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Prioritization Score Calculator

Use this prioritization score calculator to compare ideas with RICE or ICE scoring before committing roadmap, automation, or operations capacity.

Planning estimate

Live calculator

Prioritization score

Option scores

Compare reach, impact, confidence, and effort.

Option A
Option B
Option C
Top priorityOption A

480 RICE score.

Scoring methodRICE

RICE uses reach x impact x confidence divided by effort.

Ranked priorities
1Option A480
2Option C375
3Option B341.3
How to read it

The score is a prioritization aid, not a roadmap order by itself. Check dependencies, deadlines, customer commitments, strategic fit, and risk before committing team capacity.

Planning comparison only. Scores reflect your assumptions; check uncertainty, dependencies, constraints, and strategic fit before deciding.

Formula

Prioritization score formula

RICE = reach x impact x confidence / effort; ICE = impact x confidence x ease

RICE is useful when reach and effort estimates are available. ICE is faster when the comparison is still rough.

How to use

Steps

  1. Choose RICE when you have reach, confidence, and effort estimates.
  2. Choose ICE when you need a quick impact, confidence, and ease comparison.
  3. Score each option with the same method.
  4. Review the ranked priorities, then check dependencies, risk, and strategic fit.

Example

Sample calculation

Top priorityOption A
RICE scoreAbout 480 in the sample case
ICE scoreNormalized to a 0-100 scale

Calculator use

Best for

  • Comparing options with the same criteria and explicit estimates.
  • Discussing trade-offs with a team before committing capacity.

Before relying on it

Check first

  • Treating estimated scores as verified evidence or an automatic decision.
  • Changing criteria between options or overlooking dependencies, risk, and strategic fit.

Details

What to know before using the result

RICE scoringReach x impact x confidence / effort

Use RICE when you can estimate how many users, customers, cases, or tasks an option affects.

ICE scoringImpact x confidence x ease

Use ICE for earlier prioritization when reach and detailed effort estimates are not yet available.

Decision usePrioritization aid

A high score can still be blocked by dependencies, compliance, customer commitments, budget, or strategy.

Benchmarks

How to read the result

High RICE: Reach-efficient option.

Usually means meaningful reach, strong impact, good confidence, or relatively low effort.

High ICE: Fast promising option.

Often useful for early sorting before a more detailed RICE or decision matrix review.

Close scores: Use tie-breakers.

When scores are close, compare risk, dependencies, timing, customer promises, and reversibility.

Calculator accuracy

Methodology and assumptions

Formula, inputs, limitations and review record
Formula

RICE = reach x impact x confidence / effort; ICE = impact x confidence x ease

Inputs used

Scoring method, Reach, Impact, Confidence, Effort, Ease, Option scores

Limitations

These comparisons organize the estimates you enter. They do not verify evidence, resolve dependencies, or make the operating decision for you.

Review record

Catalog QA baseline on June 6, 2026. This date marks the catalog-wide automated and editorial QA baseline, not a tool-specific expert review.

Cite this page

Toolkit Shelf. Prioritization Score Calculator. https://toolkitshelf.com/tools/prioritization-score-calculator

FAQ

Common questions

What is a prioritization score?

A prioritization score is a structured way to rank options using the same criteria, such as reach, impact, confidence, effort, or ease.

Should I use RICE or ICE?

Use RICE when you have reach and effort estimates. Use ICE when you need a faster early-stage comparison with impact, confidence, and ease.

What is a good RICE score?

RICE scores depend on how reach and effort are measured. Compare options within the same model instead of treating one universal number as good.

Can the highest score still be the wrong priority?

Yes. Dependencies, legal requirements, customer commitments, strategic fit, budget, and timing can override a score.