# Enterprise Wide Search 30: Juha Korpela - The Rise of Semantic Data Work Page: https://stenobird.com/podcast/enterprise-wide-search-7039824/enterprise-wide-search-30-juha-korpela-the-rise-of-semantic-data-work Text version: https://stenobird.com/podcast/enterprise-wide-search-7039824/enterprise-wide-search-30-juha-korpela-the-rise-of-semantic-data-work.md Podcast: [Enterprise Wide Search](https://stenobird.com/podcast/enterprise-wide-search-7039824) Published: 2026-04-03T11:45:00+00:00 Episode link: https://podcast.actian.com//enterprise-wide-search-30-juha-korpela-the-rise-of-semantic-data-work Audio file: https://audio.ausha.co/rjJdrfq7e74E.mp3?t=1774881912 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/enterprise-wide-search-7039824/episodes/enterprise-wide-search-30-juha-korpela-the-rise-of-semantic-data-work Duration seconds: 1771 ## Resource In this episode, co-hosts Emma McGrattan and Ole Olesen-Bagneux sit down with Juha Korpela, independent consultant and co-founder of Helsinki Data Week, to explore why semantics is rapidly becoming a core pillar of modern data work. Drawing on his experience in data modeling, metadata management, and enterprise architecture, Juha shares how topics once considered “soft”—like meaning, context, and conceptual models—are now becoming critical infrastructure in the age of AI. Together, they discuss: Why semantics is shifting from a human concern to a machine requirement How AI is accelerating the need for structured, governed metadata at scale The resurgence of data modeling and conceptual thinking in modern architectures The challenge of managing semantics beyond individual solutions and at the enterprise level How community-driven initiatives like the Helsinki Data Week are shaping the future of data practice 🎧 Tune in for a conversation on metadata, meaning, and why semantic data work is becoming essential to making AI actually work in the enterprise. Hosted on Ausha. See ausha.co/privacy-policy for more information. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/enterprise-wide-search-7039824/episodes/enterprise-wide-search-30-juha-korpela-the-rise-of-semantic-data-work/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/enterprise-wide-search-7039824/enterprise-wide-search-30-juha-korpela-the-rise-of-semantic-data-work.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.