The DOI matches its Crossref record; 34 of the 34 references it cites were found in a registry or an index.
Baking Gender Into Social Media Design: How Platforms Shape Categories for Users and Advertisers
Open accessAbstract
In recent years, several popular social media platforms have launched freeform custom gender fields. This decision reconstitutes gender categories beyond an oppressive binary only permitting “males” and “females.” In this work, we uncover many different user-facing gender category design strategies within the social media ecosystem, ranging from custom gender options (on Facebook, Google+, and Pinterest) to the absence of gender fields entirely (on Twitter and LinkedIn). To explore how gender is baked into platform design, this article investigates the 10 most popular English-speaking social media platforms by performing recorded walkthroughs from two different subject positions: (1) a new user registering an account, and (2) a new advertiser creating an ad. We explore several different spaces in social media software where designers commonly program gender—sign-up pages, profile pages, and advertising portals—to consider (1) how gender is made durable through social media design, and (2) the shifting composition of the category of gender within the social media ecosystem more broadly. Through this investigation, we question how these categorizations attribute meaning to gender as they materialize in different software spaces, along with the recursive implications for society. Ultimately, our analysis reveals how social media platforms act as intermediaries within the larger ecosystem of advertising and web analytics companies. We argue that this intermediary role entrusts social media platforms with a considerable degree of control over the generation of broader categorization systems, which can be wielded to shape the perceived needs and desires of both users and advertising clients.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“LGBTQ+ users face a paradox: social media is crucial for identity formation, community building, and self-expression ( Robards et al. 2019), yet they encounter intensified algorithmic surveillance through content moderation tactics such as shadowbanning, demonetization, and account suspension (Are 2022; Bivens and Haimson 2016; Gillespie 2022).”
From Staring Back at the Surveillance Gaze: The Resistance of LGBTQ+ Users on Social Media (2026) · cites this paper as Bivens and Haimson 2016
In the citing paper
“For LGBTQ+ users, social media has been known to reinforce gender binaries and to conflate queer content as”
From Staring Back at the Surveillance Gaze: The Resistance of LGBTQ+ Users on Social Media (2026) · cites this paper as Bivens and Haimson 2016
Citations
Cites
Mapping the Margins: Intersectionality, Identity Politics, and Violence against Women of Color
Crenshaw, K. (1991) · Stanford Law Review · doi:10.2307/1229039 · Cited by 32,792
Sorting Things Out: Classification and Its Consequences
Bowker, G. C., & Star, S. L. (1999) · doi:10.7551/mitpress/6352.001.0001 · Cited by 6,188
Butler, J. (2004) · doi:10.4324/9780203499627 · Cited by 5,556
Sorting Things Out: Classification and Its Consequences
(2000) · The Journal of Academic Librarianship · doi:10.1016/s0099-1333(00)00155-5 · Cited by 5,212
The Culture of Connectivity: A Critical History of Social Media
van Dijck, J. (2013) · doi:10.1093/acprof:oso/9780199970773.001.0001 · Cited by 2,688
Gillespie, T. (2010) · New Media & Society · doi:10.1177/1461444809342738 · Cited by 2,522 · cited 3×
“By emphasizing neutrality, platforms can more easily conceal important choices about what can appear on the site and how data are archived, owned, and monetized (Gehl, 2011; Gillespie, 2010).”
BackgroundBardzell, S. (2010) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753521 · Cited by 1,139
A Networked self: identity, community, and culture on social network sites
(2011) · Choice Reviews Online · doi:10.5860/choice.48-3694 · Cited by 1,094
Code/Space: Software and Everyday Life
Kitchin, R., & Dodge, M. (2011) · doi:10.7551/mitpress/9780262042482.001.0001 · Cited by 964
Feminist theories of technology
Wajcman, J. (2009) · Cambridge Journal of Economics · doi:10.1093/cje/ben057 · Cited by 829
Research works printed but not linked: 5
- 10.1215/9780822392149 · DOI
- Burgess J., 2015, Paper presented at the ICA Conference
- Butler J., 1999, Gender trouble
- Chun W. H. K., 2013, Race after the Internet, 38
- Stryker S., 2008, Transgender history
Cited by
Sorted by citations
Items 201–239 of 239
Walton, M., & Aderibigbe, D. (2025) · AoIR Selected Papers of Internet Research · doi:10.5210/spir.v2024i0.14075
Noone, R., & Bhandari, A. (2025) · Cambridge University Press eBooks · doi:10.1017/9781009255165.006
Researching Health and Fitness Apps to Readdress the Gender Gap
Sepúlveda, R., & Álvares, C. (2025) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83662-594-020251003
Interfaces gráficas y género: impacto en discursos normativos
Ferruzca-Navarro, M. V., Tirado, P. C. P., Villegas-Cortéz, J., & Mora-Gutiérrez, R. A. (2025) · GDI Revista de investigación de Género Diseño e Innovación · doi:10.63206/gdi.2025.2.1
PARODI GENDER SEBAGAI MEDIA KRITIK SOSIAL: STEREOTIPIKAL SIKAP PEREMPUAN DALAM KONTEN SOSIAL MEDIA
Primadewi, N., Waryanti, D. R., & Abdullah, V. A. (2025) · Brikolase Jurnal Kajian Teori Praktik dan Wacana Seni Budaya Rupa · doi:10.33153/brikolase.v17i1.7171
