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The Five Aspects

SCALE organizes every metric under one of five aspects, so the platform story can be told in five sentences — each backed by drill-down evidence. Every metric is tagged with exactly one aspect.

The aspects are frozen

The five aspects are part of the specification. Adding, removing, or redefining an aspect is a breaking change to the framework.

Letter Aspect Question it answers Example metrics
S standards Do executable engineering standards exist? Rule coverage, schema completeness
C consumption Are teams using them, and using them correctly? SDK adoption, conformance pass rate
A automation How much is enforced automatically? CI gate coverage, auto-remediation
L leverage What reuse and engineering capacity do they create? Generated SDKs, template reuse
E effectiveness Did engineering and business outcomes improve? MTTR, breaking changes, incidents

Consumption has two sub-kinds

Consumption is the only aspect with sub-kinds, because adoption and conformance are different facts that tell different stories:

  • adoption — "the SDK is installed."
  • conformance — "the telemetry actually passes the profile."

A domain can have high adoption and low conformance (widely installed, poorly configured) — a signal you would lose if the two collapsed into one number. Metrics tagged consumption therefore must set consumptionKind.

Two orthogonal story axes

SCALE tells two stories at once:

  • SCALE aspects tell the horizontal platform story across domains: "Standardization is improving everywhere."
  • Domain dimensions tell each discipline's own journey. Stage order is slice order — the arc is the order. For Security: Design & Planning → Development → CI/CD Pipeline → Offensive Validation → Operations.

The aspects give leadership a fixed vocabulary; the dimensions give each team its own spine. See the information model for how these fit together with capabilities, metrics, and narratives.