Prioritization Frameworks

by phuryn8607e3b07781No license26K starsListed Oct 8, 2026Updated Oct 8, 2026Repository updated 3 weeks ago

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.

AI-generated overview

Reference guide to nine prioritization frameworks with formulas, when-to-use guidance, and templates.

What it does
This skill is a reference guide covering nine prioritization frameworks, including Opportunity Score, ICE, RICE, Kano, MoSCoW, Eisenhower Matrix, Impact vs Effort, Risk vs Reward, and Weighted Decision Matrix. It explains each framework's formulas, scoring inputs, and best-fit use cases, and points to external templates for Opportunity Score, ICE, and RICE. It produces guidance for selecting and applying a framework rather than any generated file or analysis.
When to use it
Use it when choosing a prioritization method for product or project decisions, comparing frameworks such as RICE versus ICE, or learning how different prioritization approaches work. It is aimed at product managers and teams deciding what to prioritize.
Requirements
No scripts or runtime dependencies; it is instructions and reference content only. It links to external Google Drive, Slides, and Sheets templates and further-reading pages, so following those links requires network access.

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

FrameworkBest ForKey Insight
Eisenhower MatrixPersonal tasksUrgent vs Important — for individual PM task management
Impact vs EffortTasks/initiativesSimple 2×2 — quick triage, not rigorous for strategic decisions
Risk vs RewardInitiativesLike Impact vs Effort but accounts for uncertainty
Opportunity ScoreCustomer problemsRecommended. Importance × (1 − Satisfaction). Normalize to 0–1.
Kano ModelUnderstanding expectationsMust-be, Performance, Attractive, Indifferent, Reverse. For understanding, not prioritizing.
Weighted Decision MatrixMulti-factor decisionsAssign weights to criteria, score each option. Useful for stakeholder buy-in.
ICEIdeas/initiativesImpact × Confidence × Ease. Recommended for quick prioritization.
RICEIdeas at scale(Reach × Impact × Confidence) / Effort. Adds Reach to ICE.
MoSCoWRequirementsMust/Should/Could/Won't. Caution: project management origin.

Templates


Further Reading

Source and attribution

Source:phuryn/pm-skillsinpm-execution/skills/prioritization-frameworksat commit8607e3b

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