Data science methodology for Python research: EDA, validation, causal inference (IV, DiD, RD, synthetic control), clustering/PCA/UMAP, supervised ML, geospatial, visualization. Method selection guidance. For syntax, load tool-specific skills.
Data Scientist Skill Rigorous data science methodology and mindset for Python research. Covers EDA, data validation, transformation verification, documentation standards, visualization design, descriptive analysis, statistical modeling, causal inference method selection (IV, DiD, RD, synthetic control), unsupervised analysis (clustering, PCA, UMAP), supervised ML methodology (prediction vs. inference, cross validation, model interpretation, fairness), and geospatial analysis. Provides…
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/data-scientist · 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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/data-scientist" ".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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/data-scientist" ".claude/skills/"
rm -rf .skillboard-tmpDestination: .claude/skills/data-scientist
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.