Individual skill

field-experiment

Design, analyze, and write up randomized experiments (field experiments, A/B tests, RCTs): stratified and clustered designs, randomization inference, covariate adjustment done right, noncompliance, attrition and gated outcomes, treatment-effect heterogeneity, and interference. TRIGGER on "A/B test", "randomized experiment", "RCT", "field experiment", "randomized holdout", "lift test", "randomization inference", "stratified randomization", "matched pairs", "rerandomization", "cluster randomized", "geo experiment", "switchback", "randomized rollout", "stepped wedge", "power analysis", "MDE", "sequential test", "peeking", "ratio metric", "encouragement design", "noncompliance", "ITT", "attrition", "Lee bounds", "CUPED", "uplift", "GATES", "heterogeneous treatment effects", "interference", "spillover", "SUTVA". Observational causal forests belong to causal-design.

skills/field-experiment/SKILL.md

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