# From Paper Exams to Half a Million Data Points: How One Training Company Built First Aid's Missing Feedback Loop Page: https://stenobird.com/podcast/canadiansme-small-business-podcast-766547/from-paper-exams-to-half-a-million-data-points-how-one-training-company-built-first-aid-s-missing-feedback-loop Text version: https://stenobird.com/podcast/canadiansme-small-business-podcast-766547/from-paper-exams-to-half-a-million-data-points-how-one-training-company-built-first-aid-s-missing-feedback-loop.md Podcast: [CanadianSME Small Business Podcast](https://stenobird.com/podcast/canadiansme-small-business-podcast-766547) Published: 2026-09-17T11:15:24+00:00 Episode link: https://canadiansme-small-business-podcast.simplecast.com/episodes/from-paper-exams-to-half-a-million-data-points-how-one-training-company-built-first-aids-missing-feedback-loop-dHGjXmiA Audio file: https://cdn.simplecast.com/media/audio/transcoded/9c83f92c-3b75-4187-8fb8-a98e9d0b4bd7/18cde7d1-7aa2-483a-8624-89694f7ce779/episodes/audio/group/c574035f-b156-439e-bb73-61973db5d60d/group-item/1d7ba5d1-a262-4c7d-85f0-bc9afd588cf7/128_default_tc.mp3?aid=rss_feed&feed=_fDeg9zF Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/canadiansme-small-business-podcast-766547/episodes/from-paper-exams-to-half-a-million-data-points-how-one-training-company-built-first-aid-s-missing-feedback-loop Duration seconds: 1416 ## Resource No public summary is available yet. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/canadiansme-small-business-podcast-766547/episodes/from-paper-exams-to-half-a-million-data-points-how-one-training-company-built-first-aid-s-missing-feedback-loop/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/canadiansme-small-business-podcast-766547/from-paper-exams-to-half-a-million-data-points-how-one-training-company-built-first-aid-s-missing-feedback-loop.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.