Published Forum perspective

Forum Insights 2026 / Learning and data essay

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

How can cities learn from diverse users while collecting only the data needed for a decision?

By Pride Ready Asia · 26 August 2026 · 4 min read

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

Assistant Professor Dr Narut reminded the room that LGBTQIA+ people are not one customer profile. Different generations, places and stages of life use different language and encounter different barriers, so a service designed around one imagined user will miss real needs.

He argued for deeper listening and shared data across law, health, education, cities and tourism. Data becomes useful when it changes a decision: why people avoid a service, where a route feels unsafe and whether training actually improves what staff do after they leave the room.

Questions to carry into practice

01 / Start from a decision, not a dataset

Test this question in the organisation’s real process: identify who owns it, what users encounter and the minimum evidence needed for the next decision.

02 / Listen across the service journey

Test this question in the organisation’s real process: identify who owns it, what users encounter and the minimum evidence needed for the next decision.

03 / Protect sensitive identity data

Test this question in the organisation’s real process: identify who owns it, what users encounter and the minimum evidence needed for the next decision.

04 / Return learning to the people and teams involved

Test this question in the organisation’s real process: identify who owns it, what users encounter and the minimum evidence needed for the next decision.

Sources and how to read this article

Editorial synthesis based on the Forum report and source archive. It does not present the speaker summary as a verbatim quotation. Names were confirmed by the project owner on 26 August 2026; roles are shown as recorded for the event.

Visible profile photograph: Forum 2026 archive portrait; source lineage is registered, while photographer credit, copyright, consent and reuse remain [to confirm].

Social preview illustration: Pride Economy Thailand visual archive · Published on the owner-operated site; original production record retained

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