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SKILL.md

define-hypothesis

Agent skill fromproduct-on-purpose/pm-skills

Defines a testable hypothesis with clear success metrics and a validation approach. Use when forming assumptions to test or aligning a team on what success looks like, before any experiment is designed. To design the A/B test or experiment that will validate the hypothesis, use measure-experiment-design.

How to install define-hypothesis

install define-hypothesis
# install the pm-skills pack with the skills CLI
npx skills add product-on-purpose/pm-skills

# or add only this skill to Claude Code: copy the folder

skills/define-hypothesis/

# into

~/.claude/skills/define-hypothesis/ (all projects)

.claude/skills/define-hypothesis/ (one project)

skills/define-hypothesis/SKILL.md

Apache-2.0Full file
1<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->
2# Hypothesis
3
4A hypothesis is a testable prediction about how a change will affect user behavior or business outcomes. It transforms assumptions into explicit statements that can be validated or invalidated through experimentation. Well-formed hypotheses prevent teams from building features based on untested beliefs and create shared understanding of what success looks like.
5
6## When to Use
7
8- After problem framing, before committing to a solution
9- When designing experiments or A/B tests
10- When team members have differing assumptions about user behavior
11- Before investing significant engineering resources in a feature
12- When pivoting direction and need to validate the new approach
13
14## When NOT to Use
15
16- You are ready to design the actual A/B test (variants, sample size, duration) -> use `measure-experiment-design`; this skill frames what to test, not how
17- The problem itself is still unframed -> use `define-problem-statement` first
18- You want to organize many assumptions and ideas into a discovery structure -> use `define-opportunity-tree`
19- The team needs the full business-model picture, not one testable claim -> use `foundation-lean-canvas`
20
21## Instructions
22
23When asked to create a hypothesis, follow these steps:
24
251. **State the Belief**
26…

Excerpt shown under the repository's Apache-2.0 license.

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