City data that listens: how evidence becomes learning rather than surveillance

Report-based anchor idea

Data becomes meaningful when systems know how to listen and learn.

Primary audience

City teams, researchers, service designers and data stewards

Article outline

1. Start from a decision, not a dataset
2. Listen across the service journey
3. Protect sensitive identity data
4. Return learning to the people and teams involved

Repurposing system

CTA: Write the decision and minimum evidence before collecting data

Production effort: Medium · Reuse review: 2026-11-30