Individual skill
experiment-design-kit
Toolkit for structuring hypotheses, variants, guardrails, and measurement plans.
plugins/growth-experiments/skills/experiment-design-kit/SKILL.md
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# Experiment Design Kit Skill
## When to Use
- Translating raw ideas into testable hypotheses with clear success metrics.
- Ensuring experiment briefs include guardrails, instrumentation, and rollout details.
- Coaching pods on best practices for multi-variant or multi-surface tests.
## Framework
1. **Problem Framing** – define user problem, business impact, and north-star metric.
2. **Hypothesis Structure** – "If we do X for Y persona, we expect Z change" with assumptions.
3. **Measurement Plan** – primary metric, guardrails, min detectable effect, power calc.
4. **Variant Strategy** – control definition, variant catalog, targeting, and exclusion rules.
5. **Operational Plan** – owners, timeline, dependencies, QA/rollback steps.
