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19-ab-test-setup - Plan and evaluate disciplined A/B tests

Helps plan A/B tests by selecting one variable, forming a hypothesis, estimating sample size, tracking results, interpreting significance, and recording the test.

Tags

Updated: 2026-09-28
A/B testingexperimentationsample sizestatistical significanceconversion optimizationad testing

Capabilities

Select one test variableForm testable hypothesesCalculate sample sizeSet up experiment tracking

Typical Inputs

Test targetPrimary metricDaily traffic

Typical Outputs

A/B test planSample size estimateTracking setup

What this skill does

  • Select one test variable
  • Form testable hypotheses
  • Calculate sample size
  • Set up experiment tracking
  • Interpret statistical significance
  • Record cumulative test logs
  • Identify winning variants

Inputs

  • Test target
  • Primary metric
  • Daily traffic
  • Test objective
  • Product marketing context

Outputs

  • A/B test plan
  • Sample size estimate
  • Tracking setup
  • Test result interpretation
  • Cumulative test log
  • Winner decision

Requirements

    Source

    • Spec: SKILL.md

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