prioritize-assumptions

Prioritize assumptions with an Impact × Risk matrix and suggest validation experiments.

Updated Mar 7, 2026

Search Tags:#experiment design #prioritization #impact analysis #assumptions #risk assessment #product discovery

Ready to run

npx skills add https://github.com/shalevamin/The-_Ultimate_agents --skill prioritize-assumptions-shalevamin

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: prioritize-assumptions
Source: https://github.com/shalevamin/The-_Ultimate_agents/tree/main/.claude/skills/prioritize-assumptions
Command: npx skills add https://github.com/shalevamin/The-_Ultimate_agents --skill prioritize-assumptions-shalevamin

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps users systematically prioritize a list of assumptions by evaluating their potential impact against the associated risk, ensuring that the most critical assumptions are addressed first.

Core Features & Use Cases

Impact × Risk Matrix: Categorizes assumptions based on their potential value and the confidence in their validation.
Experiment Design: Suggests targeted experiments to test high-impact, high-risk assumptions with minimal effort.
Use Case: When launching a new feature, a product team has a list of assumptions about user behavior. This Skill helps them decide which assumptions to validate first through user testing or A/B experiments.

Quick Start

Use the prioritize-assumptions skill to triage the following assumptions: user retention will increase by 10% with feature X, and the new onboarding flow will reduce drop-off by 15%.

Frequently Asked Questions about prioritize-assumptions

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

FAQPage Schema

How do I prioritize product assumptions for validation?▼

Prioritize product assumptions by evaluating their potential impact on value and customer reach against associated risk. Using an Impact × Risk matrix helps triage assumptions so the most critical ones are addressed first.

What is an Impact x Risk matrix and when should I use it?▼

An Impact × Risk matrix categorizes assumptions based on their potential value and the confidence in their validation. Use it during product discovery or strategic planning to triage lists of assumptions before launching new features.

How do I design experiments to test high-risk assumptions?▼

Design experiments to test high-risk assumptions by targeting them with minimal effort validation methods. This approach suggests targeted experiments like user testing or A/B tests for assumptions that have high impact and high risk.

Can I use assumption prioritization for strategic planning scenarios?▼

Yes, assumption prioritization applies to both product development and strategic planning scenarios. It helps triage assumptions by evaluating their impact on value and customer reach alongside risk based on confidence and effort.

What is the best way to evaluate assumption risk and impact?▼

The best way to evaluate assumption risk and impact is to measure impact based on value and customer reach, and measure risk based on confidence and effort. This systematic evaluation ensures critical assumptions are addressed first.