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NioPD PD experiment

Skill 8421bit/NioPD-Skills/plugins/niopd/skills/NioPD-PD-experiment

Agent Skills for AI-powered Product Management with Claude Code.

Install
npx -y skills add 8421bit/NioPD-Skills --skill NioPD-PD-experiment

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Designs product experiments (A/B tests, pilots). Use for feature validation, optimization, or data-driven decisions.

SKILL.md

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Experiment Design Skill

This skill designs rigorous product experiments for validation.

Theoretical Foundation

Experiment Components

  • Hypothesis: What we believe will happen
  • Variables: What we change (independent) and measure (dependent)
  • Control: Baseline for comparison
  • Sample Size: Statistical significance requirements
  • Duration: How long to run

Instructions

Step 1: Define Hypothesis

"We believe [change] will cause [effect] for [users]."

Step 2: Design Test

ElementControlTreatment
[Variable][Baseline][Change]

Step 3: Determine Metrics

  • Primary: [What success looks like]
  • Secondary: [Supporting metrics]
  • Guardrails: [What not to break]

Step 4: Calculate Sample Size

Based on:

  • Minimum detectable effect
  • Baseline conversion rate
  • Statistical significance (typically 95%)

Step 5: Plan Duration

Consider:

  • Sample accumulation rate
  • Weekly patterns
  • External factors

Step 6: Generate Document

File path: 04-plans/[YYYYMMDD]-experiment-v0.md

Output Specifications

  • File Naming: [YYYYMMDD]-experiment-v0.md
  • Location: 04-plans/
  • Template: references/experiment-template.md

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