experiment-strategy

Develops prioritized experimentation roadmaps from growth models and user problems.

Updated Mar 10, 2026
One-click install
npx skills add https://github.com/pe-menezes/pmflow --skill experiment-strategy
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: experiment-strategy
Source: https://github.com/pe-menezes/pmflow/tree/main/skills/experiment-strategy
Command: npx skills add https://github.com/pe-menezes/pmflow --skill experiment-strategy

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps product managers move from a vague growth goal to a concrete, prioritized set of solutions ready to test, ensuring experiments target the most impactful opportunities.

Core Features & Use Cases

  • Growth Model Mapping: Understand your product's acquisition, retention, and monetization loops.
  • Customer Problem Definition: Clearly articulate what problem users face, who they are, where it occurs, and why.
  • Solution Ideation & Prioritization: Generate diverse solutions and rank them based on impact, confidence, and ease.
  • Use Case: A PM wants to increase user activation but doesn't know where to start. This Skill guides them through mapping their growth model, identifying a specific activation problem, brainstorming solutions like simplifying onboarding or adding a quick-win feature, and prioritizing them for testing.

Quick Start

Use the experiment-strategy skill to help define a strategic opportunity for user activation.

Frequently Asked Questions about experiment-strategy

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

FAQPage Schema
How do I build a prioritized experimentation roadmap from a vague growth goal?

Build a prioritized experimentation roadmap by mapping growth models, defining specific customer problems, and ideating testable solutions. This process translates abstract objectives into a structured experimentation brief ranked by impact, confidence, and ease.

What is the best way to prioritize product experiments for user activation?

Prioritize product experiments by generating diverse solutions and ranking them based on impact, confidence, and ease. This approach ensures experiments target strategic opportunities like simplifying onboarding or adding quick-win features to boost activation.

How do I map growth models to identify strategic opportunities for testing?

Map growth models by analyzing your product's acquisition, retention, and monetization loops. This structured input helps identify strategic opportunities and define user pain points to generate comprehensive, testable hypotheses for experimentation.

How do I define customer problems to generate testable hypotheses for product management?

Define customer problems by clearly articulating what problem users face, who they are, where it occurs, and why. This detailed problem definition enables product managers to generate targeted, testable hypotheses for the experimentation roadmap.

Does this experimentation strategy require structured input on user pain points and desired outcomes?

Yes, this experimentation strategy requires structured input on growth loops, user pain points, and desired outcomes. Providing this context is necessary to produce a comprehensive experimentation brief that targets the most impactful opportunities.

When do I need a structured experimentation brief for product management?

You need a structured experimentation brief when moving from a vague growth goal to a concrete, prioritized set of solutions ready to test. It ensures your experiments target strategic opportunities rather than arbitrary changes.