Agent skill

Scholar Eda

by joshzyj in joshzyj/open-scholar-skill

Conduct exploratory data analysis (EDA) before hypothesis testing.

Custom licenceAuto-check passedDocuments & Office

Install Scholar Eda

skills CLI
$ npx skills add joshzyj/open-scholar-skill --skill scholar-eda -a claude-code

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

GitHub CLI
$ gh skill install joshzyj/open-scholar-skill scholar-eda --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/joshzyj/open-scholar-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/scholar-eda .claude/skills/scholar-eda && 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
scholar-eda
GitHub stars
168
Token cost
~12k tokens
SKILL.md length
2,404 words
Files
3 (incl. references)
Skills in repo
30
Repo updated
First seen
Licence
Custom licence

At a glance

Conduct exploratory data analysis (EDA) before hypothesis testing.

  • Works in 12 steps: Parse Arguments + Data Loading + Causal… → Dataset Orientation → Sample Construction → …
  • Has a dataset and needs to load data
  • SKILL.md covers Arguments, Phase 0: Parse Arguments +…, Phase 1: Dataset Orientation and Phase 2: Sample Construction, plus 5 more sections
  • Calls bash and python3

What it does

Scholar Eda is an agent skill from joshzyj/open-scholar-skill. Conduct exploratory data analysis (EDA) before hypothesis testing. Run when the user has a dataset and needs to load data, build the analytic sample, diagnose missing data, inspect distributions, visualize relationships, check collinearity, and produce a publication-ready Table 1 and pre-analysis memo. Produces figures (PDF/PNG) and tables (HTML/docx/TeX). Saves output to disk. Works after /scholar-data and before /scholar-analyze.

Its SKILL.md is about 12k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/cleaning-guide.md` and `references/missing-data.md`).

It sits in Documents & Office, covering Data analysis, Word documents and LaTeX. It works with Microsoft Word. The repository describes itself as: Open scholar skill, a claude code plugin, for academic research.

When your agent uses it

  • Has a dataset and needs to load data
  • Build the analytic sample
  • Diagnose missing data
  • Inspect distributions

Example prompts

  • “/scholar-eda”

Requirements

  • Python 3

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. Parse Arguments + Data Loading + Causal Gate
  2. Dataset Orientation
  3. Sample Construction
  4. Missing Data Diagnosis
  5. Univariate Distributions + Visualizations
  6. Bivariate Relationships + Visualizations
  7. Multicollinearity Check
  8. Panel / Longitudinal Data Checks (Conditional)
  9. Outlier and Influential Observations
  10. Pre-Analysis Decisions Memo
  11. Descriptive Statistics Table (Table 1)
  12. Handoff Review (MANDATORY)

What it can do on your machine

Read from SKILL.md and the folder at commit 6e5ac8e. 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

    Shell commands in SKILL.md call:

    • bash
    • python3

    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

Scholar Eda loads about 12k tokens when it runs, and up to ~15k if it reads all its reference files. Until then it costs about 112 tokens; SKILL.md has 2,404 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~112
When it runs · the whole SKILL.md, loaded when a task matches
~12k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~15k

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 2,404 words (~12,220 tokens).

“You are an expert quantitative social scientist conducting rigorous, reproducible pre-analysis exploration. Your goal: understand the data structure, document every analytic decision transparently, and produce clean code + figures + a pre-analysis memo before any hypothesis test is run.”

— opening of SKILL.md by joshzyj, Custom licence
name
scholar-eda
tools
Read, Bash, Write, Agent
argument-hint
[dataset path or 'paste data below'] [outcome variable(s)] [optional: key predictor, causal design, journal, panel/cross-sectional]
user-invocable
true

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (references) in .claude/skills/scholar-eda of joshzyj/open-scholar-skill.

  • SKILL.md
  • references/cleaning-guide.md
  • references/missing-data.md

Open the folder on GitHubat commit 6e5ac8e

Compare with similar skills

Scholar Eda 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.

Scholar Eda compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Scholar Eda this skilljoshzyj/open-scholar-skill168—~12kAutomated safety check: PassCustom licence
Latex To Word Workflowhajimi-kun/latex-to-word-workflow128—~2.3kAutomated safety check: PassMIT
Review RevisionM1n-n9/paper-lifecycle692—~2.3kAutomated safety check: PassNone
Review Papermaxwell2732/my-submission-formatting-agent111—~1.2kAutomated safety check: PassNone
Academic Paperbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~7.3kAutomated safety check: PassCustom licence
Paper Sprint Reviewaipoch/medical-research-skills2k—~2kAutomated safety check: PassMIT

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Works with

Questions about Scholar Eda

What does Scholar Eda do?

Conduct exploratory data analysis (EDA) before hypothesis testing. Scholar Eda is an agent skill from joshzyj/open-scholar-skill. Conduct exploratory data analysis (EDA) before hypothesis testing.

When should I use Scholar Eda?

Scholar Eda fits situations like: has a dataset and needs to load data; build the analytic sample; diagnose missing data; inspect distributions.

How do I install Scholar Eda in Claude Code?

Run `npx skills add joshzyj/open-scholar-skill --skill scholar-eda -a claude-code`. Or copy the skill folder (.claude/skills/scholar-eda in joshzyj/open-scholar-skill) into .claude/skills/scholar-eda in your project. Claude Code loads it when a task matches its description.

How do I install Scholar Eda in Codex?

Run `npx skills add joshzyj/open-scholar-skill --skill scholar-eda -a codex`. Or copy the skill folder (.claude/skills/scholar-eda in joshzyj/open-scholar-skill) into .agents/skills/scholar-eda in your project. Codex loads it when a task matches its description.

Can I use Scholar Eda 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 joshzyj/open-scholar-skill --skill scholar-eda -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scholar-eda, .gemini/skills/scholar-eda, .github/skills/scholar-eda and .opencode/skills/scholar-eda in your project.

What does Scholar Eda need to run?

Going by SKILL.md and its folder, Scholar Eda needs the command-line tools its instructions call (bash and python3). Our summary lists: Python 3.

Does Scholar Eda 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 Scholar Eda 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 Scholar Eda use?

Scholar Eda 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 Scholar Eda use?

About 12k tokens (SKILL.md is roughly 49k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.9k tokens, read only when the agent opens those files.

What are the alternatives to Scholar Eda?

Skills that share tags, products or a category with Scholar Eda: Latex To Word Workflow (hajimi-kun/latex-to-word-workflow, 128 stars), Review Revision (M1n-n9/paper-lifecycle, 692 stars), Review Paper (maxwell2732/my-submission-formatting-agent, 111 stars) and Academic Paper (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Scholar Eda?

joshzyj (a GitHub user) maintains it in joshzyj/open-scholar-skill, which has 168 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 18, 2026.

Source: joshzyj/open-scholar-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.