Social Psychology and Media: A Sociological Account
Davis, J. L. (2025) · Handbooks of sociology and social research · doi:10.1007/978-3-031-93138-3_21
Den digitala dansen : En studie om sociala mediers design och effekter på unga vuxna
Hammarberg, C., & Höglund, E. (2024) · Hogskolan Ihalmstad (Halmstad University)
Envisioning Identity: The Social Production of Computer Vision
Scheuerman, M. K. (2023) · CU Scholar (University of Colorado Boulder)
Exploring Fan-Celebrity Parasocial Relationships on Cameo
Sarraf, N. (2024) · eScholarship@McGill (McGill) · doi:10.82308/45456
Edwards, E. J. (2023) · eScholarship (California Digital Library)
Matheus, G. (2021) · UNAM Scholarly Repository (University of Namibia)
34519 How to Use Feature Analysis to Reveal Dominant Norms and Assumptions in a Set of Apps
Hasinoff, A. A., & Bivens, R. (2025) · De Gruyter eBooks · doi:10.1515/9783111247854-019
Self-citationA Thematic Exploration of the Lived Experience of Sex Workers Who Are Censored Online
Versey, G. (2023) · Tuwhera (Auckland University of Technology)
Category trouble: AI’s queer problem
Gáti, D. (2026) · AI & Society · doi:10.1007/s00146-025-02818-5
And the Machine World Will Deliver Him His Wealth
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-004
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-002
4. Broken Machines: Toward a Feminist Technological Determinism
Sharma, S. (2026) · Duke University Press eBooks · doi:10.1515/9781478062165-005
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-003
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-008
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-006
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-009
(2026) · Duke University Press eBooks · doi:10.1215/9781478062165-001
Surfacing and Applying Meaning: Supporting Hermeneutical Autonomy for LGBTQ+ People in Taiwan
Chen, Y.-T., Chang, E.-K., Bi, N., & Goyal, N. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3790816
Snapchat’s Broken Promises: A Gender Analysis of the Social Media Platform
Richard, M. (2021) · Era Novum revue académique interdisciplinaire d enjeux sociaux et environnementaux · doi:10.65615/whs6tz77
Making “her” taste: Algorithmic genres and women’s viewing practices in Taiwan
Chen, W.-P., & Chung, H.-C. (2026) · First Monday · doi:10.5210/fm.v31i4.14462
Kirks-Cler, D. N., & Marathe, M. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3790736
Into the Unknown: Accounting for Missing Demographic Data when Mitigating Ad Delivery Skew
Corpus, I., & Koenecke, A. (2026) · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · doi:10.1145/3805689.3812375
Khan, T. A., Yaqoob, S., Showkat, H., & Ahmed, A. (2026) · Marriage & Family Review · doi:10.1080/01494929.2026.2668537
Making Personal Data Personal: The Emergence of Enactive Data in Organizations
Stelmaszak, M., Masiero, S., Wyers, K., Aaltonen, A., & Wagner, E. K. (2026) · Springer eBooks · doi:10.1007/978-3-032-20821-7_5
Assalamah, T. M., Sugihartati, R., Saud, M., & Danugroho, A. (2026) · Women s Studies International Forum · doi:10.1016/j.wsif.2026.103384
The Social Media Methods Workbook
Feigenbaum, A., & Tønnesen, O. D. (2026) · Routledge eBooks · doi:10.4324/9781003461579
Can't Compute: Moving Towards an Equitable Digital World
Martin-Bariteau, F., Dunn, S., & Ahmed, N. (2023) · uO Research (University of Ottawa) · doi:10.20381/ruor-31222
Structured Absences: Burial, Erasure, and Gender Visibility in Dating App DesignPreprint
Thompson, R. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7330473
Crawford, S., Phillips, M. J., & Devenport, S. (2026) · Current Psychology · doi:10.1007/s12144-026-09980-z
Yang, Z., & Zhang, Z. (2026) · International Review for the Sociology of Sport · doi:10.1177/10126902261478960
Gallardo, A., Klucinec, L., Bauer, L., & Cranor, L. F. (2026) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3817022
Wang, Z.-Z., Liu, S., & Wang, P. (2026) · Gender Work and Organization · doi:10.1111/gwao.70267
Chartrand, A. (2026) · Spectrum Research Repository (Concordia University)
Metadata
- Authors
- Bivens, R., & Haimson, O. L.
- Affiliations
- Carleton University (CA)
- University of California, Irvine (US)
- Corresponding author
- Bivens, Rena
- Venue
- Social Media + Society
- Publisher
- SAGE Publications
- Published
- 2016-10
- Volume
- 2
- Issue
- 4
- ISSN
- 2056-3051 (ISSN-L)
- OpenAlex
- W2530495025
- Cited by
- 240
- References
- 34
- Citations by year
- 2026: 28 · 2025: 25 · 2024: 34 · 2023: 21 · 2022: 49 · 2021: 25 · 2020: 28 · 2019: 11 · 2018: 13 · 2017: 6
- FWCI
- 7.14
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Social Media + Society (publishedVersion, cc-by-nc)
- Carleton University's Institutional Repository (MacOdrum Library, Carleton University) (submittedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Science Foundation
- Rural Development Administration
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Ethics and Social Impacts of AI
- Social Sciences › Gender Studies › Gender, Feminism, and Media
- Social Sciences › Gender Studies › Gender and Feminist Studies
- Keywords
- gender categories, social media design, gender binary, platform design, user registration, advertising, intermediaries, web analytics, Facebook, Twitter, LinkedIn, gender categorization
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 ›
Are you an author, or do you see a problem with this page? Request a review