ClaudSkills / Science & Research / science-misc

Stat Causal Inference

Category: Science & Research · Sub-category: science-misc

Apply causal inference methods — counterfactual framework, instrumental variables, propensity score matching, and difference-in-differences — to estimate causal effects from observational data. Use this skill when the user needs to determine if X caused Y from non-experimental data, evaluate program/policy impact without a randomized trial, or control for confounders — even if they say 'did this change cause the improvement', 'how do we measure the impact without an experiment', or 'is this correlation or causation'.

What this skill does

Stat Causal Inference is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/stat-causal-inference/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Stat Causal Inference skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 56,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/stat-causal-inference
curl -L https://claudskills.com/skills/stat-causal-inference/SKILL.md \
  -o ~/.claude/skills/stat-causal-inference/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/stat-causal-inference/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/stat-causal-inference/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\stat-causal-inference\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

More Science & Research skills

Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Science & Research skills → Top 100 skills

Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: GifPerfect · AspectPerfect · SlomoPerfect · Ucaption · UTagger · AutoXPoster · TestYourSkills