Purpose
The method helps clarify target groups, value, goals, and priorities concretely. It connects customer value, product logic, and decision priorities. The result is captured as RICE scores, ranked list, and assumption log.
Product Strategy
RICE Scoring
Turns target groups, value, goals, and priorities into a tangible result by collecting initiatives, estimating reach, and calculating scores.
Which initiative delivers the greatest expected outcome per invested effort, and where is estimation uncertainty so high that the order says little?
MediumWorkshop + async30-60 min
How it works
The team follows the steps: collect initiatives, estimate reach, estimate impact, estimate confidence and effort, and calculate scores. Each step is captured visibly. At the end, RICE scores, ranked list, and assumption log are available so decisions, tests, or actions can follow directly.
Visual orientation
Method sketch for a quick mental model.
Flow
- 1Collect initiatives
- 2Estimate reach
- 3Estimate impact
- 4Estimate confidence and effort
- 5Calculate score
The runsheet guides execution with 5 phases, timeboxes, 5 pitfalls, and clear stop criteria.
Open runsheetIdeal for
- Roadmaps
- Growth backlogs
- Portfolio triage
Not good for
- Very vague ideas
- Purely political decisions
Deep dive
In detail
RICE scoring follows a clear working logic: collecting initiatives, estimating reach, estimating impact, estimating confidence and effort, and calculating score. This turns the method into a visible thinking process rather than only a conversation. Participants move step by step from raw material, observations, or options toward a shared structure. As a result, RICE scores, ranked list, and assumption log support decisions, learning, or further planning.
Facilitation
Prepare a clear guiding question, the right information, and a visible workspace. Plan about 30-60 min with 2-10 people and use the format either in a workshop or asynchronously. The facilitation needs notable structure and preparation; short timeboxes, visible intermediate results, and a parking lot for open questions help.
Output artifacts
RICE ScoresRanked ListAssumption Log
Artifact templates
RICE Working TemplateCompact working template for RICE with context, input, output artifacts, and next step.spreadsheet
RICE Working TemplateCompact working template for RICE with context, input, output artifacts, and next step.
spreadsheetrice-working-template.md
Compact working template for RICE with context, input, output artifacts, and next step.
RICE Scoring Working Matrix
| Item | Description | Rating | Evidence | Owner | Next step |
|---|---|---|---|---|---|
| 1 | |||||
| 2 | |||||
| 3 |
Output artifacts
- RICE Scores:
- Ranked List:
- Assumption Log:
Decision or recommendation
What consequence follows from the matrix?
When to choose differently
Short decision aid for existing alternatives.
MoSCoW
Statt RICE Scoring, wenn du mit MoSCoW Anforderungen nach Muss, Soll, Kann und Wird-nicht ordnen willst.
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