The platformization of gender and sexual identities: an algorithmic analysis of Pornhub

References

• Adult Video News. 2013. ‘Manwin Becomes MindGeek.’ Adult Video News, October 8. Accessed January 6, 2022. https://avn.com/business/articles/technology/manwin-becomes-mindgeek-534744.html.
   Google Scholar
• Agosti, Claudio and Giulia Corona. 2020. ‘PornHub Tracking Exposed’, January 1. Accessed January 6, 2022. https://pornhub.tracking.exposed/.
   Google Scholar
• Airoldi, Massimo, Davide Beraldo, and Alessandro Gandini. 2016. ‘Follow the Algorithm: An Exploratory Investigation of Music on YouTube.’ Poetics 57 (1): 1–13. https://doi.org/10.1016/j.poetic.2016.05.001.
   Google Scholar
• Albury, Kath. 2014. ‘Porn and Sex Education, Porn as Sex Education.’ Porn Studies 1 (1–2): 172–181.
   Google Scholar
• Arthurs, Jane, Sophia Drakopoulou and Alessandro Gandini. 2018. ‘Researching YouTube.’ Convergence 24 (1): 3–15.
   Web of Science ®Google Scholar
• Arvidsson, Adam. 2007. ‘Netporn: The Work of Fantasy in the Information Society.’ In C’Lick Me: A Netporn Studies Reader, edited by Katrien Jacobs, Marije Janssen and Matteo Pasquinelli, 69–76. Amsterdam: Institute of Network Cultures.
   Google Scholar
• Ashton, Sarah, Karalyn McDonald and Maggie Kirkman. 2019. ‘What Does ‘Pornography’ Mean in the Digital Age? Revisiting a Definition for Social Science Researchers.’ Porn Studies 6 (2): 144–168.
   Google Scholar
• Barrie, Joshua. 2017. ‘This is How Much of the Internet is Porn.’ Mirror, February 9. Accessed January 6, 2022. https://www.mirror.co.uk/tech/how-much-internet-porn-9784557.
   Google Scholar
• Bastian, Mathieu, Sebastien Heymann and Mathieu Jacomy. 2009. ‘Gephi: An Open Source Software for Exploring and Manipulating Networks.’ Proceedings of the International AAAI Conference on Web and Social Media 3 (1): 361–362. https://ojs.aaai.org/index.php/ICWSM/article/view/13937.
   Google Scholar
• Beraldo, Davide, Stefania Milan, Jeroen de Vos, Claudio Agosti, Bruno Nadalic Sotic, Rens Vliegenthart, Sanne Kruikemeier, et al. 2021. ‘Political Advertising Exposed: Tracking Facebook ads in the 2021 Dutch Elections.’ Internet Policy Review. https://policyreview.info/articles/news/political-advertising-exposed-tracking-facebook-ads-2021-dutch-elections/1543.
   Google Scholar
• Bishop, Sophie. 2018. ‘Anxiety, Panic and Self-Optimization: Inequalities and the YouTube Algorithm.’ Convergence 24 (1): 69–84.
   Google Scholar
• Bivens, Rena. 2017. ‘The Gender Binary Will Not Be Deprogrammed: Ten Years of Coding Gender on Facebook.’ New Media & Society 19 (6): 880–898.
   Web of Science ®Google Scholar
• Bivens, Rena and Olivier L. Haimson. 2016. ‘Baking Gender Into Social Media Design: How Platforms Shape Categories for Users and Advertisers.’ Social Media + Society.
   Web of Science ®Google Scholar
• Blondel, Vincent D., Jean-Loup Guillaume, Renaud Lambiotte and Etienne Lefebvre. 2008. ‘Fast Unfolding of Communities in Large Networks.’ Journal of Statistical Mechanics: Theory and Experiment (10): 1–12.
   Google Scholar
• Bonini, Tiziano and Alessandro Gandini. 2019. ‘First Week is Editorial, Second Week is Algorithmic': Platform Gatekeepers and the Platformization of Music Curation.’ Social Media+ Society (1): 1–11.
   Google Scholar
• Bruns, Axel. 2009. ‘From Prosumer to Produser: Understanding User-Led Content Creation.’ Transforming Audiences 2009. September 3. England, London.
   Google Scholar
• Bucher, Taina. 2012. ‘Want to be on the Top? Algorithmic Power and the Threat of Invisibility on Facebook.’ New Media & Society 14 (7): 1164–1180.
   Web of Science ®Google Scholar
• Bucher, Taina, and Anne Helmond. 2018. ‘The Affordances of Social Media Platforms.’ In The Sage Handbook of Social Media, edited by Jean Burgess, Alice Marwick and Thomas Poell. SAGE Publications Ltd. https://dx.doi.org/10.4135/9781473984066.n14.
