The measurement culture checklist

Tooling matters less than culture. The best analytics stack in the world won’t help a team that argues from anecdotes. Here are ten questions we ask every team we work with.

1. Can every PM answer “how many people used my feature this week?” in under a minute?
2. Does the team agree on what “active” means, in writing?
3. When a metric moves unexpectedly, who notices — and how fast?
4. Do you review abandoned experiments, or only launches?
5. Can a designer see retention curves without asking an analyst?
6. Is there one shared dashboard the whole company trusts?
7. Do you kill features on data, or does everything survive?
8. Are alerts actionable, or do people mute them?
9. Does finance and product see the same revenue numbers?
10. Would a new hire know where to look on day one?

If you answered “no” to more than three, the problem isn’t your tools — it’s the habits around them. Start with question 2: a written, shared definition of “active user” fixes more arguments than any dashboard ever will.