Free product template

Backlog prioritisation (RICE and MoSCoW)

Reach, impact, confidence and effort for every item, a MoSCoW board, and why for every number.

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The job it does

Before quarterly planning or when stakeholders disagree on what comes next: a ranking you can defend. It comes with its own checks, so after you change it you can see at a glance that it still does the job.

What's inside

This is the template exactly as the Product & BA Lab opens it, read-only. Open it to run it, change it and export it.

  • 1 document
  • Exports as Markdown and CSV
The brief: Backlog prioritisation (RICE and MoSCoW)

Score the backlog with RICE, sort it with MoSCoW and write why for every number, so the ranking survives the meeting. Swap in your own items and numbers.

Done when
  • Every item has reach, impact, confidence and effort, and a “why”
  • “Must” items take at most 60% of the effort
Prioritisation: Store app: next quarter

Reach is counted in store staff a quarter. RICE = reach × impact × confidence ÷ effort (person-months).

Rank Item Reach Impact Confidence Effort RICE MoSCoW Why
1 Scan expiry dates with the camera 2,400 High (2) 80% 2 1,920 must Every store does expiry checks daily; two pilot stores halved the time.
2 Goods-received photo proof 900 Medium (1) 80% 0.5 1,440 must Receiving staff in 320 stores; disputes with suppliers drop when there is a photo.
3 Price-check history 3,000 Low (0.5) 80% 1 1,200 should Most staff price-check; a small time saving each time.
4 Dark mode 3,200 Minimal (0.25) 100% 1 800 could Everyone sees it, but it changes little about the work.
5 Offline stock counts 1,800 Massive (3) 50% 4 675 should Huge if it works, but we have not tested how often counts are lost.

The lesson behind it

Learn why it works, with a podcast and a quiz for each lesson.

  • Requirements traceability matrix

    Requirements, user stories and test cases, linked, with every coverage gap highlighted.

  • PRD for a new feature

    Problem with numbers, users, goals and non-goals, measurable metrics with a guardrail, user stories with acceptance criteria, scope, risks and launch.

  • Sprint plan

    People, days off and focus factor, a sprint goal, the stories that carry it, a burndown preview and a board.

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