Product Management: Foundations to Practice · Prioritization Frameworks
The RICE Framework
RICE turns four fuzzy, arguable factors into a single comparable score. This chapter covers its origin, mechanics, and the factor most teams get wrong.
RICE was developed at Intercom by product manager Sean McBride and colleagues on the growth team, in response to two recurring problems: prioritization that favored 'pet projects' engineers personally wanted to build over ideas with broader customer reach, and insufficient scrutiny of how confident the team actually was in its own impact estimates [13]. The framework was built from first principles specifically to solve these two problems, not adapted from an existing academic model.
Key Takeaways
- RICE was built at Intercom to counter favoritism toward pet projects and insufficient scrutiny of impact estimates.
- The formula is (Reach x Impact x Confidence) / Effort, producing one comparable score across different ideas.
- Confidence is the most underused factor and should be lowered whenever an impact estimate rests on a hunch, not evidence.
- RICE works best comparing ideas against a shared goal metric; it breaks down comparing ideas with fundamentally different objectives.