Expert panel data regression analysis with fixed effects and GMM

Custom licenceAuto-check passedResearch & Science

Install Panel Data Analyst

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill panel-data-analyst -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills panel-data-analyst --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/43-wentorai-research-plugins/skills/analysis/econometrics/panel-data-analyst .claude/skills/panel-data-analyst && rm -rf skills-src

Use ~/.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/

Facts

Skill name
panel-data-analyst
GitHub stars
4.5k
Token cost
~2.3k tokens
SKILL.md length
374 words
Files
1
Skills in repo
364
Repo updated
First seen
Licence
Custom licence

At a glance

Expert panel data regression analysis with fixed effects and GMM

  • Tasks that involve Econometrics and empirical research
  • SKILL.md covers Overview, Panel Data Setup, Fixed Effects vs. Random Effects and Dynamic Panel Models, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve Statistics

What it does

Panel Data Analyst is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Expert panel data regression analysis with fixed effects and GMM

Its SKILL.md is about 2.3k 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 and Statistics. 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

  • Tasks that involve Econometrics and empirical research
  • Tasks that involve Statistics

Example prompts

  • “/panel-data-analyst”

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 stata).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    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

Panel Data Analyst loads about 2.3k tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 374 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~2.3k

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 374 words (~2,256 tokens).

“Perform expert-level panel data regression analysis including fixed effects, random effects, dynamic panel models (Arellano-Bond/Blundell-Bond GMM), and advanced diagnostic tests. This skill covers the full workflow from panel setup through model selection, estimation, and publication-ready reporting.”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
panel-data-analyst

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/43-wentorai-research-plugins/skills/analysis/econometrics/panel-data-analyst of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Panel Data Analyst 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.

Panel Data Analyst compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Panel Data Analyst this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~2.3kAutomated safety check: PassCustom licence
Stata Analystmajiayu000/claude-skill-registry6661 repos~2kAutomated safety check: PassMIT
Jbes Literature Positioningfranklee16/academic-research-skills2231 repos~924Automated safety check: PassNone
Ectj Topic Selectionfranklee16/academic-research-skills2231 repos~386Automated safety check: PassNone
Ectj Literature Positioningbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.2kAutomated safety check: PassMIT
Restat Identificationbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.6kAutomated safety check: PassMIT

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Questions about Panel Data Analyst

What does Panel Data Analyst do?

Expert panel data regression analysis with fixed effects and GMM. Panel Data Analyst is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

When should I use Panel Data Analyst?

Panel Data Analyst fits situations like: tasks that involve Econometrics and empirical research; tasks that involve Statistics.

How do I install Panel Data Analyst in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill panel-data-analyst -a claude-code`. Or copy the skill folder (skills/43-wentorai-research-plugins/skills/analysis/econometrics/panel-data-analyst in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/panel-data-analyst in your project. Claude Code loads it when a task matches its description.

How do I install Panel Data Analyst in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill panel-data-analyst -a codex`. Or copy the skill folder (skills/43-wentorai-research-plugins/skills/analysis/econometrics/panel-data-analyst in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/panel-data-analyst in your project. Codex loads it when a task matches its description.

Can I use Panel Data Analyst 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 panel-data-analyst -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/panel-data-analyst, .gemini/skills/panel-data-analyst, .github/skills/panel-data-analyst and .opencode/skills/panel-data-analyst in your project.

What does Panel Data Analyst need to run?

SKILL.md names no scripts, command-line tools or credentials: Panel Data Analyst is instructions for the agent only.

Does Panel Data Analyst access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Panel Data Analyst 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 Panel Data Analyst use?

Panel Data Analyst 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 Panel Data Analyst use?

About 2.3k tokens (SKILL.md is roughly 9k 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 Panel Data Analyst?

Skills that share tags, products or a category with Panel Data Analyst: Stata Analyst (majiayu000/claude-skill-registry, 666 stars), Jbes Literature Positioning (franklee16/academic-research-skills, 223 stars), Ectj Topic Selection (franklee16/academic-research-skills, 223 stars) and Ectj Literature Positioning (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Panel Data Analyst?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,529 GitHub stars. The repository holds 364 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.