Linear is built for speed. Your prioritization method should match. ICE scoring (Impact, Confidence, Ease) gives you a fast, lightweight framework that fits Linear's opinionated workflow without adding overhead.
This guide covers how to run ICE scoring alongside Linear and when to pick ICE over RICE.
Why ICE Works Well With Linear
Linear teams value speed and simplicity. RICE has four dimensions and requires you to estimate Reach separately from Impact. ICE collapses that into three dimensions: Impact (how much does this move the needle), Confidence (how sure are you), and Ease (how quickly can you ship it).
For teams running weekly cycles in Linear, ICE scores can be calculated in under 5 minutes per feature. That means you can score your entire cycle's candidates during a single planning meeting.
Setting Up ICE in Linear
Linear does not have custom number fields like Jira. Instead, use labels and a scoring workflow.
Option A: Labels for score ranges. Create Linear labels for ICE score ranges: "ICE: High (7+)", "ICE: Medium (4-6)", "ICE: Low (1-3)". Apply after scoring externally. Simple and visual.
Option B: Score in IdeaPlan, reference in Linear. Use the ICE Calculator to score candidates. Add the score to the issue description or a comment. This preserves the individual dimension scores for future reference.
Option C: Linear project descriptions. For quarterly planning, score features in a Linear project description table. List each candidate with its I, C, and E scores and the calculated result.
The Scoring Workflow for Linear Teams
Step 1: Gather candidates. At the start of each cycle, pull unscheduled issues from your Linear backlog. Focus on the top 15-20 candidates.
Step 2: Score quickly. Open the ICE Calculator. Rate each item on a 1-10 scale for Impact, Confidence, and Ease. The tool calculates the average automatically.
Step 3: Rank and assign. Sort by ICE score. The top items go into your current Linear cycle. Assign owners directly in Linear.
Step 4: Review after shipping. At the end of each cycle, compare actual outcomes to your ICE predictions. Were your Confidence ratings accurate? Did high-Impact items actually move metrics? This feedback loop makes future scoring better.
ICE vs RICE: When to Use Which
ICE is better when you need speed and your features target roughly the same user base. If every feature affects all your users, Reach (the R in RICE) is constant and adds no signal.
RICE is better when features vary widely in how many users they affect. A billing change that touches 100% of users vs. an admin feature for 2% of users needs the Reach dimension to score correctly.
See the full comparison for a detailed breakdown with examples.
Linear-Specific Tips
Use Linear's priority field alongside ICE. Linear's built-in Urgent/High/Medium/Low priority is useful for operational urgency (bugs, outages). ICE is for strategic importance. A P1 bug fix might have a low ICE score but still needs to ship first.
Cycle-level scoring. Instead of scoring individual issues, score Linear project milestones. This works for teams that plan at the initiative level rather than the ticket level.
Triage with ICE. During Linear triage, use a quick mental ICE check: "Is this high impact? Am I confident? Is it easy?" If all three are yes, schedule it immediately. If any dimension is clearly low, send it to the backlog.
For broader prioritization guidance, the feature prioritization guide covers how scoring frameworks fit into your overall planning process.