# #286: Metrics Layers. Data Dictionaries. Maybe It's All Semantic (Layers)? With Cindi Howson Page: https://stenobird.com/podcast/the-analytics-power-hour-461338/286-metrics-layers-data-dictionaries-maybe-it-s-all-semantic-layers-with-cindi-howson Text version: https://stenobird.com/podcast/the-analytics-power-hour-461338/286-metrics-layers-data-dictionaries-maybe-it-s-all-semantic-layers-with-cindi-howson.md Podcast: [The Analytics Power Hour](https://stenobird.com/podcast/the-analytics-power-hour-461338) Published: 2025-12-09T05:30:00+00:00 Episode link: https://analyticshour.io/2025/12/09/286-metrics-layers-data-dictionaries-maybe-its-all-semantic-layers-with-cindi-howson/ Audio file: https://traffic.libsyn.com/secure/analyticshour/APH_-_Episode_286_-_Metrics_Layers._Data_Dictionaries._Maybe_Its_All_Semantic_Layers.mp3?dest-id=239292 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/the-analytics-power-hour-461338/episodes/286-metrics-layers-data-dictionaries-maybe-it-s-all-semantic-layers-with-cindi-howson Duration seconds: 3344 ## Resource Semantic layers are having something of a moment, but they're not actually new as a concept. Ever since the first database table was designed with cryptic field names that no business user could possibly understand, there's been a need for some form of mapping and translation. Should every company be considering employing a semantic layer? Is the idea of a single, comprehensive semantic layer within an organization a monolithic concept that is doomed to fail? These questions and more get bandied about on this episode, where we were joined by industry legend Cindi Howson , Chief Data & AI Strategy Officer at Thoughtspot . For complete show notes, including links to items mentioned in this episode and a transcript of the show, visit the show page . This episode's Measurement Bite from show sponsor Recast is an explanation of multicollinearity from Michael Kaminsky ! ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-analytics-power-hour-461338/episodes/286-metrics-layers-data-dictionaries-maybe-it-s-all-semantic-layers-with-cindi-howson/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-analytics-power-hour-461338/286-metrics-layers-data-dictionaries-maybe-it-s-all-semantic-layers-with-cindi-howson.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.