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Causal inference: graphs, confounders, estimated effects v1.0.0
Use this resource to estimate the causal effect of an action from observational data
New
- 365 downloads
- 152 likes
- 136 saves
Free
Install with the CLI
In a terminal, from the folder you want:
npx --yes palatekit@latest install causal-inference-analysisWith no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.
First time: connect the CLI with
npx --yes palatekit@latest loginThe agent first checks that the causal question is identifiable, builds the causal graph, then estimates the effect with several methods and tests its robustness. You get an estimate together with its assumptions.
Mostly picked by
Updated November 2, 2026
Previews
Details
- Install guides
- Generates with
- Your agent's model
- Licence
- Apache-2.0
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What you get
- SKILL.md: agent role and rules for using the references
- references/patterns.md: graph and estimator patterns
- references/sharp_edges.md: premature causal claims and their causes
Good fit for
- You want to know whether a campaign really drove sales
- You are analysing an effect in data without a controlled trial
Not for
Tags
- causal inference
- causal graph
- confounder
- counterfactual
- dowhy
About
You say
“Estimate the effect of my newsletter on revenue from customer history, with the confounders identified.”
Skill published by omer-metin under the Apache-2.0 license, delivered in its original version.
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How to use it
- Install the skill in your agent's skills folder
- Ask your agent to estimate the causal effect of an action from observational data
- Review and adjust the result
Content preview
Files
- LICENSE10.1 KB
- NOTICE-PALATEKIT.md0.5 KB
- references/patterns.md13.1 KB
- references/sharp_edges.md18.8 KB
- references/validations.md5.1 KB
- SKILL.md2.3 KB
Origin and licence
Listed unmodified
- Author
- omer-metin
- Source
- github.com/omer-metin/skills-for-antigravity/tree/e8dcf4e8737921a10088bd5c9eb65e81f74c051f/skills/causal-scientist
- Licence
- Apache-2.0
Notice
« causal-scientist » (omer-metin, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.
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