Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a…
Install Aejpol Tables Figures
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-tables-figures -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejpol-tables-figures --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/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures .claude/skills/aejpol-tables-figures && 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 "aejpol-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures into .claude/skills/aejpol-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejpol-tables-figures", 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/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figuresType 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/Awesome-Journal-Skills --skill aejpol-tables-figures -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejpol-tables-figures --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures .agents/skills/aejpol-tables-figures && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aejpol-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures into .agents/skills/aejpol-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejpol-tables-figures", 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/Awesome-Journal-Skills --skill aejpol-tables-figures -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejpol-tables-figures --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures .cursor/skills/aejpol-tables-figures && 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 "aejpol-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures into .cursor/skills/aejpol-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejpol-tables-figures", 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/Awesome-Journal-Skills.git --path AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures--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/Awesome-Journal-Skills --skill aejpol-tables-figures -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aejpol-tables-figures --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures .gemini/skills/aejpol-tables-figures && 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 "aejpol-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures into .gemini/skills/aejpol-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejpol-tables-figures", 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/Awesome-Journal-Skills aejpol-tables-figuresInstalls 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/Awesome-Journal-Skills --skill aejpol-tables-figures -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures .github/skills/aejpol-tables-figures && 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 "aejpol-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures into .github/skills/aejpol-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejpol-tables-figures", 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/Awesome-Journal-Skills --skill aejpol-tables-figures -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/Awesome-Journal-Skills aejpol-tables-figures --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures .opencode/skills/aejpol-tables-figures && 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 "aejpol-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures into .opencode/skills/aejpol-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aejpol-tables-figures", 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
aejpol-tables-figures- GitHub stars
- 1.2k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 685 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a…
- A self-contained headline exhibit
- SKILL.md covers When to trigger, AEA / AEJ: Policy exhibit norms, Execution bridge (StatsPAI /… and Checklist, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Figures that show the policy effect with uncertainty
What it does
Aejpol Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a self-contained headline exhibit, and figures that show the policy effect with uncertainty. Designs exhibits; it does not run the estimation or write the surrounding prose.
Its SKILL.md is about 1.5k 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. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- A self-contained headline exhibit
- Figures that show the policy effect with uncertainty
Example prompts
- “/aejpol-tables-figures”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. 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.
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
Aejpol Tables Figures loads about 1.5k tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 685 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
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 685 words, ~1,513 tokens.
Download SKILL.mdSave it as
.claude/skills/aejpol-tables-figures/SKILL.md (or your agent's skills folder).- name
- aejpol-tables-figures
- description
- Use when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a self-contained headline exhibit, and figures that show the policy effect with uncertainty. Designs exhibits; it does not run the estimation or write the surrounding prose.
Tables & Figures — Exhibits that Carry the Policy Message (aejpol-tables-figures)
When to trigger
- Tables are dense, over-decorated with significance stars, or hard to read
- The paper lacks one exhibit a reader could take away as the policy result
- Figures show coefficients but not the policy-relevant magnitude or its uncertainty
- You are preparing the final exhibit set for an AEA submission
AEA / AEJ: Policy exhibit norms
- Report standard errors (or confidence intervals), not significance asterisks/boldface. Put SEs in parentheses below estimates; the reader judges significance from the SE/CI. This is the house convention to follow.
- Self-contained. Title and notes let an exhibit be read without the text: sample, units, estimator, clustering level, what is controlled, and what the number means in policy terms.
- Self-contained, not anonymized. Review is single-blind, so exhibits need not hide authorship; keep notes clean and neutral (avoid stray local file paths) for readability, not for blinding.
- Figures are the workhorse for policy communication: event-study plots with CIs, RDD plots with binned means and the fitted discontinuity, dose-response or cost-benefit curves with uncertainty bands. Vector output; ≥300 dpi raster only if unavoidable; readable greyscale.
The headline exhibit (AEJ: Policy-specific)
Every AEJ: Policy paper should have one exhibit a policymaker could screenshot: the policy effect in interpretable units with its welfare/cost-benefit reading where possible. Examples (illustrative formats):
- An event-study figure of the outcome around the reform, with the long-run effect annotated in policy units.
