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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SKILL.mdcore · 3,435 bytesguidelines.mddoc · 1,476 bytesreferences/core/examples.mddoc · 1,449 bytesreferences/core/knowledge.mddoc · 2,272 bytesreferences/core/rules.mddoc · 1,770 bytesworkflows/prepare-results-readout.mddoc · 2,032 bytes
Read excerpt
# 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