prioritization-frameworks

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

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SKILL.md

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

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