Use this skill when designing and analyzing A/B tests: hypothesis formation, experiment design, statistical analysis, and decision framework. This skill enforces: hypothesis structure, sample size calculation, statistical significance, AA test validation. Do NOT use for: multivariate testing, bandit algorithms, personalization engines, survey analysis.