Feature Prioritization

Frameworks

RICE Score

• Reach: How many users affected per quarter?
• Impact: How much will it move the needle? (3=massive, 2=high, 1=medium, 0.5=low)
• Confidence: How sure are we? (100%, 80%, 50%)
• Effort: Person-months to build
• Score = (Reach × Impact × Confidence) / Effort

Impact vs Effort Matrix

           Low Effort    High Effort
High       Quick Wins     Big Bets
Impact     (do first)     (plan carefully)