Consulting Analysis
bytedance/deer-flow
A skill your agent uses when the user requests to generate, create, or write professional research reports including but not limited to market analysis, consumer insights, brand analysis, financial…
Agent skill
Education Data Source Pseo
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
PSEO — Census data linking graduates to employment via LEHD wage records.
Install Education Data Source Pseo
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-pseo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-pseo --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo .claude/skills/education-data-source-pseo && 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 "education-data-source-pseo" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo into .claude/skills/education-data-source-pseo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-pseo", 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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseoType 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 education-data-source-pseo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-pseo --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo .agents/skills/education-data-source-pseo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "education-data-source-pseo" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo into .agents/skills/education-data-source-pseo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-pseo", 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 education-data-source-pseo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-pseo --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo .cursor/skills/education-data-source-pseo && 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 "education-data-source-pseo" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo into .cursor/skills/education-data-source-pseo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-pseo", 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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo--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 education-data-source-pseo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills education-data-source-pseo --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo .gemini/skills/education-data-source-pseo && 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 "education-data-source-pseo" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo into .gemini/skills/education-data-source-pseo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-pseo", 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 education-data-source-pseoInstalls 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 education-data-source-pseo -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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo .github/skills/education-data-source-pseo && 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 "education-data-source-pseo" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo into .github/skills/education-data-source-pseo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-pseo", 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 education-data-source-pseo -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 education-data-source-pseo --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/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo .opencode/skills/education-data-source-pseo && 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 "education-data-source-pseo" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo into .opencode/skills/education-data-source-pseo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "education-data-source-pseo", 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
education-data-source-pseo- GitHub stars
- 4.5k
- Token cost
- ~4k tokens
- SKILL.md length
- 1,407 words
- Files
- 7 (incl. references)
- Skills in repo
- 364
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
PSEO — Census data linking graduates to employment via LEHD wage records.
- Works in 3 steps: PSEO Explorer: Interactive visualization… → Census bulk download: CSV/XLS files at… → Census API:…
- Graduate earnings analysis
- SKILL.md covers What is PSEO?, Reference File Structure, Decision Trees and Quick Reference: PSEO Variables, plus 7 more sections
- Reaches lehd.ces.census.gov and api.census.gov
What it does
Education Data Source Pseo is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. PSEO — Census data linking graduates to employment via LEHD wage records. Earnings percentiles at 1/5/10 years post-graduation by institution, degree, CIP. Use for graduate earnings analysis. Coverage: ~29% of graduates from ~31 states.
Its SKILL.md is about 4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `references/earnings-data.md`, `references/geographic-flows.md` and `references/industry-flows.md`).
It sits in Marketing & SEO, covering Programmatic SEO and Financial analysis. 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
- Graduate earnings analysis
- Tasks that involve Programmatic SEO
- Tasks that involve Financial analysis
Example prompts
- “/education-data-source-pseo”
Requirements
- Python 3
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- PSEO Explorer: Interactive visualization tool at https://lehd.ces.census.gov/data/pseo_explorer.html
- Census bulk download: CSV/XLS files at https://lehd.ces.census.gov/data/pseo/
- Census API: https://api.census.gov/data/timeseries/pseo/earnings and .../flows (uses different variable naming and string codes; not used…
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
Hosts in commands or code, which the agent is likely to contact:
lehd.ces.census.govapi.census.gov
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 Pseo loads about 4k tokens when it runs, and up to ~18k if it reads all its reference files. Until then it costs about 66 tokens; SKILL.md has 1,407 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 1,407 words (~3,991 tokens).
“Postsecondary Employment Outcomes (PSEO) — Census Bureau experimental statistics linking college graduates to employment outcomes via UI wage records (LEHD program). Covers earnings (25th/50th/75th percentile, measured 1, 5, and 10 years post-graduation) and employment flows by institution, degree level, and…”
- name
- education-data-source-pseo
- metadata.audience
- any-agent
- metadata.domain
- data-source
- metadata.skill-authored
- 2026-02-09
- metadata.skill-last-updated
- 2026-02-09
Files
SKILL.md and 6 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/earnings-data.md
- references/geographic-flows.md
- references/industry-flows.md
- references/lehd-methodology.md
- references/state-coverage.md
- references/variable-definitions.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Education Data Source Pseo 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 |
|---|---|---|---|---|---|---|
| Education Data Source Pseo this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~4k | Automated safety check: Pass | Custom licence | |
| Consulting Analysisbytedance/deer-flow | 83k | 5 repos | ~8.4k | Automated safety check: Pass | MIT | |
| Commercial Forecasteralirezarezvani/claude-skills | 28k | — | ~3k | Automated safety check: Pass | MIT | |
| SEO Competitor Comparison PagesAgriciDaniel/claude-seo | 18k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Universal SEO AnalysisAgriciDaniel/claude-seo | 18k | — | ~4.9k | Automated safety check: Pass | MIT | |
| Competitor Alternativesfreekmurze/dotfiles | 1k | 24 repos | ~2k | Automated safety check: Pass | None |
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Related
Categories
Questions about Education Data Source Pseo
What does Education Data Source Pseo do?
PSEO — Census data linking graduates to employment via LEHD wage records. Education Data Source Pseo is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. PSEO — Census data linking graduates to employment via LEHD wage records.
When should I use Education Data Source Pseo?
Education Data Source Pseo fits situations like: graduate earnings analysis; tasks that involve Programmatic SEO; tasks that involve Financial analysis.
How do I install Education Data Source Pseo in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-pseo -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/education-data-source-pseo in your project. Claude Code loads it when a task matches its description.
How do I install Education Data Source Pseo in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-pseo -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-pseo in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/education-data-source-pseo in your project. Codex loads it when a task matches its description.
Can I use Education Data Source Pseo 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-pseo -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-pseo, .gemini/skills/education-data-source-pseo, .github/skills/education-data-source-pseo and .opencode/skills/education-data-source-pseo in your project.
What does Education Data Source Pseo need to run?
SKILL.md names no scripts, command-line tools or credentials: Education Data Source Pseo is instructions for the agent only. Our summary lists: Python 3.
Does Education Data Source Pseo access the network?
SKILL.md names 2 domains. In commands or code: lehd.ces.census.gov and api.census.gov; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.
Is Education Data Source Pseo 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 Pseo use?
Education Data Source Pseo 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 Pseo use?
About 4k tokens (SKILL.md is roughly 16k 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 15k tokens, read only when the agent opens those files.
What are the alternatives to Education Data Source Pseo?
Skills that share tags, products or a category with Education Data Source Pseo: Consulting Analysis (bytedance/deer-flow, 83k stars), Commercial Forecaster (alirezarezvani/claude-skills, 28k stars), SEO Competitor Comparison Pages (AgriciDaniel/claude-seo, 18k stars) and Universal SEO Analysis (AgriciDaniel/claude-seo, 18k 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 Pseo?
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.