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ab-test-setup - Design statistically valid A/B tests and experiments

Helps plan, design, and implement A/B tests and experiments with statistical rigor

Tags

Updated: 2026-02-09

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Design A/B test variants
  • Calculate sample size requirements
  • Define test hypotheses
  • Select metrics for testing
  • Allocate traffic for experiments
  • Analyze test results statistically

Inputs

  • Current conversion rate data
  • Page traffic volume
  • Hypothesis details
  • Testing tools available
  • Technical constraints

Outputs

  • Test design document
  • Sample size calculations
  • Hypothesis statement
  • Test implementation plan
  • Results analysis report

Requirements

  • Statistical understanding required
  • Testing platform access
  • Analytics tracking setup

Source

  • Spec: SKILL.md

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A/B testing
experimentation
statistics
conversion optimization
hypothesis testing
Design A/B test variants
Calculate sample size requirements
Define test hypotheses
Select metrics for testing
Current conversion rate data
Page traffic volume
Hypothesis details
Test design document
Sample size calculations
Hypothesis statement