Where metric definition fits on a long engagement.

Most arguments about conflicting numbers are not about correctness; both calculations are defensible. They differ on details nobody wrote down: whether refunds are netted, whether internal accounts are excluded, whether the date is order time or settlement time, whether currency is converted at transaction or period rate.

Writing the definition down in enough detail to be unambiguous is genuinely difficult, and it surfaces real business disagreements that were previously hidden by everyone assuming their own interpretation. That discomfort is the value, not a side effect.

What an assigned team does with metric definition.

Definitions have to live somewhere versioned, with a record of when they changed. A metric that quietly changed meaning in March makes every year-on-year comparison wrong, and without a history nobody can identify why the trend broke.

Keeping that in version control alongside the transformations is the practice that makes numbers auditable, assigned under data engineering outsourcing.

What we use metric definition for.

  • Edge cases written down Refunds, internal accounts and timing decided explicitly rather than per analyst.
  • Definitions under version control A history of what changed and when, so a broken trend is explainable.
  • Disagreements surfaced rather than buried Making implicit interpretations explicit, which is where the real value sits.

How metric definition capacity is assigned.

Metric work is assigned inside data capacity, with definitions held in version control rather than in a document that drifts.

Tell us what your roadmap needs metric definition for.

A service delivery manager replies with the disciplines we would assign, the monthly capacity and what the first month looks like.

Loading the contact form… You can also email hello@azendo.co.

We reply within one working day. No obligation, and no newsletter.