Introduction
For a product or business that needs decision-ready measurement, this skill starts from the goal and decision context, then separates outcome, driver, and guardrail metrics. It defines formulas, data sources, segments, refresh cadence, baselines, targets, and ownership, while checking for conflicts and metrics that are easy to game.
Use Cases
Use it for launches, growth programs, operating dashboards, quarterly planning, experiment evaluation, and performance discussions. It turns vague requests such as “improve engagement” into a measurable system and records missing data and validation work explicitly.
Template
Provide the business goal, decision to support, user or customer scope, current metrics, available data, timeframe, and constraints. The output includes a metric tree, metric cards, target rationale, measurement plan, guardrails, and review cadence.




