# All Data Ain't Good Data Page: https://stenobird.com/podcast/dr-thots-3629645/all-data-ain-t-good-data Text version: https://stenobird.com/podcast/dr-thots-3629645/all-data-ain-t-good-data.md Podcast: [Dr. thOTs](https://stenobird.com/podcast/dr-thots-3629645) Published: 2025-07-18T00:01:22+00:00 Episode link: https://podcasters.spotify.com/pod/show/dr-thots/episodes/All-Data-Aint-Good-Data-e35jtf8 Audio file: https://anchor.fm/s/4c605ddc/podcast/play/105558952/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-6-16%2F50f2a572-2a2d-f5d4-b780-3ae5fdc6f2aa.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/dr-thots-3629645/episodes/all-data-ain-t-good-data Duration seconds: 3348 ## Resource The thOTs are not here for your messy spreadsheets or half-baked interview guides. They’re diving into data evaluation and communication. Your favorite duo unpacks what it really means to produce knowledge that matters. Accuracy? Required. Completeness? Non-negotiable. Relevance? Don’t show up without it. Whether you’re a seasoned researcher, a grad student in the trenches, or just nosy, this convo will get your epistemo-ontological life together. Spoiler, this one's for the nerds. Highlights include: Ryan being the queen of codes, Khalilah calling out raggedy methods, and the thOTs deciding when to gate keep. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/dr-thots-3629645/episodes/all-data-ain-t-good-data/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/dr-thots-3629645/all-data-ain-t-good-data.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.