---
name: feature-prioritization
description: Apply structured prioritization matrix techniques to rank features, ideas, or design decisions by two weighted criteria (e.g. user impact vs. effort, feasibility vs. ROI). Use this skill whenever a user wants to prioritize features, compare design options, rank backlog items, decide what to build next, run a prioritization workshop, or make a structured UX or product decision. Trigger on phrases like "help me prioritize", "what should we build first", "rank these features", "should we focus on X or Y", "prioritize the backlog", "run a prioritization exercise", "impact vs effort", or any request to choose between competing options in a structured way.
---

# Feature Prioritization Matrix

A structured, objective approach to ranking features, ideas, or design decisions using two weighted criteria — turning team opinion into a shared visual model.

---

## When to use this

Use this skill when the team needs to:
- Decide which features to build or design next
- Compare ideas from a discovery or ideation session
- Align cross-functional stakeholders on priorities
- Move beyond gut-feel or HiPPO (Highest Paid Person's Opinion) decisions
- Document and communicate prioritization rationale to stakeholders

---

## Core Concept

A prioritization matrix is a 2D visual that plots items against two criteria. The position of each item on the chart reflects its relative priority. Items in the **top-right quadrant** (high on both axes) are the highest priority.

```
High impact  |  Deprioritize  |  ✅ Do first
             |----------------|----------------
Low impact   |  Skip          |  Quick wins
             |________________|________________
                  Hard                Easy
                         (effort)
```

The process works because it:
- Externalizes opinions into a shared space
- Prevents any one voice from dominating
- Creates a documented artifact stakeholders can reference
- Forces the team to agree on criteria before debating solutions

---

## Step-by-step process

### 1. Define what you're prioritizing
Write each item (feature, idea, task, persona, research activity) on a separate sticky note or card. Be specific — vague items lead to vague decisions.

### 2. Choose two criteria
Pick exactly two criteria that reflect both user and business goals. Common pairs:

| Axis X (horizontal) | Axis Y (vertical) |
|---|---|
| Effort / Complexity | User impact |
| Feasibility | Business value / ROI |
| Time to implement | Frequency of use |
| Cost | Strategic alignment |

> **Rule:** Criteria must come from project goals and business needs — not personal preference.  
> **Tip:** Place the *best* outcome at the top-right. E.g., "Low effort" on the right, "High impact" on top.

### 3. Vote individually, by expertise
Give each team member a fixed number of votes — roughly **half the number of items** being prioritized.

Use **different colors per role** so votes reflect domain expertise:
- Designers vote on user impact / desirability axes
- Developers vote on feasibility / effort axes
- Product/business stakeholders vote on ROI / strategic value

Rules:
- Vote silently, independently
- You may stack multiple votes on one item
- Only vote within your domain of expertise

> **Why:** Silent individual voting prevents groupthink and anchoring bias. The loudest voice doesn't win.

### 4. Place items on the matrix
Use the vote counts as a guide to collaboratively position each item on the 2D chart. Keep discussion minimal at this stage — just get items placed.

### 5. Discuss and negotiate placement
Once everything is plotted, open discussion:
- Are items with equal votes truly equal?
- Do we agree with the extremes (highest and lowest rated)?
- Why did some items get zero votes — no value, or not enough votes to go around?

Move items collaboratively. End with team agreement on final positions.

### 6. Document and drive action
Photograph or digitize the matrix. Produce a clear action plan:
- **Top-right quadrant** → Do first
- **Top-left quadrant** → High value but hard — plan carefully
- **Bottom-right quadrant** → Quick wins — do if capacity allows
- **Bottom-left quadrant** → Deprioritize or cut

Share with stakeholders with a brief rationale for top decisions.

---

## Adapting the matrix

### More than two criteria
Visualization degrades with 3+ criteria. Instead:
- Split into multiple 2-criteria matrices
- Plot items across all matrices
- Prioritize items that consistently land in the top-right

### Weighted voting
For high-stakes decisions, have voters **rank** their dots (1, 2, 3). This surfaces not just *what* people vote for, but *how much* they care — giving more signal for placement.

### Remote or async teams
If the team is prone to groupthink or hierarchy bias, run voting digitally and anonymously before any shared discussion. Tools like FigJam, Miro, or even a shared spreadsheet work well.

### Continuous scales
Replace high/low axes with real numbers when precision matters:
- Effort in weeks or sprint points
- Reach as % of user base
- Revenue impact in $

---

## Output format

When facilitating a prioritization exercise, produce:

1. **Criteria summary** — the two axes chosen and why
2. **Matrix summary** — a text representation of where items landed (quadrant-by-quadrant)
3. **Recommended action plan** — top 3–5 items to pursue, with a brief rationale
4. **Open questions** — any items the team couldn't resolve and why

If producing a visual artifact, use a 2x2 grid with labeled axes and quadrant labels (Do First / Plan / Quick Wins / Deprioritize).

---

## Common mistakes to avoid

- **Choosing criteria based on existing favorites** — criteria must reflect goals, not justify predetermined answers
- **Skipping the silent voting step** — opens the door to anchoring bias and loudest-voice dominance
- **Treating the matrix as final** — it's a discussion tool, not a contract; revisit as context changes
- **Using more than two criteria on one chart** — creates visual noise; use multiple charts instead
- **Forgetting to share** — the artifact only has value if stakeholders can see and reference it

