What is RICE scoring in this Claude Code skill?

RICE is a quantitative framework that scores features based on their Reach, Impact, Confidence, and Effort to calculate a final prioritization score.

How does the Enabler vs. Blocker lens work?

It classifies tasks as either removing a barrier to adoption (Blocker) or enhancing the experience for existing users (Enabler), prioritizing growth by removing friction first.

Why is Confidence limited to 80% without hard data?

To maintain mathematical integrity, 100% confidence requires quantitative data like A/B tests or analytics, preventing 'gut feelings' from skewing the results.

Can I prioritize more than 5 features at once?

While the skill can score any number of items, it recommends focusing on the top 3-5 items per cycle to maintain agility and respond to changing market conditions.

Feature Prioritization

Name: Feature Prioritization
Author: assimovt

byassimovt

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협업 도구

Prioritizes product backlogs and feature requests using quantitative RICE scoring and the Linear enabler/blocker framework.

The Feature Prioritization skill transforms Claude into a data-driven product strategist by implementing rigorous frameworks to eliminate subjective bias in software development. By utilizing the RICE model—Reach, Impact, Confidence, and Effort—combined with Linear’s distinction between enablers and blockers, this skill helps teams justify every roadmap decision with math rather than opinions. It is particularly effective for product managers and engineering leads who need to identify high-leverage work, resolve adoption barriers, and communicate clear trade-offs during sprint planning or quarterly roadmap reviews.

주요 기능

01Strategic classification using the Linear Enabler vs. Blocker framework

02Mathematical justification for every ranking to prevent subjective bias

03Automated RICE score calculation (Reach x Impact x Confidence / Effort)

04Confidence level auditing to ensure scores are backed by data not gut feel

05Cycle-based prioritization for focused, 3-5 item delivery plans

0628 GitHub stars

사용 사례

01Evaluating new feature requests against existing priorities during planning

02Ranking a messy product backlog into a prioritized development roadmap

03Identifying and prioritizing critical blockers that are preventing user adoption

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add assimovt/productskills feature-prioritization

For use in Claude.ai and ChatGPT

Download Skill