Business context first
Metrics are selected because they help answer an operating question.
Deeper decision session
A facilitated quarterly review of cohort health, channel quality, user value and the experiments that should shape the next cycle.
Ask about this engagementWe prepare the evidence, surface material changes and run a structured session that ends with owners and next actions.
We begin with the decisions and audiences the reporting must serve. From there, we agree the indicators, segmentation, source access, caveats and review rhythm before preparing the first output.
Working principles
Metrics are selected because they help answer an operating question.
Critical assumptions and changes are documented alongside the finding.
Next steps state what should be learned and who will carry the action.
We will use the first conversation to assess fit and outline a sensible starting scope.