How to assess confidence in RICE — a product management framework

Gut feeling is often not enough

Bart Krawczyk
UX Collective
Published in
6 min readFeb 28, 2023

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Decorative
Source

RICE is one of the most popular prioritisation frameworks.

On the surface, it seems simple.

But when you dig deeper, it’s not so straightforward. While reach and effort are somewhat easy to calculate, how do you impact confidence? There’s no clear…

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