Emulate Randomization | Agent Skills Atlas

About this skill

Use when deciding how to adjust for confounding in a target trial emulation — eliciting the set of baseline confounders, choosing an adjustment method (matching, standardization/g-formula, or IP weighting), and judging whether emulating randomization is even reasonable (vs. unmeasured / intractable confounding that may call for instrumental-variable approaches).

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0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: 69833d49c0e87b2e009ec9c5d712ace81a6e0fc4764dba9ace455ccc58344953

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Original listing metadata

Original name

emulate-randomization

Original description

About this listing

Category: General
Reported license: MIT
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.