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Causal Data Generator

Category: Dev Tools  ·  Sub-category: scaffolders  ·  Last updated:
type:generator
Creates realistic synthetic datasets for causal inference with a known true answer. Use when someone wants test data for a causal analysis, a practice or teaching dataset ("make me a dataset with a hidden confounder"), benchmark cases for methods, or demo data for an industry, e.g. "generate a loyalty-program dataset where the naive answer is wrong" or "I need a tricky churn dataset to test the analyst". It offers ready-made use cases or builds one from your description, asks about difficulty, and delivers data.csv plus an expert's brief, with a sealed answer key. It makes data only; to estimate an effect from real data, use causal-analyst instead.
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From the source SKILL.md

Make a dataset where the true causal effect is known, dressed as a real business problem, with the traps real data has. The output looks like what a domain expert would hand an analyst: data.csv and a brief.md in their words. The truth goes in a separate, sealed folder.

What this skill does

Causal Data Generator is a community-contributed Claude Code skill in the scaffolders sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/causal-data-generator/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when someone wants test data for a causal analysis, a practice or teaching dataset ("make me a dataset with a hidden confounder"), benchmark cases for methods, or demo data for an industry, e.g.

Who uses this skill

The Causal Data Generator Claude Code skill is built for developers, power users, and teams automating repetitive workflows and improving developer experience. 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-data-generator
curl -L https://claudskills.com/skills/causal-data-generator/SKILL.md \
  -o ~/.claude/skills/causal-data-generator/SKILL.md

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

Skills live at ~/.claude/skills/causal-data-generator/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\causal-data-generator\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Causal Data Generator Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/causal-data-generator/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Causal Data Generator skill do?
Creates realistic synthetic datasets for causal inference with a known true answer. Use when someone wants test data for a causal analysis, a practice or teaching dataset ("make me a dataset with a hidden confounder"), benchmark cases for methods, or demo data for an industry, e.g. "generate a loyalty-program dataset where the naive answer is wrong" or "I need a tricky churn dataset to test the analyst". It offers ready-made use cases or builds one from your description, asks about difficulty, and delivers data.csv plus an expert's brief, with a sealed answer key. It makes data only; to estimate an effect from real data, use causal-analyst instead.
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 Data Generator skill?
Use Causal Data Generator when your Claude Code task falls under the Dev Tools category — specifically in the scaffolders 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 Data Generator" or describe the task and let Claude pick). Browse related skills at /category/tools/.
What is a Claude Code skill and how does the Causal Data Generator 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 Data Generator is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Dev Tools 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
kiritbasu. (2026). Causal Data Generator [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/causal-data-generator/
BibTeX
@misc{causal-data-generator-2026,
  author    = {kiritbasu},
  title     = {Causal Data Generator [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/causal-data-generator/}
}

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