# How Biased Data Is Used to Reinforce Racism, Sexism, and the Status Quo Page: https://stenobird.com/podcast/messy-liberation-feminist-conversations-about-politics-and-pop-culture-6952884/how-biased-data-is-used-to-reinforce-racism-sexism-and-the-status-quo Text version: https://stenobird.com/podcast/messy-liberation-feminist-conversations-about-politics-and-pop-culture-6952884/how-biased-data-is-used-to-reinforce-racism-sexism-and-the-status-quo.md Podcast: [Messy Liberation: Feminist Conversations about Politics and Pop Culture](https://stenobird.com/podcast/messy-liberation-feminist-conversations-about-politics-and-pop-culture-6952884) Published: 2026-07-20T13:00:00+00:00 Episode link: https://share.transistor.fm/s/f9bccd4e Audio file: https://media.transistor.fm/f9bccd4e/29b95a63.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/messy-liberation-feminist-conversations-about-politics-and-pop-culture-6952884/episodes/how-biased-data-is-used-to-reinforce-racism-sexism-and-the-status-quo Duration seconds: 2909 ## Resource In this episode of Messy Liberation, hosts Becky Mollenkamp and Taina Brown sit down with data and analytics professional Millie to explore why data is never as neutral as it looks — and why that matters for everyone. From biased medical studies and skewed incarceration stats to the politics of AI, the census, and your personal data being sold without your consent, this conversation connects the dots between numbers on a screen and the power structures shaping our lives. In This Episode, We Get Into: • Why data isn't neutral, and how human bias gets baked in at every stage of collection, analysis, and presentation • How manipulated charts, skewed infographics, and decontextualized research statistics mislead the public • Real-world examples of data bias causing serious harm: medication dosages, Plan B effectiveness, census undercounting, and school funding • The deeply troubling way incarceration data is used to reinforce racist narratives about Black and brown communities • How AI inherits and amplifies data bias, and why "garbage in, garbage out" is a phrase everyone should know • What data literacy actually looks like, and how to become a smarter, more critical consumer of statistics and studies • The GDPR, browser cookies, and why your personal data is already a product being sold without your cut • How to use public open data resources (like NYC Open Data) to engage with information in your community 🎤 JOIN US IN THE FEMINIST PODCASTERS COLLECTIVE: http://feministpodcastcollective.com/ ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/messy-liberation-feminist-conversations-about-politics-and-pop-culture-6952884/episodes/how-biased-data-is-used-to-reinforce-racism-sexism-and-the-status-quo/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/messy-liberation-feminist-conversations-about-politics-and-pop-culture-6952884/how-biased-data-is-used-to-reinforce-racism-sexism-and-the-status-quo.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.