Individual skill

inclusive-experiment-analysis

Evaluate A/B tests for inclusive product impact across user groups, accessibility needs, device constraints, privacy behavior, bandwidth, geography, and underrepresented segments. Use when checking whether an experiment benefits or harms different user groups, planning segmentation dimensions, auditing test/control balance, interpreting subgroup effects, or reviewing product changes for inclusive experimentation.

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# Inclusive Experiment Analysis

Use this skill to make sure experiment design and readouts consider the range
of users affected by a product change. It focuses on subgroup impact,
accessibility, representation, data dimensions, and unintended harm.

## Source Traceability

Primary source: Practical A/B Testing by Leemay Nassery. Guidance is
transformed and paraphrased from chapter 1 lines 719-912 and related subgroup
analysis context from lines 639-718. Metric and eligibility context comes from
chapter 2 lines 1564-1735.

## Related Advanced Skills