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StatsPAI_skill
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By brycewang-stanford/Auto-Empirical-Research-Skills (GitHub) · research · 5,016 stars · scanned at commit 8684584
Use when the user asks to run a full empirical / causal analysis in Python — by default in the style of an applied economics paper (AER / QJE / JPE / ReStud / AEJ) with DID / RD / IV / SCM / DML / matching, written-out estimating equation + identifying assumption, Table 1 / Table 2 / event-study figure / robustness gauntlet — OR in epidemiology / public health style (target-trial emulation, IPTW + g-formula + TMLE triplet, Mendelian randomization, KM/AFT survival, E-value sensitivity, STROBE/TR…
Works with any agent that supports SKILL.md skills.
What this skill can do
Downloads and installs other software
The author does not mention this.
Found in 15 places.
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- skills/00-Full-empirical-analysis-skill_StatsPAI/README.md, line 141
> The bare `pip install statspai` does **not** pull `pyfixest` (needed by `sp.feols`, the default for any `y ~ x | fe` regression — it raises `ImportError` with - skills/00-Full-empirical-analysis-skill_StatsPAI/README.md, line 322
pip install "statspai[fixest,plotting]" - skills/00-Full-empirical-analysis-skill_StatsPAI/README.md, line 325
pip install "statspai[fixest,plotting,neural,text]" - skills/00-Full-empirical-analysis-skill_StatsPAI/README.md, line 328
> 仅 `pip install statspai` **不会**装上 `pyfixest`（`sp.feols` 需要它——任何 `y ~ x | fe` 回归的默认入口，缺失会 `ImportError`）、matplotlib（任何图）、torch（`dragonnet`/`tarnet`/`cevae`）。完整 - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 90
- **Install**: `pip install "statspai[fixest,plotting]"` (API surface re-validated against **statspai 1.19.0** — every `sp.*` reference, signature, and result-o - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 97
> | `sp.feols` / `sp.fepois` / `sp.feglm` (high-dim FE — the **default** for any `y ~ x \| fe` regression) | `fixest` (pyfixest) | `pip install "statspai[fixest - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 98
> | Any figure (`sp.coefplot`, `sp.binscatter`, event-study/RD/SCM plots, `.plot()`) | `plotting` (matplotlib/seaborn) | `pip install "statspai[plotting]"` | `I - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 99
> | `sp.dragonnet` / `sp.tarnet` / `sp.cfrnet` / `sp.cevae` (neural causal) | `neural` (torch) | `pip install "statspai[neural]"` | `ImportError: PyTorch is req - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 100
> | `sp.causal_text.*` (text-as-treatment) | `text` (sentence-transformers) | `pip install "statspai[text]"` | `ImportError` on embed | - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 102
> A one-shot install covering the whole skill: `pip install "statspai[fixest,plotting,neural,text]"`. `sp.regtable` / `sp.collect` / Word+Excel+LaTeX export, `s - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 429
| Title still shows ▢▢▢ tofu after `setup_plot()` | Host has none of the listed fonts. Install one — **macOS**: pre-installed (no action). **Linux**: `sudo apt - skills/00-Full-empirical-analysis-skill_StatsPAI/SKILL.md, line 2227
| `sp.feols(...)` without installing pyfixest | `sp.feols`/`fepois`/`feglm` need `pip install "statspai[fixest]"`; neural causal needs `[neural]` (torch); plots
Changes files outside its own folder
The author does not mention this.
Found in 5 places.
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Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'statspai-skill' ] || [ -L ~/.agents/skills/'statspai-skill' ]; then echo 'A skill folder named statspai-skill already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills' "$d" && git -C "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/00-Full-empirical-analysis-skill_StatsPAI' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/00-Full-empirical-analysis-skill_StatsPAI' ~/.agents/skills/'statspai-skill' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'statspai-skill' ~/.claude/skills/'statspai-skill' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for brycewang-stanford/Auto-Empirical-Research-Skills shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/brycewang-stanford/Auto-Empirical-Research-Skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-10 | 8684584 | 75 |
| 2026-11-08 | bfa0a6e | 75 |
| 2026-11-07 | bfa0a6e | 75 |