EADA — college athletics gender equity (~2,000+ institutions, 2002-2021).

Custom licenceAuto-check passed

Install Education Data Source Eada

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-eada -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-eada --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-eada .claude/skills/education-data-source-eada && 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
education-data-source-eada
GitHub stars
4.5k
Token cost
~3.8k tokens
SKILL.md length
1,224 words
Files
7 (incl. references)
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

EADA — college athletics gender equity (~2,000+ institutions, 2002-2021).

  • SKILL.md covers What is EADA?, Reference File Structure, Decision Trees and Quick Reference: Key Metrics, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Education Data Source Eada is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. EADA — college athletics gender equity (~2,000+ institutions, 2002-2021). Participation, coaching, salaries, expenses, revenues, athletic aid by gender. Not Title IX compliance data. No sector column; join IPEDS on unitid for institution type.

Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `references/data-elements.md`, `references/fetch-patterns.md` and `references/limitations.md`).

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…

Example prompts

  • “/education-data-source-eada”

Requirements

  • Python 3

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 python).

    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

Education Data Source Eada loads about 3.8k tokens when it runs, and up to ~18k if it reads all its reference files. Until then it costs about 68 tokens; SKILL.md has 1,224 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~68
When it runs · the whole SKILL.md, loaded when a task matches
~3.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~18k

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 1,224 words (~3,791 tokens).

“Equity in Athletics Disclosure Act (EADA) data for college athletics gender equity analysis covering ~2,000+ institutions (2002-2021). Use when analyzing athletic participation, coaching staff, salaries, expenses, revenues, or athletic aid by gender at colleges/universities, or understanding Title IX context in…”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
education-data-source-eada
metadata.audience
any-agent
metadata.domain
data-source
metadata.skill-authored
2026-02-09
metadata.skill-last-updated
2026-02-09

Read the full SKILL.md on GitHub

Files

SKILL.md and 6 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-eada of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • references/data-elements.md
  • references/fetch-patterns.md
  • references/limitations.md
  • references/sport-level-data.md
  • references/title-ix-context.md
  • references/variable-definitions.md

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Education Data Source Eada 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.

Education Data Source Eada compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Education Data Source Eada this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~3.8kAutomated safety check: PassCustom licence
Genderize AutomationComposioHQ/awesome-claude-skills77k3 repos~738Automated safety check: PassNone
Gender API AutomationComposioHQ/awesome-claude-skills77k3 repos~742Automated safety check: PassNone
Esop Equity Trackersickn33/agentic-awesome-skills47k1 repos~3.5kAutomated safety check: PassMIT
College Football Data AutomationComposioHQ/awesome-claude-skills77k3 repos~783Automated safety check: PassNone
Add Educational Commentsgithub/awesome-copilot40k2 repos~1.6kAutomated safety check: PassMIT

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Questions about Education Data Source Eada

What does Education Data Source Eada do?

EADA — college athletics gender equity (~2,000+ institutions, 2002-2021). Education Data Source Eada is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. EADA — college athletics gender equity (~2,000+ institutions, 2002-2021).

How do I install Education Data Source Eada in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-eada -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-eada in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/education-data-source-eada in your project. Claude Code loads it when a task matches its description.

How do I install Education Data Source Eada in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-eada -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-eada in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/education-data-source-eada in your project. Codex loads it when a task matches its description.

Can I use Education Data Source Eada 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 education-data-source-eada -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/education-data-source-eada, .gemini/skills/education-data-source-eada, .github/skills/education-data-source-eada and .opencode/skills/education-data-source-eada in your project.

What does Education Data Source Eada need to run?

SKILL.md names no scripts, command-line tools or credentials: Education Data Source Eada is instructions for the agent only. Our summary lists: Python 3.

Does Education Data Source Eada 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 Education Data Source Eada 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 Education Data Source Eada use?

Education Data Source Eada 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 Education Data Source Eada use?

About 3.8k tokens (SKILL.md is roughly 15k 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 14k tokens, read only when the agent opens those files.

What are the alternatives to Education Data Source Eada?

Skills that share tags, products or a category with Education Data Source Eada: Genderize Automation (ComposioHQ/awesome-claude-skills, 77k stars), Gender API Automation (ComposioHQ/awesome-claude-skills, 77k stars), Esop Equity Tracker (sickn33/agentic-awesome-skills, 47k stars) and College Football Data Automation (ComposioHQ/awesome-claude-skills, 77k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Education Data Source Eada?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 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.