hypothesis-design

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Formulate clear, testable hypotheses for product experiments. Use when designing experiments to validate solutions.

itseffi By itseffi schedule Updated 1/23/2026

name: hypothesis-design description: Formulate clear, testable hypotheses for product experiments. Use when designing experiments to validate solutions.

Product Hypothesis Design

Formulate clear, testable hypotheses for product experiments.

When to Use

When you have a product problem and need to design an experiment to validate a solution.

The Process

1. Identify the Experiment Goal

  • What user problem are you addressing?
  • What change do you think will help?

2. Draft Hypothesis Statement

Use this structure:

[Action] will cause [Outcome] to [Direction] for [Users] under [Conditions]

All 5 components required:

  • Action: What you're doing
  • Outcome: What metric changes
  • Direction: Increase/decrease/improve
  • Users: Who's affected
  • Conditions: When/where this applies

3. Check for Specificity

  • Is the action clearly defined?
  • Is the outcome measurable?
  • Are users and conditions specific?

4. Develop Measurement Plan

  • What metrics prove success?
  • How will you collect data?
  • What's the sample size?

5. Narrative Check

Convert to story format:

Currently, [user] is experiencing [problem].
We believe that by [change], we'll see [outcome].
We'll know we're right when [metric] changes by [amount].

Quality Check

  • Is the hypothesis falsifiable?
  • Can you measure the outcome?
  • Is the timeframe realistic?
  • Are success criteria clear?

When Not to Use

Do not use this skill when the request is unrelated, low-stakes, or better handled by a simpler direct response.

Install via CLI
npx skills add https://github.com/itseffi/agentic-os --skill hypothesis-design
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