culture. Big Data & Society, 4(2), 205395171773073. https://doi.org/10.1177/2053951717730735
- Gruwell, L. (2015). Wikipedia’s politics of exclusion: Gender, epistemology, and feminist rhetorical (in)action. Computers and Composition, 37, 117-131. https://doi.org/10.1016/j.compcom.2015.06.009
- Hargittai, E., & Shaw, A. (2015). Mind the skills gap: The role of Internet know-how and gender in differentiated contributions to Wikipedia. Information, Communication & Society, 18(4), 424-442. https://doi.org/10.1080/1369118X.2014.957711
- Harvey, A. (2020). Feminist media studies. Polity Press.
- Hinnosaar, M. (2019). Gender inequality in new media: Evidence from Wikipedia. Journal of Economic Behavior & Organization, 163, 262-276. https://doi.org/10.1016/j.jebo.2019.04.020
- Hood, N., & Littlejohn, A. (2018). Hacking history: Redressing gender inequities on Wikipedia through an Editathon. The International Review of Research in Open and Distributed Learning, 19(5), 203-217. https://doi.org/10.19173/irrodl.v19i5.3549
- Ju, B., & Stewart, B. (2019). “The right information”: Perceptions of information bias among Black Wikipedians. Journal of Documentation, 75(6), 1486-1502. https://doi.org/10.1108/JD-02-2019-0031
- Kalleberg, A. L. (2018). Job insecurity and well-being in rich democracies. The Economic and Social Review, 49(3), 241-258.
- Keegan, B., & Gergle, D. (2010). Egalitarians at the gate: One-sided gatekeeping practices in social media. In Proceedings of the 2010 ACM Conference on Computer Supported Cooperative Work (pp. 131-134). ACM. https://doi.org/10.1145/1718918.1718943
- Kleeman, J. (2015). The Wikipedia wars: Does it matter if our biggest source of knowledge is written by men. New Statesman. https://www.newstatesman.com/long-reads/2015/05/wikipedia-has-colossal-problem-women-dont-edit-it
- Knott, K., & Poole, E. (2016). Media portrayals of religion and the secular sacred: Representation and change. Routledge. https://doi.org/10.4324/9781315594514
- Lam, S. K., Uduwage, A., Dong, Z., Sen, S., Musicant, D. R., Terveen, L., & Riedl, J. (2011). WP: clubhouse?: An exploration of Wikipedia’s gender imbalance. In F. Ortega, & A. Forte (Eds.), Proceedings of the 7th International Symposium on Wikis and Open Collaboration (pp. 10-11). ACM. https://doi.org/10.1145/2038558.2038560
- Leonard, V., & Bond, S. E. (2019). Advancing feminism online tools, visibility, and women in classics. Studies in Late Antiquity, 3(1), 4-16. https://doi.org/10.1525/sla.2019.3.1.4
- Macharia, S. (2020). Global media monitoring project (GMMP). In The international encyclopedia of gender, media, and communication (pp. 1-6). John Wiley & Sons. https://doi.org/10.1002/9781119429128.iegmc074
- Matei, S. A., & Dobrescu, C. (2011). Wikipedia’s “neutral point of view”: Settling conflict through ambiguity. The Information Society, 27(1), 40-51. https://doi.org/10.1080/01972243.2011.534368
- Matud, M. P., Espinosa, I., & Rodríguez Wangüemert, C. (2021). Women and men portrayal on television news: A study of Spanish television newscast. Feminist Media Studies, 21(2), 298-314. https://doi.org/10.1080/14680777.2019.1681489
- McCombs, M. E., & Shaw, D. L. (1972). The agenda-setting function of mass media. Public Opinion Quarterly, 36(2), 176–187.
- Menking, A., & Erickson, I. (2015). The heart work of Wikipedia: Gendered, emotional labor in the world’s largest online encyclopedia. In B. Begole, J. Kim, K. Inkpen, & W. Woo (Eds.), Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems (pp. 207-210). ACM. https://doi.org/10.1145/2702123.2702514
- Menking, A., & Rosenberg, J. (2021). WP:NOT, WP:NPOV, and other stories Wikipedia tells us: A feminist critique of Wikipedia’s epistemology. Science Technology and Human Values, 46(3), 455-479. https://doi.org/10.1177/0162243920924783
- Minguillón, J., Meneses, J., Aibar, E., Ferran-Ferrer, N., & Fàbregues, S. (2021). Exploring the gender gap in the Spanish Wikipedia: Differences in engagement and editing practices. PLOS ONE, 16(2), Article e0246702. https://doi.org/10.1371/journal.pone.0246702
- Miquel-Ribé, M., & Laniado, D. (2021). The Wikipedia diversity observatory: Helping communities to bridge content gaps through interactive interfaces. Journal of Internet Services and Applications, 12(1), Article 25. https://doi.org/10.1186/s13174-021-00141-y
- Pageviews Analysis. (2023). Pageviews Analysis. https://pageviews.wmcloud.org/pageviews/?project=en.wikipedia.org&platform=all-access&agent=user&redirects=0&range=latest-20&pages=Cat|Dog
- Park, D. E., & Bridges, L. M. (2022). Meet students where they are: Centering Wikipedia in the classroom. Communications in Information Literacy, 16(1), 4-23. https://doi.org/10.15760/comminfolit.2022.16.1.2
