RICE Prioritization Framework

What it is

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RICE scores each initiative on four factors — Reach, Impact, Confidence, and Effort — then divides (Reach × Impact × Confidence) by Effort to get a comparable priority score across very different ideas.

When to use it

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Describe the situations where RICE beats gut-feel prioritization — large backlogs, cross-team roadmap debates, or when stakeholders disagree on what matters most.

Common pitfalls

Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Note where RICE breaks down — inflated confidence scores, effort estimates that ignore dependencies, or reach numbers with no real data behind them.