Save to My Latticework unsave

RICE Score
RICE Score
RICE Score
save0 saved view11K 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. Scio enim esse quosdam, qui quavis lingua philosophari possint; Bork Te enim iudicem aequum puto, modo quae dicat ille bene noris. Nonne igitur tibi videntur, inquit, mala? Quid ad utilitatem tantae pecuniae? Quos quidem tibi studiose et diligenter tractandos magnopere censeo.

Non quam nostram quidem, inquit Pomponius iocans; Duo Reges: constructio interrete. Nos quidem Virtutes sic natae sumus, ut tibi serviremus, aliud negotii nihil habemus. Atqui reperies, inquit, in hoc quidem pertinacem; Nec vero alia sunt quaerenda contra Carneadeam illam sententiam. Ita ne hoc quidem modo paria peccata sunt. Quis animo aequo videt eum, quem inpure ac flagitiose putet vivere? Post enim Chrysippum eum non sane est disputatum. Sin laboramus, quis est, qui alienae modum statuat industriae?

In his igitur partibus duabus nihil erat, quod Zeno commutare gestiret. Nemo nostrum istius generis asotos iucunde putat vivere. Quod ea non occurrentia fingunt, vincunt Aristonem; Vitiosum est enim in dividendo partem in genere numerare. Quo modo autem philosophus loquitur? Uterque enim summo bono fruitur, id est voluptate. Itaque contra est, ac dicitis;

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. Utinam quidem dicerent alium alio beatiorem! Iam ruinas videres. At iam decimum annum in spelunca iacet. Utrum igitur tibi litteram videor an totas paginas commovere? An me, inquam, nisi te audire vellem, censes haec dicturum fuisse? Duo Reges: constructio interrete. Dat enim intervalla et relaxat. An me, inquam, nisi te audire vellem, censes haec dicturum fuisse? Ita nemo beato beatior. Odium autem et invidiam facile vitabis.

Nam aliquando posse recte fieri dicunt nulla expectata nec quaesita voluptate. Oculorum, inquit Plato, est in nobis sensus acerrimus, quibus sapientiam non cernimus.

Solum praeterea formosum, solum liberum, solum civem, stultost; Et quod est munus, quod opus sapientiae? Nec vero sum nescius esse utilitatem in historia, non modo voluptatem. An dubium est, quin virtus ita maximam partem optineat in rebus humanis, ut reliquas obruat? Tu enim ista lenius, hic Stoicorum more nos vexat. Etenim semper illud extra est, quod arte comprehenditur. Nulla profecto est, quin suam vim retineat a primo ad extremum. Nonne videmus quanta perturbatio rerum omnium consequatur, quanta confusio?

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.