Individual skill

ab-test-results-readout

Analyze and communicate A/B test results with metric readouts, subgroup analysis, data-quality checks, ad hoc investigation, visualization, and launch recommendations. Use when interpreting experiment results, preparing an A/B test report, explaining flat or mixed results, checking guardrails, segmenting test/control data, or turning experiment data into a product decision.

plugins/LVTD-LLC/skills/skills/ab-test-results-readout/SKILL.md

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# A/B Test Results Readout

Use this skill to turn experiment data into a clear decision. It emphasizes
metric interpretation, data-quality checks, subgroup analysis, ad hoc analysis,
visualization, and launch recommendations.

## Source Traceability

Primary source: Practical A/B Testing by Leemay Nassery. Guidance is
transformed and paraphrased from chapter 4 lines 2950-3742 and chapter 1 lines
572-718. Metric tradeoff context comes from chapter 2 lines 1296-1472.

## Related Advanced Skills