Decision brief
Name who must decide what, by when, and what would change as a result. This prevents analysis from drifting toward interesting but unusable observations.
Artefact · one-page question frameThe analytics field notes
Explore the working artefacts we use to keep measurement grounded. Not a rigid method—a set of prompts that helps teams see what is known, missing, or assumed.
Map your analytics questionA working sequence
Name who must decide what, by when, and what would change as a result. This prevents analysis from drifting toward interesting but unusable observations.
Artefact · one-page question frameList the events, properties, identities, release context, qualitative input, and known gaps relevant to the question. Reliability becomes part of the interpretation.
Artefact · source and trust mapChoose the journey, cohort, comparison, and time window that represent the user’s real experience—not simply the easiest report to produce.
Artefact · analysis specificationSeparate observations from explanations. Record alternative hypotheses, confidence, caveats, and the smallest next action that can reduce uncertainty.
Artefact · decision-ready readoutExample field note
A broad question becomes workable by identifying the intended activation behaviour, checking setup event quality, comparing meaningful entry paths, and pairing behavioural patterns with user research.
DecisionWhich first-session experience should the team improve?
Evidence checkSetup completion is reliable; notification permission is missing on one app version.
Useful lensFirst-value action within seven days, segmented by setup path.
Next learningInterview users who complete setup but never reach first value.
“The value of analytics is not the report. It is the quality of the next decision—and the team’s understanding of why.”Find the right engagement →