prioritize-assumptions

Prioritize product assumptions using an Impact x Risk matrix and suggest validation experiments.

1|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/autostay-kr/autostay-skills --skill prioritize-assumptions-autostay-kr
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prioritize-assumptions
Source: https://github.com/autostay-kr/autostay-skills/tree/main/pm/skills/prioritize-assumptions
Command: npx skills add https://github.com/autostay-kr/autostay-skills --skill prioritize-assumptions-autostay-kr

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps product managers and teams efficiently prioritize which assumptions to test first by evaluating their potential impact against the risk involved in testing them.

Core Features & Use Cases

  • Impact x Risk Matrix: Visually categorizes assumptions based on their potential value and the effort/confidence in testing.
  • Experiment Suggestion: Recommends specific, low-effort experiments to validate high-priority assumptions.
  • Use Case: When faced with a long list of feature assumptions for a new subscription service, use this Skill to identify the most critical ones to test before investing significant development resources.

Quick Start

Use the prioritize-assumptions skill to triage a list of assumptions for the new premium detailing subscription.

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 A/B testing during product discovery?

Prioritize product assumptions by evaluating their potential impact against the risk involved in testing them. Using an Impact x Risk matrix categorizes assumptions based on value and effort, helping teams select the most critical hypotheses for A/B testing or user research before investing development resources.

What is the Impact x Risk matrix for assumption prioritization?

The Impact x Risk matrix is a visual framework that categorizes product development assumptions based on their potential value and the effort or confidence required to test them. It helps product managers efficiently determine which assumptions to test first during product discovery.

How do I decide which feature assumptions to test first for a new subscription service?

To decide which feature assumptions to test first, evaluate each assumption's impact, risk, confidence, and effort. This triage process identifies high-priority assumptions for new subscription services, ensuring teams validate the most critical hypotheses before committing significant development resources.

Can I get experiment suggestions for validating high-priority product assumptions?

Yes, this approach recommends specific, low-effort experiments to validate high-priority product assumptions. By analyzing the impact and risk of each assumption, it suggests targeted validation experiments suitable for A/B testing or user research in product discovery phases.

Does this assumption prioritization method work for new feature development?

Yes, this assumption prioritization method applies directly to product discovery phases for new features or services. It aids in selecting hypotheses for A/B testing or user research by requiring the evaluation of assumption impact, risk, confidence, and effort to determine testing priority.

What is the best way to triage a long list of product assumptions before development?

The best way to triage a long list of product assumptions is to map them on an Impact x Risk matrix. This visually categorizes assumptions by potential value and testing effort, allowing teams to identify and validate critical hypotheses with low-effort experiments before investing significant development resources.