# Unlocking Justice w/ Chad M. Topaz Page: https://stenobird.com/podcast/talk-nerdy-with-cara-santa-maria-170727/unlocking-justice-w-chad-m-topaz Text version: https://stenobird.com/podcast/talk-nerdy-with-cara-santa-maria-170727/unlocking-justice-w-chad-m-topaz.md Podcast: [Talk Nerdy with Cara Santa Maria](https://stenobird.com/podcast/talk-nerdy-with-cara-santa-maria-170727) Published: 2026-06-08T07:00:03+00:00 Episode link: https://www.spreaker.com/episode/unlocking-justice-w-chad-m-topaz--72411269 Audio file: https://dts.podtrac.com/redirect.mp3/pdcn.co/e/api.spreaker.com/download/episode/72411269/wzpxtn_talknerdy_605_chadtopaz.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/talk-nerdy-with-cara-santa-maria-170727/episodes/unlocking-justice-w-chad-m-topaz Duration seconds: 3329 ## Resource In this episode of Talk Nerdy, Cara is joined by professor of complex systems at Williams College and cofounder of the QSIDE Institute , Chad M. Topaz. They discuss his book, Unlocking Justice: The Power of Data to Confront Inequity and Create Change . Follow Chad: @ chadtopaz ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/talk-nerdy-with-cara-santa-maria-170727/episodes/unlocking-justice-w-chad-m-topaz/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/talk-nerdy-with-cara-santa-maria-170727/unlocking-justice-w-chad-m-topaz.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.