What is the RICE formula used by this skill?

The skill uses the formula (Reach × Impact × Confidence) / Effort to generate a single score representing the total impact per unit of time worked.

How does this skill help with stakeholder management?

It provides a transparent, data-driven framework that makes prioritization decisions objective and easy to explain, reducing political friction.

When is the best time to use RICE prioritization?

It is most effective during quarterly planning, when managing a large backlog of competing ideas, or when you need to justify trade-offs under resource constraints.

What scale is used for the Impact factor?

It uses a constrained scale: Massive (3x), High (2x), Medium (1x), Low (0.5x), and Minimal (0.25x) to prevent endless debate and ensure consistency.

RICE Prioritization Framework

Name: RICE Prioritization Framework
Author: lev-os

bylev-os

0•

生産性とワークフロー

Implements a quantitative scoring system to objectively prioritize product features and project backlogs using Reach, Impact, Confidence, and Effort.

The RICE Prioritization Framework skill provides a structured methodology for product teams to evaluate and rank initiatives quantitatively. By calculating a single score derived from four distinct factors—Reach, Impact, Confidence, and Effort—it eliminates subjective bias and allows for objective comparison between diverse tasks such as technical debt, new features, and UX improvements. This skill is especially useful for quarterly planning, resolving stakeholder disagreements, and ensuring resource allocation aligns with the highest potential impact per unit of work.

主な機能

01Effort-to-impact ratio calculation for ROI-driven planning

02Standardized impact scales to prevent subjective bias

03Confidence-based weighting to account for data uncertainty

040 GitHub stars

05Quantitative scoring across four key product metrics

06Comparative ranking system for diverse project types

ユースケース

01Building a transparent, data-driven roadmap for stakeholder alignment

02Evaluating high-risk 'moonshot' ideas against high-certainty maintenance tasks

03Prioritizing a product backlog with competing features across different domains

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lev-os/agents rice-prioritization

For use in Claude.ai and ChatGPT

Download Skill