Task management · Practical guide

Backlog Prioritization: RICE, WSJF and Dependency Checks

By My First Task editorial team

Updated

The short answer

Backlog prioritization orders potential work against an agreed goal. Use a consistent scoring framework to expose assumptions, then check dependencies, deadlines and mandatory commitments before deciding what to start.

How to approach the work

An ordered backlog needs more than urgency labels. Separate the problem, intended outcome, evidence and estimated effort for each item. RICE compares reach, impact, confidence and effort; WSJF compares relative cost of delay with job size. Neither method removes the need for judgment. Score items in the same comparison set using the same units, and revise estimates when new evidence arrives.

A practical sequence

  1. Choose the outcome the backlog should advance.
  2. Record evidence and a consistent effort estimate for each candidate.
  3. Use RICE for product opportunities or WSJF when delay and sequencing dominate.
  4. Check dependencies and genuinely fixed commitments before ordering the final list.
  5. Document why the highest-ranked item comes first.
  6. Reassess after learning or completing a significant item.

Illustrative scenario · not customer research

Worked example

An onboarding improvement reaches 1,000 users in a quarter, has impact 2, confidence 80% and requires two person-months. Its RICE score is 800. A smaller idea reaching 400 users with impact 1, confidence 100% and effort one person-month scores 400. The first appears more valuable per estimated effort. However, if it depends on an unfinished authentication change, the team should resolve the prerequisite before treating the ranking as a ready-to-start queue.

Common mistakes to avoid

  • Giving different items different reach periods.
  • Hiding weak evidence behind confident-looking decimals.
  • Letting a score override a required prerequisite.

Try the method with your own inputs

Questions answered

Does the highest score always go first?
No. Check dependencies, commitments and strategic fit. A score is a decision aid, and the reason for any exception should be recorded.
How often should a backlog be reprioritized?
Review it when goals, evidence or constraints change, and before choosing the next planning horizon. Constantly reordering active work creates avoidable disruption.
Can I compare RICE and WSJF numbers?
No. They use different inputs and scales. Compare RICE scores with other RICE scores, or WSJF scores within the same relatively scored set.

Apply it in a shared workspace

Keep the agreed owner, completion criteria and important decisions with the work. Explore the relevant My First Task feature.

Research context is available in our source library. The worked example above is an editorial illustration.

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Method references

Turn the plan into shared work

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