# Social Choice for Fair Recommendations Page: https://stenobird.com/podcast/data-skeptic/social-choice-for-fair-recommendations Text version: https://stenobird.com/podcast/data-skeptic/social-choice-for-fair-recommendations.md Podcast: [Data Skeptic](https://stenobird.com/podcast/data-skeptic) Published: 2026-07-27T14:47:00+00:00 Episode link: https://dataskeptic.com/blog/episodes/2026/social-choice-for-fair-recommendations Audio file: https://pscrb.fm/rss/p/mgln.ai/e/35/traffic.libsyn.com/secure/dataskeptic/Robin_No_Ads_V1.mp3?dest-id=201630 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/data-skeptic/episodes/social-choice-for-fair-recommendations Duration seconds: 2576 ## Resource Recommender systems influence nearly every aspect of our digital lives—but what does it mean for those systems to be fair? Robin Burke joins Data Skeptic to discuss the history of recommender systems, the limitations of optimizing purely for accuracy, and how ideas from social choice theory can help balance the needs of users, creators, and society. The conversation explores the future of recommendation algorithms and why fairness is a far more complex challenge than it first appears. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/data-skeptic/episodes/social-choice-for-fair-recommendations/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/data-skeptic/social-choice-for-fair-recommendations.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.