Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Create a user story map that lays out activities, steps, tasks, and release slices. Use when planning a workflow, backlog, or MVP around the user journey.
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Visualize the user journey by creating a hierarchical map that breaks down high-level activities into steps and tasks, organized left-to-right as a narrative flow. Use this to build shared understanding across product, design, and engineering, prioritize features based on user workflows, and identify gaps or opportunities in the user experience.
This is not a backlog—it's a strategic artifact that shows how users accomplish their goals, which then informs what to build.
Invented by Jeff Patton, story mapping organizes work into a 2D structure:
Horizontal axis (left-to-right): User journey over time
Vertical axis (top-to-bottom): Priority and releases
Segment → Persona → Narrative (User's goal)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
[Activity 1] → [Activity 2] → [Activity 3] → [Activity 4] → [Activity 5]
↓ ↓ ↓ ↓ ↓
[Step 1.1] [Step 2.1] [Step 3.1] [Step 4.1] [Step 5.1]
[Step 1.2] [Step 2.2] [Step 3.2] [Step 4.2] [Step 5.2]
[Step 1.3] [Step 2.3] [Step 3.3] [Step 4.3] [Step 5.3]
↓ ↓ ↓ ↓ ↓
[Task 1.1.1] [Task 2.1.1] [Task 3.1.1] [Task 4.1.1] [Task 5.1.1]
[Task 1.1.2] [Task 2.1.2] [Task 3.1.2] [Task 4.1.2] [Task 5.1.2]
[Task 1.1.3] [Task 2.1.3] [Task 3.1.3] [Task 4.1.3] [Task 5.1.3]
... ... ... ... ...
Use template.md for the full fill-in structure.
Who are you building for?
### Segment:
- [Specify the target segment, e.g., "Small business owners using DIY accounting software"]
Quality checks:
Provide details about the persona within this segment (reference skills/proto-persona/SKILL.md).
### Persona:
- [Describe the persona: demographics, behaviors, pains, goals]
Example:
What is the user trying to accomplish? Frame this as a Jobs-to-be-Done statement (reference skills/jobs-to-be-done/SKILL.md).
### Narrative:
- [Concise narrative of the persona's objective, e.g., "Complete a client project from kickoff to final payment"]
Quality checks:
List 3-5 high-level activities the persona engages in to fulfill the narrative. These form the backbone of your map.
### Activities:
1. [Activity 1, e.g., "Negotiate project scope and pricing"]
2. [Activity 2, e.g., "Execute design work"]
3. [Activity 3, e.g., "Deliver final assets to client"]
4. [Activity 4, e.g., "Send invoice and receive payment"]
5. [Activity 5, optional]
Quality checks:
For each activity, list 3-5 steps that detail how the activity is carried out.
### Steps:
**For Activity 1: [Activity Name]**
- Step 1: [Detail step 1, e.g., "Review client brief"]
- Step 2: [Detail step 2, e.g., "Draft project proposal"]
- Step 3: [Detail step 3, e.g., "Negotiate timeline and budget"]
- Step 4: [Optional step 4]
- Step 5: [Optional step 5]
**For Activity 2: [Activity Name]**
- Step 1: [Detail step 1]
- Step 2: [Detail step 2]
...
Quality checks:
For each step, list 5-7 tasks that must be completed.
### Tasks:
**For Activity 1, Step 1: [Step Name]**
- Task 1: [Detail task 1, e.g., "Read client brief document"]
- Task 2: [Detail task 2, e.g., "Identify key deliverables"]
- Task 3: [Detail task 3, e.g., "Note budget constraints"]
- Task 4: [Detail task 4, e.g., "Clarify timeline expectations"]
- Task 5: [Detail task 5, e.g., "List open questions for client"]
- Task 6: [Optional task 6]
- Task 7: [Optional task 7]
**For Activity 1, Step 2: [Step Name]**
- Task 1: [Detail task 1]
...
Quality checks:
Arrange tasks top-to-bottom by priority:
Draw horizontal "release lines" to demarcate scope.
Review the map and ask:
See examples/sample.md for a full story map example.
Symptom: "Activity 1: Use the dashboard. Activity 2: Generate reports."
Consequence: You've mapped the product, not the user journey.
Fix: Reframe as user actions: "Activity 1: Monitor project progress. Activity 2: Summarize work for stakeholders."
Symptom: 10+ activities across the backbone
Consequence: Map becomes overwhelming and loses focus.
Fix: Consolidate. If you have 10 activities, you're likely mixing activities with steps. Aim for 3-5 high-level activities.
Symptom: "Task 1: Do the thing"
Consequence: Can't prioritize or estimate vague tasks.
Fix: Be specific: "Task 1: Enter client email address in the 'Bill To' field."
Symptom: All tasks at the same level—no MVP vs. future releases defined
Consequence: No clarity on what to build first.
Fix: Explicitly prioritize. Draw release lines. Force hard choices about what's MVP.
Symptom: PM creates the map alone, then presents it to the team
Consequence: No shared ownership or understanding.
Fix: Map collaboratively. Run a story mapping workshop with product, design, and engineering.
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Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
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Format CVs for academic positions with publications, grants, and teaching
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Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
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Create accessibility testing plans covering assistive technologies and WCAG criteria.
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When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
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