Monday.com gives product teams a visual, flexible board for tracking work. But when sprint planning arrives and 30 items compete for 10 slots, Monday's Priority column (High/Medium/Low) does not cut it. Everyone marks their item as "High" and you are back to debating opinions.
Weighted scoring replaces that debate with numbers. This guide shows how to set up weighted scoring alongside Monday.com boards.
What Weighted Scoring Adds to Monday.com
Monday.com has columns for status, priority, dates, and assignments. What it lacks is a way to score features across multiple dimensions with customizable weights.
Weighted scoring lets you define 4-6 criteria that matter for your team (e.g., User Impact, Revenue Potential, Strategic Alignment, Technical Feasibility, Time to Ship) and assign a weight to each. Features get scored on each criterion, and the weighted total gives you a single comparable number.
This is more flexible than RICE, which locks you into four fixed dimensions. Weighted scoring lets you add dimensions specific to your business.
Setting Up Weighted Scoring for Monday.com
Step 1: Define your criteria. Gather your PM team and agree on 4-6 scoring criteria. Good criteria are measurable, distinct from each other, and relevant to your current strategy. Common picks:
- User Impact (how much does this improve the user experience)
- Revenue Potential (how much revenue could this drive)
- Strategic Alignment (does this fit our current priorities)
- Effort (how long will this take)
- Customer Demand (how many customers have asked for this)
- Technical Risk (how uncertain is the implementation)
Step 2: Set weights. Not all criteria matter equally. If your company is in growth mode, weight Revenue Potential and Customer Demand higher. If you are stabilizing, weight Technical Risk and Effort higher. Use the Weighted Scoring tool to experiment with different weight distributions.
Step 3: Add score columns to Monday.com. Create a number column for each criterion and a formula column for the weighted total. Monday's formula column can compute (UserImpact 0.3) + (Revenue 0.25) + (Alignment 0.2) + (Demand 0.15) + (Effort * 0.1) where weights sum to 1.0.
Step 4: Score your backlog. Rate each feature candidate 1-5 on each criterion. The formula column auto-calculates the weighted score.
Monday.com-Specific Configuration
Board views for scoring. Create a Table view sorted by your "Weighted Score" column descending. This is your ranked priority list. Use the Chart view to visualize score distribution across your backlog.
Groups as score tiers. Set up Monday groups for "Score 4+: Build This Quarter," "Score 2.5-4: Consider," and "Score Below 2.5: Not Now." Use automations to move items between groups when scores change.
Dashboard widget. Add a chart widget to your Monday dashboard that shows the top 10 scored items. This gives stakeholders a real-time view of priorities without digging into the board.
Running a Scoring Workshop
Scoring works best as a team exercise, not a solo PM activity. Here is a 60-minute workshop format.
Preparation (before the meeting). The PM pre-populates criteria descriptions and the feature list in Monday. Each team member reviews the candidates beforehand.
Round 1 (20 min): Independent scoring. Each scorer rates all features independently. Use Monday's People column to track who has scored. This prevents anchoring bias.
Round 2 (20 min): Review outliers. Sort by weighted score and look for items where individual scores diverge by more than 2 points. Discuss those items. Divergence means someone has information others do not.
Round 3 (20 min): Finalize and plan. Agree on final scores. Pull the top items into the next sprint or quarter. Document decisions in the item updates.
When to Use Weighted Scoring vs. Other Frameworks
Weighted scoring is best when your prioritization criteria vary by business context. A B2B SaaS company might weight Customer Demand and Revenue Potential. A consumer app might weight User Impact and Viral Potential.
If you want something simpler, the RICE Calculator uses four fixed dimensions and works well for smaller teams. The Kano analysis tool is useful for categorizing features before scoring them.
For a full breakdown, the framework comparison guide explains when each approach fits best. The prioritization guide covers the broader process of building a prioritization practice.