How to Create a Prioritization Matrix in Notion
Every PM has more ideas than capacity, and choosing which to pursue is the highest-leverage decision you make. Without a structured framework, prioritization becomes a political exercise where the loudest stakeholder wins. A prioritization matrix replaces gut feel with a repeatable, transparent scoring system that the whole team can see and challenge.
Notion's database features — formulas, rollups, and multiple views — make it an excellent platform for building a prioritization matrix that scores initiatives objectively and adapts as your criteria evolve. This guide shows you how to build a RICE-based prioritization matrix in Notion that turns your backlog from a wishlist into a ranked roadmap.
Step-by-step guide
Create the initiatives database with scoring fields
Create a new Notion database called Initiatives with these properties: Initiative Name (title), Reach (number — how many users this impacts per quarter), Impact (select: 3-Massive, 2-High, 1-Medium, 0.5-Low, 0.25-Minimal), Confidence (select: 100%-High, 80%-Medium, 50%-Low), Effort (number — person-months to complete), Source (multi-select: customer-feedback, data, strategic, internal), and Status (select: proposed, scored, committed, in-progress, shipped).
- Use number fields for Reach and Effort so they can be used in formulas
- Use select fields for Impact and Confidence with the numeric values embedded in the option names
- Add a Description field (text) for a one-paragraph summary of what the initiative entails
Add the RICE score formula
Create a formula property called RICE Score that calculates (Reach * Impact * Confidence) / Effort. You will need to use Notion's formula syntax to extract the numeric value from the Impact and Confidence select fields. The resulting score provides a single comparable number for every initiative, normalizing the tradeoff between expected value and cost.
- Create the formula that multiplies Reach, Impact, and Confidence, then divides by Effort
- Handle edge cases: if Effort is 0 or empty, return 0 to avoid division errors
- Format the result to one decimal place for readability
Build scoring views for the prioritization meeting
Create a sorted table view called 'Priority Ranked' that shows all initiatives sorted by RICE Score descending. This is your default view — the top items are your highest-leverage bets. Create a second view called 'Quick Wins' filtered to Effort less than 1 person-month and sorted by RICE Score, so you can see easy wins that might fit into spare capacity between larger initiatives.
- Create the Priority Ranked view sorted by RICE Score descending with all scoring fields visible
- Create the Quick Wins view filtered to Effort less than or equal to 1 and sorted by RICE descending
- Create an 'Unscored' view filtered to items where any scoring field is empty so you can catch gaps
Add context columns for defensible decisions
Scoring alone is not enough — you need the context that explains why each initiative scored the way it did. Add properties for Customer Evidence (relation to a customer feedback database or text field with key quotes), Data Source (URL to the analytics chart or research document), Strategic Alignment (select: core-metric, platform-bet, table-stakes, exploration), and Executive Sponsor (person field). These columns make prioritization decisions auditable.
- Add a Customer Evidence field linking to specific feedback entries or containing key quotes
- Include a Strategic Alignment field so you can filter for initiatives that serve your current strategic focus
- Add a 'Why This Score' text field where the PM briefly justifies the Reach and Impact estimates
Run the prioritization session using the matrix
In your quarterly or monthly prioritization meeting, pull up the Priority Ranked view. Walk through the top 10-15 initiatives, reviewing the RICE score and context for each. Challenge assumptions — does the Reach estimate account for the total addressable audience? Is the Confidence rating honest given what you know? Adjust scores live during the discussion and commit to the top initiatives that fit within your team's capacity.
- Present the ranked list to stakeholders and walk through the top-scored items first
- Challenge each Confidence rating — if it is 50% or lower, discuss whether to invest in research first
- Draw a capacity line on the list showing how many initiatives your team can realistically commit to
Track committed initiatives through execution
When initiatives are committed, change their status to 'committed' and link them to the corresponding project or epic in your execution tool. Create a 'Committed Roadmap' view filtered to committed and in-progress initiatives sorted by target quarter. Update the view as initiatives ship, adding actual outcome data (real Reach and Impact) so you can calibrate your scoring accuracy over time.
- Add a Relation field linking committed initiatives to their Linear or Jira epics
- Create a Committed Roadmap view grouped by target quarter showing only committed and in-progress items
- After each initiative ships, record the actual Reach and Impact to improve future estimation accuracy
Common mistakes
Treating the RICE score as the final answer
RICE provides a starting point for discussion, not an algorithm that makes decisions for you. A low-RICE strategic initiative might still be the right choice. Use the score to structure the conversation, then apply judgment for factors the formula does not capture.
Inflating scores to get pet projects prioritized
If people learn they can game the system by inflating Reach or Impact, the matrix becomes useless. Require evidence for high scores — customer data for Reach, metrics for Impact — and calibrate as a team so scoring is consistent across contributors.
Scoring once and never updating
Priorities shift as you learn more — customer feedback changes, market conditions evolve, and technical constraints surface. Re-score your initiatives at least quarterly, and immediately re-score any initiative when new information significantly changes its assumptions.
Tips
Add a 'Last Scored' date property and filter for initiatives not scored in the last 90 days to ensure stale scores get refreshed
Use Notion's gallery view with the initiative description as the card preview for stakeholder-friendly presentations of your roadmap
Create a linked 'Decisions Log' database that records why specific initiatives were committed or deferred, building institutional memory for prioritization
Include a 'Dependencies' relation field linking to other initiatives so you can see which items unlock additional value when shipped
How Vantage helps
Vantage integrates prioritization directly into the product development flow. Requirements extracted from your PRD come with suggested priority levels based on effort, impact, and dependencies, giving you a data-informed starting point that you can refine rather than scoring from scratch.