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Skills/phuryn/pm-skills/prioritize-assumptions
prioritize-assumptions logo

prioritize-assumptions

phuryn/pm-skills
1K installs18K stars
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Installation

npx skills add https://github.com/phuryn/pm-skills --skill prioritize-assumptions

Summary

Prioritize assumptions using an Impact × Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or applying the assumption prioritization canvas.

SKILL.md

Prioritize Assumptions

Triage assumptions using an Impact × Risk matrix and suggest targeted experiments.

Context

You are helping prioritize assumptions for $ARGUMENTS.

If the user provides files with assumptions or research data, read them first.

Domain Context

ICE works well for assumption prioritization: Impact (Opportunity Score × # Customers) × Confidence (1–10) × Ease (1–10). Opportunity Score = Importance × (1 − Satisfaction), normalized to 0–1 (Dan Olsen). RICE splits Impact into Reach × Impact separately: (R × I × C) / E. See the prioritization-frameworks skill for full formulas and templates.

Instructions

The user will provide a list of assumptions to prioritize. Apply the following framework:

  1. For each assumption, evaluate two dimensions:
  • Impact: The value created by validating this assumption AND the number of customers affected (in ICE: Impact = Opportunity Score × # Customers)
  • Risk: Defined as (1 - Confidence) × Effort
  1. Categorize each assumption using the Impact × Risk matrix:
  • Low Impact, Low Risk → Defer testing until higher-priority assumptions are addressed
  • High Impact, Low Risk → Proceed to implementation (low risk, high reward)
  • Low Impact, High Risk → Reject the idea (not worth the investment)
  • High Impact, High Risk → Design an experiment to test it
  1. For each assumption requiring testing, suggest an experiment that:
  • Maximizes validated learning with minimal effort
  • Measures actual behavior, not opinions
  • Has a clear success metric and threshold
  1. Present results as a prioritized matrix or table.

Think step by step. Save as markdown if the output is substantial.

---

Further Reading

  • Assumption Prioritization Canvas: How to Identify And Test The Right Assumptions
  • Continuous Product Discovery Masterclass (CPDM) (video course)

Score

0–100
65/ 100

Grade

C

Popularity17/30

1,178 installs — growing adoption. Source repo has 18,236 GitHub stars.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Prioritize Assumptions skill score badge previewScore badge

Markdown

[![Prioritize Assumptions skill](https://www.remoteopenclaw.com/skills/phuryn/pm-skills/prioritize-assumptions/badges/score.svg)](https://www.remoteopenclaw.com/skills/phuryn/pm-skills/prioritize-assumptions)

HTML

<a href="https://www.remoteopenclaw.com/skills/phuryn/pm-skills/prioritize-assumptions"><img src="https://www.remoteopenclaw.com/skills/phuryn/pm-skills/prioritize-assumptions/badges/score.svg" alt="Prioritize Assumptions skill"/></a>

Prioritize Assumptions FAQ

How do I install the Prioritize Assumptions skill?

Run “npx skills add https://github.com/phuryn/pm-skills --skill prioritize-assumptions” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Prioritize Assumptions skill do?

Prioritize assumptions using an Impact × Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or applying the assumption prioritization canvas. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Prioritize Assumptions skill free?

Yes. Prioritize Assumptions is a free, open-source skill published from phuryn/pm-skills. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Prioritize Assumptions work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Prioritize Assumptions works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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