01
Behaviour
What people repeatedly do, especially when stated intent and action diverge.
Observed
The useful question
Who is actually watching, and what should that change?
Most audience reports are rich in description and poor in consequence. This one started from the decisions the strategy team kept having to make.
Behavioural evidence, declared attitudes, first-party signals and commercial context were organised into usable tensions, not decorative personas.
Four evidence layers
The model keeps unlike signals distinct long enough to challenge them.
02
Attitude
The tension, expectation or belief shaping how the category is interpreted.
Declared
03
Context
The commercial, cultural and operational conditions around the decision.
Situated
04
Confidence
What the evidence can support and where the model remains provisional.
Explicit
What it changed
An audience model earns its keep when it changes a real decision.
Each segment carries signals we can track over time and an honest account of where the evidence is thin.
It now works as a decision tool for briefs, channel planning and judging creative.