   Google Scholar
• Burke, Nathaniel B. 2016. ‘Straight-acting: Gay Pornography, Heterosexuality, and Hegemonic Masculinity.’ Porn Studies 3 (3): 238–254.
   Google Scholar
• Diakopoulos, Nicholas. 2014. ‘Algorithmic Accountability Reporting: On the Investigation of Black Boxes’. Tow Center for Digital Journalism, Columbia University. https://doi.org/10.7916/D8ZK5TW2.
   Google Scholar
• Drenten, Jenna, Lauren Gurrieri and Meagan Tyler. 2020. ‘Sexualized Labour in Digital Culture: Instagram Influencers, Porn Chic and the Monetization of Attention.’ Gender, Work & Organization 27 (1): 41–66.
   Web of Science ®Google Scholar
• Duffy, Brooke Erin, Thomas Poell and David B. Nieborg. 2019. ‘Platform Practices in the Cultural Industries: Creativity, Labor, and Citizenship.’ Social Media + Society (4): 1–8.
   Web of Science ®Google Scholar
• Electronic Frontier Foundation. 2014. ‘About Surveillance Self-Defense.’ May 8. Accessed January 6, 2022. https://ssd.eff.org/en/about-surveillance-self-defense.
   Google Scholar
• Fritz, Niki, Vinny Malic, Paul Bryant and Yanyan Zhou. 2020. ‘Worse Than Objects: The Depiction of Black Women and Men and Their Sexual Relationship in Pornography.’ Gender Issues. doi:10.1007/s12147-020-09255-2.
   Web of Science ®Google Scholar
• Gehl, Robert W., Lucas Moyer-Horner and Sarah K. Yeo. 2017. ‘Training Computers to See Internet Pornography: Gender and Sexual Discrimination in Computer Vision Science.’ Television & New Media 18 (6): 529–547.
   Web of Science ®Google Scholar
• Gerrard, Ysabel and Helen Thornham. 2020. ‘Content Moderation: Social Media’s Sexist Assemblages.’ New Media and Society 22 (7): 1266–1286.
   Web of Science ®Google Scholar
• Hargreaves, Eduardo, Claudio Agosti, Daniel Menasché, Giovanni Neglia, Alexander Reiffers-Masson and Eitan Altman. 2018. ‘Biases in the Facebook News Feed: A Case Study on the Italian Elections.’ 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM). https://doi.org/10.1109/ASONAM.2018.8508659.
   Google Scholar
• Jacomy, Mathieu, Tommaso Venturini, Sebastien Heymann and Mathieu Bastian. 2014. ‘ForceAtlas2, a Continuous Graph Layout Algorithm for Handy Network Visualization Designed for the Gephi Software.’ PLoS ONE 9 (6): e98679.
   PubMed Web of Science ®Google Scholar
• Keilty, Patrick. 2018. ‘Desire by Design: Pornography as Technology Industry.’ Porn Studies 5 (3): 338–342.
   Google Scholar
• Kitchin, Rob. 2016. ‘Thinking Critically About and Researching Algorithms.’ Information, Communication & Society 20 (1): 14–29.
   Web of Science ®Google Scholar
• Lobato, Ramon. 2016. ‘The Cultural Logic of Digital Intermediaries: YouTube Multichannel Networks.’ Convergence 22 (4): 348–360.
   Web of Science ®Google Scholar
• Lobato, Ramon. 2019. Netflix Nations: The Geography of Digital Distribution. New York: NYU Press.
   Google Scholar
• Lord, Phil. 2020. ‘Pornhub: Opening the Floodgates?’ Houston Law Review Off the Record 11 (2): 54–59.
   Google Scholar
• MacDonald, Margaret. 2019. ‘Desire for Data: PornHub and the Platformization of a Culture Industry.’ Doctoral dissertation, Concordia University.
   Google Scholar
• Maris, Elena, Timothy Libert, and Jennifer R. Henrichsen. 2020. ‘Tracking Sex: The Implications of Widespread Sexual Data Leakage and Tracking on Porn Websites.’ New Media & Society 22 (11): 2018–2038.
   Web of Science ®Google Scholar
• Mazières, Antoine, Mathieu Trachman, Jean-Philippe Cointet, Baptiste Coulmont and Cristophe Prieur. 2014. ‘Deep Tags: Toward a Quantitative Analysis of Online Pornography.’ Porn Studies 1 (1–2): 80–95.
   Google Scholar
• van der Nagel, Emily. 2020. ‘Verifying Images: Deepfakes, Control, and Consent.’ Porn Studies 7 (4): 424–429.
   Google Scholar
• van der Nagel, Emily. 2013. ‘Faceless Bodies: Negotiating Technological and Cultural Codes on Reddit Gonewild.’ Journal of Media Arts Culture. http://scan.net.au/scn/journal/vol10number2/Emily-van-der-Nagel.html.
