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skillboardDAG and potential outcomes frameworks for causal mediation identification
Identification Theory Comprehensive framework for causal identification in statistical methodology Use this skill when working on: causal identification, mediation analysis identification, DAG based reasoning, potential outcomes, identification assumptions, partial identification, sensitivity analysis, or deriving identification formulas. Core Concepts What is Identification? A causal parameter $\psi$ is identified if it can be uniquely determined from the observed data distribution $P(O)$.…
Full body not shown for this license – view the source on GitHub →Copy a source-pinned command for your client. You run it yourself.
Destination: .claude/skills/identification-theory · pinned to the source commit
# Run from your project root
git clone https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git .skillboard-tmp
git -C .skillboard-tmp checkout 692e9fa3fea40bbdf614584d461851f8fb968ac2
mkdir -p ".claude/skills"
cp -r ".skillboard-tmp/skills/26-Data-Wise-scholar/skills/mathematical/identification-theory" ".claude/skills/"
rm -rf .skillboard-tmpReview the source before running. This copies files into your project; it is not a one-click install and does not verify runtime safety.
sudo apt update && sudo apt install -y gitnpm install -g @anthropic-ai/claude-code# Run from your project root
git clone https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git .skillboard-tmp
git -C .skillboard-tmp checkout 692e9fa3fea40bbdf614584d461851f8fb968ac2
mkdir -p ".claude/skills"
cp -r ".skillboard-tmp/skills/26-Data-Wise-scholar/skills/mathematical/identification-theory" ".claude/skills/"
rm -rf .skillboard-tmpDestination: .claude/skills/identification-theory
Scanner static-checks@0.1.0 · commit 692e9fa3fea4. Static checks cannot prove runtime safety – review the source and the exact diff before installing. How checks work.
No static rules matched. This is not a safety guarantee.