Growth Experiment Backlog Skill

Growth is a rate of learning, not a list of ideas. This skill turns a pile of "we should try…" into a prioritised backlog of falsifiable experiments — each tied to a metric, scored for impact and effort, and shaped as the smallest test that could prove it — so the team ships learning every week, not opinions.

Required Inputs

Ask for these only if they aren't already provided:

• The metric to move — the one growth metric this cycle (activation, conversion, retention, referral).
• The funnel stage / leak — where the opportunity is (pair with marketing-funnel-plan).
• Raw ideas — any experiment ideas already on the table.
• Constraints — eng/design bandwidth and traffic volume (which caps how many tests can reach significance).

Output Format

Growth Backlog: [metric this cycle]