Causal Inference Analysis
Define and evaluate the causal effect of an intervention, exposure, policy, or treatment on an outcome using explicit estimands, causal assumptions, study design, identification, diagnostics, and sensitivity analysis. Use for questions such as whether X causes Y, what would happen if X changed, observational or quasi-experimental impact analysis, confounding, mediation, selection, or causal attribution. Produce a Causal Inference Record. Do not use for ordinary correlation reporting, isolated software root-cause debugging, generic system maps, or merely configuring an A/B test.
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From the source SKILL.md
Turn a causal claim into an explicit intervention, estimand, identification argument, and falsifiable analysis. Read [references/causal-inference-methods.md](references/causal-inference-methods.md) before choosing a design or adjustment strategy.
What this skill does
Causal Inference Analysis 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/causal-inference-analysis/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Causal Inference Analysis Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/causal-inference-analysis
curl -L https://claudskills.com/skills/causal-inference-analysis/SKILL.md \
-o ~/.claude/skills/causal-inference-analysis/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/causal-inference-analysis/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/causal-inference-analysis/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\causal-inference-analysis\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
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.
Frequently asked questions
How do I install the Causal Inference Analysis Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/causal-inference-analysis/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Causal Inference Analysis skill do?
Define and evaluate the causal effect of an intervention, exposure, policy, or treatment on an outcome using explicit estimands, causal assumptions, study design, identification, diagnostics, and sensitivity analysis. Use for questions such as whether X causes Y, what would happen if X changed, observational or quasi-experimental impact analysis, confounding, mediation, selection, or causal attribution. Produce a Causal Inference Record. Do not use for ordinary correlation reporting, isolated software root-cause debugging, generic system maps, or merely configuring an A/B test.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Causal Inference Analysis skill?
Use Causal Inference Analysis when your Claude Code task falls under the Science & Research category — specifically in the science misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Causal Inference Analysis" or describe the task and let Claude pick). Browse related skills at
/category/science/.
What is a Claude Code skill and how does the Causal Inference Analysis skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Causal Inference Analysis is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
SylphxAI. (2026). Causal Inference Analysis [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/causal-inference-analysis/
BibTeX
@misc{causal-inference-analysis-2026,
author = {SylphxAI},
title = {Causal Inference Analysis [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/causal-inference-analysis/}
}Embed this skill
Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →
Badge
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Security scan
Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
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