Strategy

RICE

The RICE scoring model helps teams prioritize initiatives based on Reach, Impact, Confidence, and Effort. It delivers a calculated priority score for data-informed decisions.

Duration
1 hour
Group Size
3-8
Category
Strategy
Difficulty
Easy
Quantify prioritization decisions. Systematically balance impact and effort. Account for uncertainty using confidence scoring. Defend priorities with supporting data.
Prioritized list based on RICE scores. Clear rationale for ranking based on reach, impact, confidence, and effort.
Maintain consistent reach timeframes. Define Impact scores clearly (e.g., 1=minimal, 2=moderate, 3=massive). Confidence acknowledges estimation uncertainty. This is useful when stakeholders question priorities. I've found it helpful to pre-populate the spreadsheet with a few examples.

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