RICE Prioritization
Framework Template

Score every idea or task by Reach, Impact, Confidence, and Effort — then let the math rank your backlog instead of the loudest voice in the room.

Use Template

Four inputs. One score.

RICE turns a debate into a calculation. Every idea or task gets scored on the same four criteria, so priority comes from the numbers — not from whoever pitches loudest. Read how to customize RICE for your business goals .

Reach

How many customers will this project impact?
Scored as the number of people or events per time period — e.g. "1,200 users / quarter".

Impact

How much will this project increase conversion?
Scored on a scale: 0.25 minimal, 0.5 low, 1 medium, 2 high, 3 massive.

Confidence

How much support do you have for your estimates?
Scored as a percentage: 20% moonshot, 50% low, 80% medium, 100% high.

Effort

How much team time will the feature require?
Scored as a number of "person-months" — the same unit across every idea or task.

// the formula

Total Score = Reach × Impact × Confidence ÷ Effort

The four criteria combine into one number, so ideas of any shape — a quick fix or a quarter-long bet — land on the same ranked list.

Ducalis computes the score live as your team fills in each field, no spreadsheet required.

┌────────────────────────────────────────────────┐
│  RICE SCORE · CALCULATOR                       │
├────────────────────────────────────────────────┤
│                                                │
│  Reach       2,400  users / quarter            │
│  Impact      2      high                       │
│  Confidence  80%    medium                     │
│  Effort      3      person-months              │
│                                                │
│  Total Score = 2400 × 2 × 0.8 / 3 = 1,280      │
└────────────────────────────────────────────────┘
// ranked output

Every idea or task, ranked by the same math

Once every idea or task carries a RICE score, the backlog sorts itself. No more guessing what's next — the highest-scoring idea or task sits at the top.

Learn how scores sync back to your task tracker.

┌────────────────────────────────────────────┐
│  BACKLOG · RANKED BY RICE                  │
├────────────────────────────────────────────┤
│  IDEA / TASK                 SCORE   RANK  │
│  "Bulk CSV import"           1,280   #1    │
│  "Slack notifications"         640   #2    │
│  "Dark mode"                   180   #3    │
│                                            │
│  ▸ re-ranks live as inputs change          │
└────────────────────────────────────────────┘

Example: scoring a real backlog

Three ideas, four inputs each, one ranked list — this is what a RICE-scored backlog looks like in practice.

Idea / Task Reach Impact Confidence Effort Score Rank
Bulk CSV import 2,400 2 80% 3 1,280 #1
Slack notifications 1,200 1 80% 1.5 640 #2
Dark mode 900 1 40% 2 180 #3
// native scoring

Score with RICE natively in Ducalis

RICE is a built-in framework — no setup, no custom fields to wire up. Open a board, pick RICE, and start scoring.

Prefer ICE, WSJF, MoSCoW, Eisenhower Matrix, or your own criteria? Switch frameworks anytime — the same backlog carries over.

┌────────────────────────────────────────────────┐
│  SCORE THIS IDEA OR TASK                       │
├────────────────────────────────────────────────┤
│  Reach          [ 2,400 ]  users/quarter       │
│  Impact         [   2   ]  high                │
│  Confidence     [  80%  ]  medium              │
│  Effort         [   3   ]  person-months       │
│                                                │
│  ▸ Total Score  1,280 · auto-computed          │
└────────────────────────────────────────────────┘

Where teams use RICE

RICE fits anywhere a team has more ideas than time — here's where it shows up most.

┌────────────────────────────────────────────┐
│  SPRINT BACKLOG                            │
├────────────────────────────────────────────┤
│  Sorted by  RICE score                     │
│                                            │
│  1,280  Bulk CSV import                    │
│    640  Slack notifications                │
│    180  Dark mode                          │
│                                            │
│  ▸ top of list = next sprint               │
└────────────────────────────────────────────┘
Sprint Planning
Pull the top-scoring items straight into the next sprint — no separate ranking meeting needed.
┌────────────────────────────────────────────┐
│  TEAM SCORING SESSION                      │
├────────────────────────────────────────────┤
│  PM       Reach 8 · Impact 7               │
│  Eng      Effort 5 · Confidence 6          │
│                                            │
│  Consensus RICE score → 1,280              │
└────────────────────────────────────────────┘
Team Prioritization
Bring PM, engineering, and design into one scoring session instead of a single opinion driving the backlog.
┌────────────────────────────────────────────┐
│  QUARTERLY ROADMAP                         │
├────────────────────────────────────────────┤
│  Top 20% by RICE score                     │
│  auto-promoted to roadmap                  │
│                                            │
│  ▸ rest stay visible, not lost             │
└────────────────────────────────────────────┘
Quarterly Roadmap
Promote the highest-scoring ideas onto a public roadmap so stakeholders see the "why", not just the "what".
┌────────────────────────────────────────────┐
│  IDEA/TASK #42 → RICE 1,280                │
├────────────────────────────────────────────┤
│  "Add CSV export to reports"               │
│  96 upvotes folded into Reach              │
│                                            │
│  ▸ scored, ranked, ready                   │
└────────────────────────────────────────────┘
Feedback Linking
Customer upvotes feed straight into Reach, so popular requests naturally score higher.

Ducalis—The Decision-Making Toolkit

Ducalis helps companies capture user requests, estimate job size, and prioritize the backlog with RICE — or any framework your team prefers.
No credit card required. Unlimited users. No time limit.

  ┌─────────────────────────┐
  │     REACH × IMPACT      │
  │      × CONFIDENCE       │
  │    ÷ EFFORT = SCORE     │
  └─────────────────────────┘
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