growth-experiment

Design and document growth experiments to test marketing channels.

19|3|Updated Feb 28, 2026
One-click install
npx skills add https://github.com/qa-aman/claude-skills --skill growth-experiment-qa-aman
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: growth-experiment
Source: https://github.com/qa-aman/claude-skills/tree/main/skills/by-role/marketing/growth-experiment
Command: npx skills add https://github.com/qa-aman/claude-skills --skill growth-experiment-qa-aman

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Design and document growth experiments to test channels and allocate learning and budget efficiently.

Core Features & Use Cases

  • Step-based workflow to specify Channel, Hypothesis, Budget, Duration, Target audience, and Volume
  • Defines success metrics, thresholds, and a structured experiment brief to log learnings
  • Includes anti-patterns and a quality checklist to ensure rigor across experiments

Quick Start

Draft and record your first experiment by naming a channel, writing a hypothesis, and setting a budget and duration.

Frequently Asked Questions about growth-experiment

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I design a growth experiment to test a new marketing channel?

To design a growth experiment, define the channel, write a hypothesis, set a budget and duration, and specify a target audience. This structured experiment brief ensures you log learnings and allocate budget efficiently across channel tests.

What metrics should I track when running traction experiments?

When running traction experiments, track success metrics against defined thresholds and minimum sample sizes. Documenting these metrics in an experiment brief ensures rigorous channel testing and validates whether the growth hypothesis holds true.

What is the best way to structure a hypothesis for channel testing?

A strong hypothesis for channel testing states the expected outcome and target audience. Structuring it within a documented experiment brief, complete with budget and duration parameters, ensures your growth experiment yields measurable and actionable learnings.

How do I calculate minimum sample size and budget for a marketing channel test?

Calculate minimum sample size and budget by defining your target audience volume and experiment duration. Setting these parameters before launching channel tests prevents underfunded growth experiments and ensures results meet your success criteria.

Can I use this workflow to prevent common growth experiment anti-patterns?

Yes, the workflow includes a quality checklist and identifies anti-patterns to ensure rigor. By defining success criteria and logging results in a structured experiment brief, you avoid common pitfalls in channel testing and budget allocation.

When should I document learnings from a traction experiment?

Document learnings from a traction experiment immediately after the duration ends by logging results against your success criteria. Recording these outcomes in the experiment brief captures channel insights and guides future budget planning.