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ICE Scoring Template for Prioritization
Score and prioritize features using the ICE framework. Rate each feature on Impact, Confidence, and Ease to calculate a composite score for data-driven...
Updated 2026-03-05
ICE Scoring
| # | Item | Value (1-10) | Effort (1-10) | Score | Priority | Owner | |
|---|---|---|---|---|---|---|---|
| 1 | 3.0 | ||||||
| 2 | 2.5 | ||||||
| 3 | 1.8 | ||||||
| 4 | 1.2 | ||||||
| 5 | 1.1 |
#1
3.0
#2
2.5
#3
1.8
#4
1.2
#5
1.1
Edit the values above to try it with your own data. Your changes are saved locally.
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Frequently Asked Questions
How is ICE different from RICE?+
RICE adds a Reach dimension that estimates how many users a feature affects in a given time period. ICE skips Reach in favor of simplicity. RICE is better when you have reliable usage data. ICE works well when you need a fast, intuitive score without detailed analytics.
What scale should I use for ICE scoring?+
The standard scale is 1 to 10 for each dimension. Some teams prefer 1 to 5 for simplicity, but the 1-10 scale gives more granularity and makes it easier to differentiate between similar features.
How do I handle disagreements on scores?+
Have each team member score independently first, then discuss items where scores diverge by more than 3 points. The discussion is often more valuable than the final number. Use the average of individual scores as the starting point.
When should I NOT use ICE scoring?+
ICE is less useful when you have detailed quantitative data on reach and usage. In those cases, [RICE scoring](/frameworks/rice-framework) gives you a more precise result. ICE also struggles with large strategic bets that do not fit neatly into a 1-10 scale.
How often should I re-score my backlog?+
Re-score at least once per quarter, or whenever you get significant new data. Features with low Confidence scores should be re-evaluated as soon as you run experiments or user research that changes your assumptions.
Related Tools
RICE Score Calculator
Score features using Reach, Impact, Confidence, and Effort.
ICE Score Calculator
Prioritize with Impact, Confidence, and Ease — fast and lightweight.
WSJF Calculator
Weighted Shortest Job First scoring for SAFe and Lean teams.
MoSCoW Prioritizer
Categorize features into Must, Should, Could, and Won't have.
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