Strategy
RICE Scoring
A practical product prioritisation method for comparing initiatives with a consistent, transparent scoring model.
How to apply RICE scoring to evaluate initiatives and prioritise roadmap items based on expected value relative to effort.
Quick take
If you need a structured way to prioritise features, RICE scoring helps you weigh Reach, Impact, Confidence, and Effort.
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What it is
RICE scoring is a UX and product glossaryPrioritisationPrioritisation is the process of ranking tasks, features, or initiatives based on their importance, impact, and effort.Open glossary term method used to evaluate and rank glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term or initiatives based on four criteria: Reach, Impact, glossaryConfidenceConfidence is the level of certainty in a decision or outcome based on available evidence.Open glossary term, and Effort.
Each criterion is scored, and a formula calculates a total RICE score that guides glossaryPrioritisationPrioritisation is the process of ranking tasks, features, or initiatives based on their importance, impact, and effort.Open glossary term.
The focus is on combining quantitative and qualitative factors to make objective decisions.
Key takeaway
The goal is to rank features based on value delivered versus effort required.
When to use it
Use this method when you need a transparent and glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term-driven way to prioritise.
It is most useful when:
It is less useful when:
RICE scoring is often used alongside JTBD, Kano analysis, and feature prioritisation workshops.
How to run it
Set up properly.
Before you start, be clear on candidate glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term, how each RICE variable will be estimated, and what scoring scales you will use.
Ensure participants understand the criteria.
Run the method.
RICE scoring is systematic and collaborative.
Assign values for Reach, Impact, glossaryConfidenceConfidence is the level of certainty in a decision or outcome based on available evidence.Open glossary term, and Effort. Calculate each score using: (Reach × Impact × Confidence) ÷ Effort. Rank glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term by score and review results with the team.
Focus on making informed, comparable decisions.
Capture and make sense of it.
The value comes from transparency and glossaryConsistencyConsistency is the use of uniform patterns, behaviours, and visual elements across a product to create familiarity and predictability. It helps users learn once and apply that knowledge throughout the experience.Open glossary term.
After scoring: document rationale, share results with glossaryStakeholderA stakeholder is any individual or group with an interest in a product, project, or outcome, including internal teams and external parties.Open glossary term, use rankings to inform glossaryRoadmapA roadmap is a strategic plan that outlines the direction, priorities, and timeline for a product or initiative. It communicates what will be delivered and why, rather than just listing features.Open glossary term choices, and revisit scores as new glossaryDataData is raw information collected and stored for analysis, processing, or decision-making.Open glossary term appears.
Key takeaway
Use this to allocate resources to features that deliver the most value efficiently.
What to look for
Focus on:
Where it goes wrong
Most issues come from:
If scoring is arbitrary, glossaryPrioritisationPrioritisation is the process of ranking tasks, features, or initiatives based on their importance, impact, and effort.Open glossary term will be flawed.
What you get from it
Done properly, this method gives you:
Key takeaway
It helps teams focus on what delivers the most impact for users and business.
Get in touch
If this sounds like something you need, we can help you apply RICE scoring to prioritise glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term effectively and guide decisions that maximise user and business value.
No guesswork. No assumptions. Just structured, evidence-based glossaryPrioritisationPrioritisation is the process of ranking tasks, features, or initiatives based on their importance, impact, and effort.Open glossary term.
FAQ
Common questions
A few practical answers to the questions that usually come up around this method.
What is RICE scoring in UX?
It is a method for prioritising glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term based on Reach, Impact, glossaryConfidenceConfidence is the level of certainty in a decision or outcome based on available evidence.Open glossary term, and Effort.
When should you use RICE scoring?
When planning glossaryRoadmapA roadmap is a strategic plan that outlines the direction, priorities, and timeline for a product or initiative. It communicates what will be delivered and why, rather than just listing features.Open glossary term, guideFeature PrioritisationRanking features by user value, business value, effort, and risk to focus roadmap delivery on highest-impact outcomes.Open guide, or resource allocation.
What can you score?
glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term, improvements, or initiatives.
Why is it important?
It helps make transparent, evidence-based decisions about what to glossaryBuildA build is the process of compiling and packaging code into a runnable application.Open glossary term first.
Does RICE scoring improve UX?
Indirectly. By prioritising high-value glossaryFeatureA feature is a specific piece of functionality within a product that delivers value to users. It represents something users can do or experience as part of the overall product.Open glossary term, it ensures the most impactful improvements are delivered to users.