Save to My Latticework unsave

RICE Score
RICE Score
RICE Score
save0 saved view10.5K views
Share this with your network
Share this with your network
Overview

How do you choose which products or features to ship and which should remain in your backlog? RICE Scores are one way of making a call.

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed eum qui audiebant, quoad poterant, defendebant sententiam suam. Conferam tecum, quam cuique verso rem subicias; Heri, inquam, ludis commissis ex urbe profectus veni ad vesperum.

Tum Quintus: Est plane, Piso, ut dicis, inquit. Qua igitur re ab deo vincitur, si aeternitate non vincitur? Materiam vero rerum et copiam apud hos exilem, apud illos uberrimam reperiemus. Legimus tamen Diogenem, Antipatrum, Mnesarchum, Panaetium, multos alios in primisque familiarem nostrum Posidonium. Qua tu etiam inprudens utebare non numquam. Sin eam, quam Hieronymus, ne fecisset idem, ut voluptatem illam Aristippi in prima commendatione poneret. Tu vero, inquam, ducas licet, si sequetur; Quaesita enim virtus est, non quae relinqueret naturam, sed quae tueretur. Sed quot homines, tot sententiae; Ut in geometria, prima si dederis, danda sunt omnia.

Duo Reges: constructio interrete. Omnes enim iucundum motum, quo sensus hilaretur. In eo enim positum est id, quod dicimus esse expetendum. Quae sequuntur igitur? Est enim effectrix multarum et magnarum voluptatum. Nec vero sum nescius esse utilitatem in historia, non modo voluptatem. Quamquam ab iis philosophiam et omnes ingenuas disciplinas habemus; Eam stabilem appellas. Alterum significari idem, ut si diceretur, officia media omnia aut pleraque servantem vivere.

Share this model with your network to be smarter, faster, together!
Actionable Takeaways
  • Identify the product or feature under consideration. 

This might be part of a backlog or from a bra ...

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed haec quidem liberius ab eo dicuntur et saepius. Quid enim est a Chrysippo praetermissum in Stoicis? Hoc loco tenere se Triarius non potuit. Fatebuntur Stoici haec omnia dicta esse praeclare, neque eam causam Zenoni desciscendi fuisse. Summus dolor plures dies manere non potest? Duo Reges: constructio interrete. Quid ergo aliud intellegetur nisi uti ne quae pars naturae neglegatur?

Tum ille timide vel potius verecunde: Facio, inquit. Hoc enim constituto in philosophia constituta sunt omnia. Cum ageremus, inquit, vitae beatum et eundem supremum diem, scribebamus haec. Is ita vivebat, ut nulla tam exquisita posset inveniri voluptas, qua non abundaret. Quae duo sunt, unum facit. Quid enim? Consequentia exquirere, quoad sit id, quod volumus, effectum.

Ita ne hoc quidem modo paria peccata sunt. Hoc loco discipulos quaerere videtur, ut, qui asoti esse velint, philosophi ante fiant. Beatus sibi videtur esse moriens. Hic Speusippus, hic Xenocrates, hic eius auditor Polemo, cuius illa ipsa sessio fuit, quam videmus. Ita relinquet duas, de quibus etiam atque etiam consideret. Habent enim et bene longam et satis litigiosam disputationem. Ut nemo dubitet, eorum omnia officia quo spectare, quid sequi, quid fugere debeant? Nemo nostrum istius generis asotos iucunde putat vivere. Itaque haec cum illis est dissensio, cum Peripateticis nulla sane.

Limitations

The elements behind RICE are still subjective and potentially influenced by biases, though the ‘confidence’ factor is a positive inclusion in this respect. 

The ‘effort’ factor does not consider different values of people hours so, for example, there is no distinction between 1 week of senior developer time which might cost twice as much as 1 week of a junior designer.

In Practice

Intercom. 

The RICE Score was first developed by Intercom as a way to develop product priorities and their original post included this link to a spreadsheet example to establish RICE scores.

Build your latticework
This model will help you to:

RICE scores are typically used by product managers to help prioritise products and product features, similar to the impact effort matrix or kano. 

Use the following examples of connected and complementary models to weave RICE score into your broader latticework of mental models. Alternatively, discover your own connections by exploring the category list above. 

Connected models: 

  • Impact effort matrix and kano are alternative prioritisation methods. 
  • Pareto principle: in establishing the ‘20’ features to deliver the ‘80’ value. 

Complementary models: 

  • Golden circle: to ensure that new products and features are aligned with a deeper direction. 
  • Lock-in effect: as a potential consideration in relation to impact.Agile methodology: an iterative approach that works well with this form of prioritisation. 
  • Personas: as a potential tool to explore and establish reach and impact. 
  • Zawinski’s law: a warning to prioritise and avoid product bloat. 
  • Agile methodology: an iterative approach typically requiring fast and ongoing prioritisation. 
  • Minimum viable product: as an approach to cut out unnecessary features in the first instance.
Origins & Resources

The RICE Scoring model was developed by Intercom and is outlined in some detail in their original post about it here

My Notes

Already a ModelThinkers member? Please log in here.

Oops, That’s Members’ Only!

Fortunately, it only costs US$5/month to Join ModelThinkers and access everything so that you can rapidly discover, learn, and apply the world’s most powerful ideas.

ModelThinkers membership at a glance:

Small mark
UNLOCK EVERYTHING
Access all mental models and premium content.
Small mark
BUILD YOUR LATTICEWORK
Save models to your personal list.
Small mark
QUICKLY MEMORISE MODELS
Use our Learn function to embed models to memory
Small mark
PERSONALISE MODELS
Add your own notes and reminders.
Small mark
BUILD YOUR ‘EXTERNAL BRAIN’
Discover a new idea? Capture it by adding a new model.
Small mark
JOIN THE MT COMMUNITY
Rate models, comment and access exclusive events.

“Yeah, we hate pop ups too. But we wanted to let you know that, with ModelThinkers, we’re making it easier for you to adapt, innovate and create value. We hope you’ll join us and the growing community of ModelThinkers today.”

Arun Pradhan & Shai Desai
CoFounders, ModelThinkers.

You Might Also Like:

- Actionable summaries of the world's most powerful ideas.