Monday.com gives you colorful boards and flexible columns. What it does not give you is a principled way to decide which features to build first. If your Monday board has dozens of feature requests and your team sorts them by gut feel, RICE scoring will bring clarity.
This guide walks you through using RICE scoring alongside Monday.com without disrupting your existing boards.
How RICE Scoring Works
RICE stands for Reach, Impact, Confidence, and Effort. For each feature candidate you assign a value to each dimension, then calculate: (Reach x Impact x Confidence) / Effort. The result is a single number that ranks features against each other.
The power of RICE is that it replaces subjective debates with quantified trade-offs. Instead of "I think this is important," you get "This reaches 2,000 users/quarter with high impact and moderate effort."
Setting Up RICE with Monday.com
Monday.com has flexible column types, which makes adding RICE fields straightforward. You have two approaches.
Option A: Number columns in Monday. Add four number columns (Reach, Impact, Confidence, Effort) to your feature board. Then add a formula column that calculates (Reach Impact Confidence) / Effort. Monday formula columns handle this natively.
Option B: Score externally, track in Monday. Use the RICE Calculator to score features in a purpose-built interface, then copy the final score into a single "RICE Score" number column on your Monday board. This keeps your board clean and provides a better scoring experience.
Most teams prefer Option B because Monday boards get cluttered fast when you add four extra columns per item.
The Scoring Workflow
Step 1: Identify candidates. Pull 15 to 30 features from your Monday board that are competing for development time. Do not score your entire backlog. Focus on items that could realistically ship in the next quarter.
Step 2: Score each feature. Open the RICE Calculator and enter values. Be conservative with Confidence. If you have customer interviews or analytics backing a feature, Confidence goes up. If it is a hunch, mark it at 50% or lower.
Step 3: Transfer scores to Monday. Add a "RICE Score" number column to your board. Paste the calculated score for each item. Sort the board by this column descending.
Step 4: Use scores in planning. During sprint or quarterly planning, start from the top of the sorted list. The scores are conversation starters. If the number two item has a dependency on the number five item, discuss it. RICE gives you a starting point, not a rigid order.
Why RICE Beats Monday.com's Priority Column
Monday.com offers a built-in Priority column with labels like Critical, High, Medium, and Low. The problem is that these labels mean different things to different people. Your designer's "High" and your engineer's "High" are not the same. RICE replaces subjective labels with math.
For teams comparing RICE against simpler alternatives, the RICE vs ICE vs MoSCoW comparison breaks down when each framework makes sense.
Tips for Monday.com Teams
Create a board view filtered to show only items with a RICE score above a threshold. This becomes your "Ready for Sprint" view and saves time during planning meetings.
Use Monday automations to notify the product team when a new item is added without a RICE score. Unscored items should not sit in the backlog for more than two weeks.
If you need more scoring dimensions, the weighted scoring tool lets you add criteria like Strategic Alignment or Revenue Potential beyond RICE's four factors.
Consider grouping your Monday board by RICE score ranges. Items scoring above 40 go in the "Build Next" group, 20 to 40 in "Consider," and below 20 in "Parking Lot."
For a broader look at how RICE fits into your product process, read the prioritization guide.