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
Energy
Medium

Objectives

Quantify prioritization decisions. Systematically balance impact and effort. Account for uncertainty using confidence scoring. Defend priorities with supporting data.

Outcomes

Prioritized list based on RICE scores. Clear rationale for ranking based on reach, impact, confidence, and effort.

Step-by-Step Instructions


  1. For each idea, assign scores for Reach (users per quarter), Impact (1-3 scale), Confidence (0-100%), and Effort (person-months). 2. Calculate the RICE score: (Reach x Impact x Confidence) / Effort. 3. Higher scores mean higher priority. 4. This approach reduces bias and provides a clear rationale. It won't eliminate debate, but it focuses it.

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Facilitator Tips

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.

Pre-Work

For Facilitators

  • Review participant profiles and expectations
  • Prepare all materials and supplies
  • Test technology and room setup

For Participants

  • Complete pre-session survey
  • Review background materials
  • Prepare examples or case studies

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Materials Required


  • RICE scoring spreadsheet or template. - Historical data for estimates. - Calculator.

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Resources & Templates

  • Facilitator Guide (PDF)
  • Participant Workbook Template
  • Presentation Slides
  • Printable Materials

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Discussion

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