Auto Empirical Research Skills
Route empirical-research requests through the Auto-Empirical Research Skills catalog...
Install
npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill auto-empirical-research-skills -g -a claude-code -y- Repository
- brycewang-stanford/Auto-Empirical-Research-Skills4.9k
- Category
- Documents
- Updated
- 5d ago
- License
- CC-BY-SA-4.0
- Context cost
- Mediumabout 3,000 tokens
- Runs scripts
- No, instructions only
What it does
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows, or an end-to-end run from raw data all the way to a finished Word (.docx) manuscript, without reading the entire repository at once.
Auto-Empirical Research Skills Router
Use this root skill when the full AERS repository has been installed as a single skill folder. Treat it as a router and catalog, not as a request to load every vendored SKILL.md.
The catalog holds 1,151 skills across 78 vendored collections. Never read them all, route to one, then load only that skill's SKILL.md.
Workflow
-
Classify the user's empirical-research task by stage, then load the single best-matching skill:
- Full pipeline or orchestration: start with
skills/69-Paper-WorkFlow/or theskills/00*flagship analysis skills,skills/00-Full-empirical-analysis-skill_StatsPAI/(StatsPAI),skills/00.1-Full-empirical-analysis-skill_Python/(Python),skills/00.2-Full-empirical-analysis-skill_Stata/(Stata),skills/00.3-Full-empirical-analysis-skill_R/(R). Note the StatsPAI flagship has no dot in its prefix, so askills/00.*glob misses it. - Causal inference and econometrics: pick by method from the table below, or search
catalog/skills.json/docs/TAXONOMY.md. - AER or top economics journal work: start with
skills/50-brycewang-aer-skills/. - Replication, citation, or peer review: use
docs/SKILL_CATALOG.mdanddocs/GOLDEN_WORKFLOWS.mdto choose a focused skill. - Academic de-AIGC (English or Chinese) or academic rewriting: start with
skills/48-de-AIGC-skills/or nearby writing skills in the catalog.
- Full pipeline or orchestration: start with
-
Read only the selected child skill's
SKILL.md, then follow its progressive-disclosure instructions forreferences/,scripts/,assets/, or templates. -
If no child skill clearly matches, run the ranked catalog search first, it takes English or Chinese task text:
python3 scripts/find-skill.py "staggered difference-in-differences event study" python3 scripts/find-skill.py "降低中文论文 AIGC 率" -k 5
