Expertise · Data & Insights specialism
🧮 Data Modelling & Measurement Design
How you craft and develop expertise in your discipline, including your two specialism skills.
Explanations are a first draft and may be refined.
What it is
Designing how things are measured: data structures, tracking and models that produce reliable answers.
Why it matters at Minty
Every decision we make is only as good as the data behind it. Sound measurement design underpins all our reporting.
What it looks like in practice
- Designs tracking that answers the real business question
- Documents data sources and assumptions
- Builds models others can trust and reuse
What good looks like at each stage
- 2 · EmergingFollows an existing measurement setup accurately and understands why it is built that way.
- 4 · DevelopingSpots some tracking problems and is learning to describe them; descriptions need checking.
- 6 · EstablishedSpots tracking problems, describes them accurately and is building measurement depth.
- 8 · StrongDiagnoses measurement issues and suggests fixes for familiar setups as their expertise grows.
- 10 · ExemplaryDesigns sound measurement for familiar questions from solid working expertise.
Gateway skill for
Needed at 8+ in the previous role to step into these roles.
Not a gateway skill in this pathway.
Carries the most weight in
Roles where Expertise is weighted highest.