Stata
dylantmoore/stata-skill
Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 20 community packages (reghdfe, estout, did, rdrobust…
Agent skill
Causal Inference R
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Run IV, DiD, and RDD analyses in R with proper diagnostics. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
Install Causal Inference R
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills causal-inference-r --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r .claude/skills/causal-inference-r && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "causal-inference-r" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r into .claude/skills/causal-inference-r/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference-r", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-rType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills causal-inference-r --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r .agents/skills/causal-inference-r && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "causal-inference-r" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r into .agents/skills/causal-inference-r/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference-r", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills causal-inference-r --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r .cursor/skills/causal-inference-r && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "causal-inference-r" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r into .cursor/skills/causal-inference-r/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference-r", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills causal-inference-r --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r .gemini/skills/causal-inference-r && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "causal-inference-r" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r into .gemini/skills/causal-inference-r/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference-r", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills causal-inference-rInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r .github/skills/causal-inference-r && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "causal-inference-r" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r into .github/skills/causal-inference-r/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference-r", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills causal-inference-r --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r .opencode/skills/causal-inference-r && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "causal-inference-r" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r into .opencode/skills/causal-inference-r/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference-r", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
causal-inference-r- GitHub stars
- 4.6k
- Token cost
- ~1.3k tokens
- SKILL.md length
- 384 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Run IV, DiD, and RDD analyses in R with proper diagnostics. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
- Works in 4 steps: Understand the Research Design → Generate Analysis Code → Structure the Output → …
- Implementing causal inference methods
- SKILL.md covers Purpose, When to Use, Instructions and Example Prompts, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Causal Inference R is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Run IV, DiD, and RDD analyses in R with proper diagnostics. Use when implementing causal inference methods, event studies, or treatment effect estimation.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Econometrics and empirical research. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Implementing causal inference methods
- Treatment effect estimation
Example prompts
- “/causal-inference-r”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Understand the Research Design
- Generate Analysis Code
- Structure the Output
- Add Documentation
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are r).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
lrberge.github.iomixtape.scunning.commostlyharmlesseconometrics.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Causal Inference R loads about 1.3k tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 384 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 384 words (~1,301 tokens).
“This skill helps economists run rigorous econometric analyses in R, including Instrumental Variables (IV), Difference-in-Differences (DiD), and Regression Discontinuity Design (RDD). It generates publication-ready code with proper diagnostics and robust standard errors.”
- name
- causal-inference-r
Files
Just SKILL.md in skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Causal Inference R next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Causal Inference R this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~1.3k | Automated safety check: Pass | Custom licence | |
| Statadylantmoore/stata-skill | 291 | 1 repos | ~4.2k | Automated safety check: Pass | Custom licence | |
| Stata C Pluginsdylantmoore/stata-skill | 291 | 1 repos | ~5.8k | Automated safety check: Pass | Custom licence | |
| Example Datasetspymc-labs/CausalPy | 1.2k | — | ~587 | Automated safety check: Pass | Apache-2.0 | |
| Stata AuditSepineTam/mcp-for-stata | 264 | — | ~1.2k | Automated safety check: Pass | AGPL-3.0 | |
| Stata Skill Contributordylantmoore/stata-skill | 291 | 1 repos | ~2.4k | Automated safety check: Pass | Custom licence |
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Example Datasets
pymc-labs/CausalPy
Load built-in CausalPy example datasets for demos, tutorials, tests, and quick causal-analysis prototypes.
Stata Audit
SepineTam/mcp-for-stata
Inspect, validate, summarize, and render local Stata-MCP audit evidence under .statamcp.
Stata Skill Contributor
dylantmoore/stata-skill
Guide for contributing to the stata-skill project. An agent skill from dylantmoore/stata-skill.
Diagnostic Dofile
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A skill your agent uses when the user needs to inspect, audit, or diagnose the safety of a Stata do-file.
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Related
Categories
Questions about Causal Inference R
What does Causal Inference R do?
Run IV, DiD, and RDD analyses in R with proper diagnostics. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Causal Inference R is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Run IV, DiD, and RDD analyses in R with proper diagnostics.
When should I use Causal Inference R?
Causal Inference R fits situations like: implementing causal inference methods; treatment effect estimation.
How do I install Causal Inference R in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a claude-code`. Or copy the skill folder (skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/causal-inference-r in your project. Claude Code loads it when a task matches its description.
How do I install Causal Inference R in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a codex`. Or copy the skill folder (skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/causal-inference-r in your project. Codex loads it when a task matches its description.
Can I use Causal Inference R in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill causal-inference-r -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/causal-inference-r, .gemini/skills/causal-inference-r, .github/skills/causal-inference-r and .opencode/skills/causal-inference-r in your project.
What does Causal Inference R need to run?
SKILL.md names no scripts, command-line tools or credentials: Causal Inference R is instructions for the agent only.
Does Causal Inference R access the network?
SKILL.md names 3 domains. As links in the text: lrberge.github.io, mixtape.scunning.com and mostlyharmlesseconometrics.com. This is read from the text; nothing was executed.
Is Causal Inference R safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Causal Inference R use?
Causal Inference R has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Causal Inference R use?
About 1.3k tokens (SKILL.md is roughly 5.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Causal Inference R?
Skills that share tags, products or a category with Causal Inference R: Stata (dylantmoore/stata-skill, 291 stars), Stata C Plugins (dylantmoore/stata-skill, 291 stars), Example Datasets (pymc-labs/CausalPy, 1.2k stars) and Stata Audit (SepineTam/mcp-for-stata, 264 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Causal Inference R?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.