a-b-test-design

Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.

INSTALLATION
npx skills add https://github.com/owl-listener/designer-skills --skill a-b-test-design
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

$27

  • Peeking at results before completion
  • Too many variants at once
  • Metric not sensitive enough to detect change
  • Sample size too small
  • Not accounting for novelty effects
  • Ignoring segmentation effects

When Not to A/B Test

  • Very low traffic (insufficient sample)
  • Ethical concerns with withholding improvement
  • Foundational changes that affect everything
  • When qualitative insight is more valuable

Best Practices

  • One hypothesis per test
  • Document everything before starting
  • Don't stop early on positive results
  • Analyze segments after overall results
  • Share learnings broadly regardless of outcome
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