   Google Scholar
• Nieborg, David B., and Thomas Poell. 2018. ‘The Platformization of Cultural Production: Theorizing the Contingent Cultural Commodity.’ New Media & Society 20 (11): 4275–4292.
   Web of Science ®Google Scholar
• Noble, Safiya Umoja. 2018. Algorithms of Oppression: How Search Engines Reinforce Racism. New York: NYU Press. https://doi.org/10.2307/j.ctt1pwt9w5.
   Google Scholar
• Paasonen, Susanna. 2009. ‘Online Pornography, Normativity and the Nordic Context.’ In Cyberfeminism in Northern Lights: Digital Media and Gender in a Nordic Context, edited by Malin Sveningsson Elm and Jenny Sundén, 51–72. Cambridge: Cambridge Scholars Publishing.
   Google Scholar
• Paasonen, Susanna, Kylie Jarrett and Ben Light. 2019. NSFW: Sex, Humor, and Risk in Social Media. Cambridge: MIT Press.
   Google Scholar
• Pasquale, Frank. 2016. The Black Box Society. Cambridge: Harvard University Press.
   Google Scholar
• Pornhub. 2021. ‘Pornhub Insights’. Accessed January 6, 2022. https://www.pornhub.com/insights/.
   Google Scholar
• Postigo, Hector. 2016. ‘The Socio-Technical Architecture of Digital Labor: Converting Play into YouTube Money.’ New Media & Society 18 (2): 332–349.
   Web of Science ®Google Scholar
• Public Data Lab. 2021. ‘A Field Guide to Algorithms.’ (forthcoming). Accessed January 6, 2022. https://publicdatalab.org/projects/a-field-guide-to-algorithms/.
   Google Scholar
• Raustiala, Kal and Cristopher Jon Sprigman. 2018. ‘The Second Digital Disruption: Streaming & the Dawn of Data-Driven Creativity.’ New York University Law Review 94 (6): 18–30.
   Web of Science ®Google Scholar
• Rieder, Bernhard, Ariadna Matamoros-Fernández, Òscar Coromina. 2018. ‘From Ranking Algorithms to ‘Ranking Cultures': Investigating the Modulation of Visibility in YouTube Search Results’. Convergence 24 (1): 50–68. https://doi.org/10.1177/1354856517736982.
   Google Scholar
• Ritzer, George and Nathan Jurgenson. 2010. ‘Production, Consumption, Prosumption: The Nature of Capitalism in the Age of the Digital ‘Prosumer’.’ Journal of Consumer Culture 10 (1): 13–36.
   Web of Science ®Google Scholar
• Rodeschini, Silvia. 2021. ‘New Standards of Respectability in Contemporary Pornography: Pornhub’s Corporate Communication.’ Porn Studies 8 (1): 76–91.
   Google Scholar
• Sandvig, Christian, Kevin Hamilton, Karrie Karahalios and Cedric Langbort. 2014. ‘Auditing Algorithms: Research Methods for Detecting Discrimination on Internet Platforms.’ Data And Discrimination: Converting Critical Concerns Into Productive Inquiry, A Preconference At The 64th Annual Meeting Of The International Communication Association. Seattle, WA, USA, May 22.
   Google Scholar
• Sanna, Leonardo, Salvatore Romano, Giulia Corona and Claudio Agosti. 2020. ‘YTTREX: Crowdsourced Analysis of YouTube’s Recommender System During COVID-19 Pandemic.’ Information Management and Big Data. https://www.springerprofessional.de/en/yttrex-crowdsourced-analysis-of-youtube-s-recommender-system-dur/19155456.
   Google Scholar
• Saunders, Rebecca. 2020. Bodies of Work: The Labour of Sex in the Digital Age. New York: Springer International Publishing.
   Google Scholar
• Scarcelli, Cosimo Marco. 2015. ‘‘It is Disgusting, But … ’: Adolescent Girls’ Relationship to Internet Pornography as Gender Performance.’ Porn Studies 2 (2–3): 237–249.
   Google Scholar
• Srnicek, Nick. 2016. Platform capitalism. Cambridge: Polity.
   Google Scholar
• Tracking Exposed. 2021. ‘Tracking Exposed Manifesto.’ Accessed January 6, 2022. https://tracking.exposed/manifesto/.
   Google Scholar
• Tyson, Gareth, Yehia Elkhatib, Nishanth Sastry and Steve Uhlig. 2021. ‘Are People Really Social in Porn 2.0?’ Proceedings of the International AAAI Conference on Web and Social Media 9 (1): 436–444. https://ojs.aaai.org/index.php/ICWSM/article/view/14601.
   Google Scholar
• Wang, Yidong. 2021. ‘The Twink Next Door, Who Also Does Porn: Networked Intimacy in Gay Porn Performers’ Self-Presentation on Social Media.’ Porn Studies 8 (2): 224–238.
   Google Scholar
• Zuboff, S. 2019. The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power. New York: Profile books.
   Google Scholar