- Pennycook, A., & Otsuji, E. (2015). Metrolingualism: Language in the city. Routledge. https://doi.org/10.4324/9781315724225
- Ramírez-Ordóñez, D., & Ferran-Ferrer, N. (2023). Endurance against oblivion: The case of the Articles for Deletion with gender perspective in Wikipedia. Proceedings of the Wiki Workshop (10th Edition). https://wikiworkshop.org/2023/papers/WikiWorkshop2023_paper_34.pdf
- Ramírez-Ordóñez, D., Ferran-Ferrer, N., & Meneses, J. (2022). Wikipedia and gender: The deleted, the marked, and the unpolluted biographies. Proceedings of the Wiki Workshop (9th Edition). https://wikiworkshop.org/2022/papers/WikiWorkshop2022_paper_27.pdf
- Redi, M., Gerlach, M., Johnson, I., Morgan, J., & Zia, L. (2021). A taxonomy of knowledge gaps for Wikimedia projects. arXiv. http://arxiv.org/abs/2008.12314
- Reinoso, A. J., González-Barahona, J.M., Muñoz-Mansilla, R., & Herraiz Tabernero, I. (2011). A quantitative examination of the impact of featured articles in Wikipedia. In Proceedings of the ICSOFT 2011–International Conference on Software and Data Technologies. https://oa.upm.es/7243/1/86cameraReady.pdf
- Religious Information by Country. (2024). Religious information by country. Wikipedia. https://en.wikipedia.org/w/index.php?title=Religious_information_by_country&oldid=1220768353
- Sefidari Huici, M. (2022). Equidad de conocimiento y sesgos: Un análisis cuantitativo del contenido destacado en la portada de Wikipedia [Knowledge equity and biases: A quantitative analysis of featured content on the Wikipedia homepage]. IC Revista Científica de Información y Comunicación, 19, 141-163. https://doi.org/10.12795/IC.2022.I19.07
- Spack, R. (1997). The rhetorical construction of multilingual students. TESOL Quarterly, 31(4), Article 765. https://doi.org/10.2307/3587759
- Star, S. L. (1999). The ethnography of infrastructure. American Behavioral Scientist, 43(3), 377-391. https://doi.org/10.1177/00027649921955326
- Tkacz, N. (2014). Wikipedia and the politics of openness. University of Chicago Press. https://doi.org/10.7208/chicago/9780226192444.001.0001
- Toupin, S. (2020). Feminist peer production. In M. O’Neil, C. Pentzold, & S. Toupin (Eds.), The handbook of peer production (pp. 311-321). Wiley. https://doi.org/10.1002/9781119537151.ch23
- Tripodi, F. (2023). Ms. categorized: Gender, notability, and inequality on Wikipedia. New Media & Society, 25(7), 1687-1707. https://doi.org/10.1177/14614448211023772
- Ukwoma, S. C., Osadebe, N. E., Okafor, V. N., & Ezeani, C. N. (2021). Unveiling the veiled: Wikipedia collaborating with academic libraries in Africa in creating visibility for African women through art plus feminism Wikipedia edit-a-thon. Digital Library Perspectives, 37(4), 449-462. https://doi.org/10.1108/DLP-08-2020-0079
- van Dijk, J. (2012). The network society. SAGE.
- Wagner, C., Garcia, D., Jadidi, M., & Strohmaier, M. (2015). It’s a man’s Wikipedia?: Assessing gender inequality in an online encyclopedia. In Proceedings of the 9th International AAAI Conference on Web and Social Media (pp. 454-463). PKP. https://doi.org/10.1609/icwsm.v9i1.14628
- Wagner, C., Graells-Garrido, E., Garcia, D., & Menczer, F. (2016). Women through the glass ceiling: Gender asymmetries in Wikipedia. EPJ Data Science, 5(1). https://doi.org/10.1140/epjds/s13688-016-0066-4
- Wikimedia. (2023a). List of Wikipedias by edits per article. https://meta.wikimedia.org/wiki/List_of_Wikipedias_by_edits_per_article
- Wikimedia. (2023b). Wikimedia statistics: All wikis. https://stats.wikimedia.org/#/all-projects
- Wikipedia. (2023a). List of most-visited websites. https://en.wikipedia.org/w/index.php?title=List_of_most-visited_websites&oldid=1189478387
- Wikipedia. (2023b). Statistics. https://en.wikipedia.org/wiki/Special:Statistics?action=raw
- Wikipedia. (2024). List of Wikipedias. https://en.wikipedia.org/w/index.php?title=List_of_Wikipedias&oldid=1229876652
- Wikipedia. (2025). Wikipedia: Statistics. https://en.wikipedia.org/w/index.php?title=Wikipedia:Statistics&oldid=1320603209
- Worku, Z., Bipat, T., McDonald, D. W., & Zachry, M. (2020). Exploring systematic bias through article deletions on Wikipedia from a behavioral perspective. In G. Robles, K.-J. Stol, & X. Wang (Eds.), Proceedings of the 16th International Symposium on Open Collaboration (pp. 1-22). ACM. https://doi.org/10.1145/3412569.3412573
- Zhang, C. C., & Terveen, L. (2021). Quantifying the gap: A case study of Wikidata gender disparities. In G. Robles, K.-J. Stol, & X. Wang (Eds.), Proceedings of the 16th International Symposium on Open Collaboration (pp. 1-12). ACM. https://doi.org/10.1145/3479986.3479992
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