# What You Need to Know About Building Data‑Driven After‑Action Reviews

Page: https://stenobird.com/podcast/fire-engineering-podcast-network-1075754/what-you-need-to-know-about-building-data-driven-after-action-reviews
Text version: https://stenobird.com/podcast/fire-engineering-podcast-network-1075754/what-you-need-to-know-about-building-data-driven-after-action-reviews.md
Podcast: [Fire Engineering Podcast Network](https://stenobird.com/podcast/fire-engineering-podcast-network-1075754)
Published: 2026-05-27T05:00:00+00:00
Episode link: https://fireengineeringpodcastnetwork.podbean.com/e/what-you-need-to-know-about-building-data%e2%80%91driven-after%e2%80%91action-reviews/
Audio file: https://mcdn.podbean.com/mf/web/sqjdt5nbd3eyw249/FE_-_20260527_-_Humpday_Hangouts_Week_4_79p4d.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/fire-engineering-podcast-network-1075754/episodes/what-you-need-to-know-about-building-data-driven-after-action-reviews
Duration seconds: 2199

## Resource

Captain Ryan Harris, a Marine veteran with more than 20 years in the fire service, joins this week's Humpday Hangout to explain Fireground Analytics. He built the cloud-based tool to make fireground events measurable and teachable. Designed to keep departments in control of their data, support national reporting workflows, and drive consistent, objective after‑action reviews, the system targets repeat errors that contribute to civilian and firefighter line‑of‑duty deaths. Harris discusses real-world use cases, integration options, and his plans to publish sample incident reviews.

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/fire-engineering-podcast-network-1075754/episodes/what-you-need-to-know-about-building-data-driven-after-action-reviews/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/fire-engineering-podcast-network-1075754/what-you-need-to-know-about-building-data-driven-after-action-reviews.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.