SkillAgentSearch skills...

prioritization-frameworks

Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more

Install / Use

npx skills add phuryn/pm-skills --skill prioritization-frameworks

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

87/100

Supported Platforms

Universal

Our assessment of prioritization-frameworks

prioritization-frameworks scores 87/100 on our quality scale, 49th of 127 Education & Research skills we index (top 39%).

Its SKILL.md is 4.1 KB long, well organised into 8 sections and no code examples: a solid amount of guidance for an agent.

With 26,568 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
26/30
Structure
13/20
Description
15/15
Adoption
19/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 11 days ago, so prioritization-frameworks is actively maintained.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.

Automated pattern scan on 2026-09-25. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

prioritization-frameworks compared with similar skills

All 4 of these similar skills score higher than prioritization-frameworks; compare them before choosing.

SkillScoreStarsUpdatedFormat
prioritization-frameworks (this skill)by phuryn8726.6k11d agoSKILL.md
last30days-skillby mvanhorn10062.8k2d agoCLAUDE.md
algorithmic-artby anthropics100177.9k3d agoSKILL.md
pptxby anthropics100177.9k3d agoSKILL.md
designby nextlevelbuilder100130.2k4d agoSKILL.md

Frequently asked questions

How do I install prioritization-frameworks?
Run npx skills add phuryn/pm-skills --skill prioritization-frameworks. The install tabs above show the steps for each supported agent.
Which AI agents does prioritization-frameworks work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is prioritization-frameworks safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is prioritization-frameworks still maintained?
The repository was last updated 11 days ago, so prioritization-frameworks is actively maintained.

name: prioritization-frameworks description: "Reference guide to 9 prioritization frameworks with formulas, when-to-use guidance, and templates — RICE, ICE, Kano, MoSCoW, Opportunity Score, and more. Use when selecting a prioritization method, comparing frameworks like RICE vs ICE, or learning how different prioritization approaches work."

Prioritization Frameworks Reference

A reference guide to help you select and apply the right prioritization framework for your context.

Core Principle

Never allow customers to design solutions. Prioritize problems (opportunities), not features.

Opportunity Score (Dan Olsen, The Lean Product Playbook)

The recommended framework for prioritizing customer problems.

Survey customers on Importance and Satisfaction for each need (normalize to 0–1 scale).

Three related formulas:

  • Current value = Importance × Satisfaction
  • Opportunity Score = Importance × (1 − Satisfaction)
  • Customer value created = Importance × (S2 − S1), where S1 = satisfaction before, S2 = satisfaction after

High Importance + low Satisfaction = highest Opportunity Score = best opportunities. Plot on an Importance vs Satisfaction chart — upper-left quadrant is the sweet spot. Prioritizes customer problems, not solutions.

ICE Framework

Useful for prioritizing initiatives and ideas. Considers not only value but also risk and economic factors.

  • I (Impact) = Opportunity Score × Number of Customers affected
  • C (Confidence) = How confident are we? (1-10). Accounts for risk.
  • E (Ease) = How easy is it to implement? (1-10). Accounts for economic factors.

Score = I × C × E. Higher = prioritize first.

RICE Framework

Splits ICE's Impact into two separate factors. Useful for larger teams that need more granularity.

  • R (Reach) = Number of customers affected
  • I (Impact) = Opportunity Score (value per customer)
  • C (Confidence) = How confident are we? (0-100%)
  • E (Effort) = How much effort to implement? (person-months)

Score = (R × I × C) / E

9 Frameworks Overview

| Framework | Best For | Key Insight | |-----------|----------|-------------| | Eisenhower Matrix | Personal tasks | Urgent vs Important — for individual PM task management | | Impact vs Effort | Tasks/initiatives | Simple 2×2 — quick triage, not rigorous for strategic decisions | | Risk vs Reward | Initiatives | Like Impact vs Effort but accounts for uncertainty | | Opportunity Score | Customer problems | Recommended. Importance × (1 − Satisfaction). Normalize to 0–1. | | Kano Model | Understanding expectations | Must-be, Performance, Attractive, Indifferent, Reverse. For understanding, not prioritizing. | | Weighted Decision Matrix | Multi-factor decisions | Assign weights to criteria, score each option. Useful for stakeholder buy-in. | | ICE | Ideas/initiatives | Impact × Confidence × Ease. Recommended for quick prioritization. | | RICE | Ideas at scale | (Reach × Impact × Confidence) / Effort. Adds Reach to ICE. | | MoSCoW | Requirements | Must/Should/Could/Won't. Caution: project management origin. |

Templates


Further Reading

Related Skills

View on GitHub
GitHub Stars26.6k
CategoryEducation
Updated11d ago
Forks2.8k

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions