{"podcast":{"title":"Data Skeptic","slug":"data-skeptic","podcast_index_feed_id":587881,"rss_url":"https://dataskeptic.libsyn.com/rss","website_url":"https://dataskeptic.com","image_url":"https://static.libsyn.com/p/assets/0/e/4/b/0e4bd71bb64c6e45/DS_-_New_Logo_assets_-_JL_DS_Logo_Stacked_-_Color_2.jpg","author":"Kyle Polich","episode_count":605,"summary":"The Data Skeptic Podcast features interviews and discussion of topics related to data science, statistics, machine learning, artificial intelligence and the like, all from the perspective of applying critical thinking and the scientific method to evaluate the veracity of claims and efficacy of approaches.","last_synced_at":"2026-07-28T04:21:25.909273+00:00","page_url":"https://stenobird.com/podcast/data-skeptic"},"episode":{"title":"Social Choice for Fair Recommendations","slug":"social-choice-for-fair-recommendations","published_at":"2026-07-27T14:47:00+00:00","page_url":"https://stenobird.com/podcast/data-skeptic/social-choice-for-fair-recommendations","show_page_url":"https://stenobird.com/podcast/data-skeptic","url":"https://dataskeptic.com/blog/episodes/2026/social-choice-for-fair-recommendations","audio_url":"https://pscrb.fm/rss/p/mgln.ai/e/35/traffic.libsyn.com/secure/dataskeptic/Robin_No_Ads_V1.mp3?dest-id=201630","summary":"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.","meta_description":"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…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2576,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/data-skeptic/episodes/social-choice-for-fair-recommendations/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/data-skeptic/social-choice-for-fair-recommendations.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}