# Episode 286: The Use of Data and Removing Bias - Known and Unknown Page: https://stenobird.com/podcast/around-with-randall-4644387/episode-286-the-use-of-data-and-removing-bias-known-and-unknown Text version: https://stenobird.com/podcast/around-with-randall-4644387/episode-286-the-use-of-data-and-removing-bias-known-and-unknown.md Podcast: [Around with Randall](https://stenobird.com/podcast/around-with-randall-4644387) Published: 2026-06-23T09:00:00+00:00 Episode link: https://www.spreaker.com/episode/episode-286-the-use-of-data-and-removing-bias-known-and-unknown--72646956 Audio file: https://api.spreaker.com/download/episode/72646956/eposide_286_the_use_of_data_and_removing_bias_known_and_unknown_audio_june_26.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/around-with-randall-4644387/episodes/episode-286-the-use-of-data-and-removing-bias-known-and-unknown Duration seconds: 1562 ## Resource Artificial intelligence and predictive analytics are transforming fundraising, but better technology does not automatically create better decisions. Let’s look at how bias, incomplete records, flawed assumptions, and overreliance on data models can lead organizations to overlook promising donors and opportunities. Fundraisers need to think critically about the information feeding their systems. Data should inform decisions, not replace human judgment, relationships and thoughtful strategy. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/around-with-randall-4644387/episodes/episode-286-the-use-of-data-and-removing-bias-known-and-unknown/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/around-with-randall-4644387/episode-286-the-use-of-data-and-removing-bias-known-and-unknown.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.