AGENT SKILLS ATLASField Experiment
Design, analyze, and write up randomized experiments (field experiments, A/B tests, RCTs), covering stratified and clustered designs, randomization inference, covariate adjustment done right, noncompliance, attrition and gated outcomes, treatment-effect heterogeneity, and interference. Produces advice with citations, R estimation and diagnostics code, and a drafted methods paragraph. TRIGGER on "A/B test", "randomized experiment", "RCT", "field experiment", "holdout", "lift test", "randomization inference", "stratified randomization", "cluster randomized", "geo experiment", "power analysis", "MDE", "encouragement design", "noncompliance", "ITT", "attrition", "Lee bounds", "CUPED", "variance reduction", "uplift", "heterogeneous treatment effects", "causal forest" (experimental heterogeneity; observational causal forests belong to causal-design), "interference", "spillover", "SUTVA". Pre-registration documents belong to the preregister skill; design triage across methods belongs to causal-design.
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Skills1CategoryScience & researchStars0
About this skill
Design, analyze, and write up randomized experiments (field experiments, A/B tests, RCTs), covering stratified and clustered designs, randomization inference, covariate adjustment done right, noncompliance, attrition and gated outcomes, treatment-effect heterogeneity, and interference. Produces advice with citations, R estimation and diagnostics code, and a drafted methods paragraph. TRIGGER on "A/B test", "randomized experiment", "RCT", "field experiment", "holdout", "lift test", "randomization inference", "stratified randomization", "cluster randomized", "geo experiment", "power analysis", "MDE", "encouragement design", "noncompliance", "ITT", "attrition", "Lee bounds", "CUPED", "variance reduction", "uplift", "heterogeneous treatment effects", "causal forest" (experimental heterogeneity; observational causal forests belong to causal-design), "interference", "spillover", "SUTVA". Pre-registration documents belong to the preregister skill; design triage across methods belongs to causal-design.
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Original name
field-experimentOriginal description
Design, analyze, and write up randomized experiments (field experiments, A/B tests, RCTs), covering stratified and clustered designs, randomization inference, covariate adjustment done right, noncompliance, attrition and gated outcomes, treatment-effect heterogeneity, and interference. Produces advice with citations, R estimation and diagnostics code, and a drafted methods paragraph. TRIGGER on "A/B test", "randomized experiment", "RCT", "field experiment", "holdout", "lift test", "randomization inference", "stratified randomization", "cluster randomized", "geo experiment", "power analysis", "MDE", "encouragement design", "noncompliance", "ITT", "attrition", "Lee bounds", "CUPED", "variance reduction", "uplift", "heterogeneous treatment effects", "causal forest" (experimental heterogeneity; observational causal forests belong to causal-design), "interference", "spillover", "SUTVA". Pre-registration documents belong to the preregister skill; design triage across methods belongs to causal-design.
About this listing
- Category
- Science & research
- Reported license
- Not specified
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
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