- A cost-benefit / MVPF figure: net cost per unit of outcome across policy variants, with bands.
- An incidence figure: who gains and who pays, by income/region group.
Table craft
- Three-line tables (
esttab/booktabs), no vertical rules; align decimals; consistent digits. - Lead column = the policy-relevant specification, not a kitchen-sink spec.
- Put the policy-relevant magnitude (elasticity, cost-per-X, MVPF) in the paper's units, not only a raw coefficient; add a row translating the coefficient into the policy number where natural.
- Sample size, mean of the dependent variable, and clustering level on every table.
Execution bridge (StatsPAI / Stata MCP)
Generate exhibits from the fitted result, not by retyping numbers (the usual source of
body-vs-appendix drift). Full map: execution-with-mcp.
- Tables:
etable(multi-model columns) ordid_summary_to_latexstraight from theresult_id— one variable definition, one set of numbers, body and appendix in sync. - Figures:
plot_from_result/enhanced_event_study_plot/event_study_table— axis units and the SE/clustering note baked in. - Every note names the estimator + clustering (from the result's diagnostics) and states the magnitude in interpretable units.
See a full fitted-result → exhibit chain in the JF execution walkthrough.
Show full SKILL.md (277 more words)Show less
Checklist
- No significance asterisks or boldface-for-significance anywhere; SEs/CIs shown
- One self-contained headline exhibit carrying the policy magnitude (and welfare reading if available)
- Every table notes: sample, units, estimator, controls, clustering level, N, dep-var mean
- Figures show effects with uncertainty bands (event study / RDD / dose-response)
- Policy-relevant magnitude in interpretable units, not only raw coefficients
- Vector figures, readable in greyscale, no chartjunk
Anti-patterns
- Significance stars and bold "***" — disallowed by AEA house style here
- A coefficient table with no translation into the policy magnitude
- A 12-column kitchen-sink table where the policy spec is buried
- Figures with point estimates but no confidence bands
- Notes too thin to read the exhibit without the text
- An exhibit whose notes are too thin to read without the body text
Exhibit-by-design-type quick guide
| Design | Workhorse figure | What the notes must state |
|---|---|---|
| DID / event study | Event-study coefficients with CI bands; flat pre-period leads visible | estimator (CS/SA), comparison group, clustering level |
| RDD | Binned means + fitted discontinuity + bandwidth | running variable, bandwidth, density-test result |
| Bunching | Empirical vs. counterfactual density at the kink | counterfactual construction, excluded region |
| RCT | Treatment-control means / dose-response with CIs | randomization unit, take-up, ITT vs. ToT |
| Welfare | MVPF / cost-per-outcome across variants, with bands | which estimates feed the ledger, assumptions |
Worked vignette (illustrative)
A tax-credit paper's main table reports a coefficient of 0.08 (s.e. 0.02) on the credit. Reworked for AEJ: Policy: the lead exhibit becomes a figure of employment around the credit's introduction with a CI band, the long-run effect annotated as "+3.1 pp employment (90% CI [1.9, 4.3])," and a companion row translating it into cost per additional job with its band — the number a policymaker takes away. No asterisks; SEs in parentheses throughout.
Output format
【Headline exhibit】figure/table + the policy magnitude it carries
【Significance reporting】SEs/CIs, no asterisks? [Y/N]
【Self-contained notes】sample/units/estimator/clustering/N/dep-mean present? [Y/N]
【Policy-units translation】coefficient → cost-per-X / MVPF / incidence shown? [Y/N]
【Next step】aejpol-writing-style© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aejpol Tables Figures 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 |
|---|---|---|---|---|---|---|
| Aejpol Tables Figures this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
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Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Content Research Writer
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Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
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Questions about Aejpol Tables Figures
What does Aejpol Tables Figures do?
A skill your agent uses when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a…. Aejpol Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building or revising exhibits for an AEJ: Economic Policy manuscript so they meet AEA house style and carry the policy message — no significance asterisks, a self-contained headline exhibit, and figures that show the policy effect with uncertainty.
When should I use Aejpol Tables Figures?
Aejpol Tables Figures fits situations like: A self-contained headline exhibit; figures that show the policy effect with uncertainty.
How do I install Aejpol Tables Figures in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-tables-figures -a claude-code`. Or copy the skill folder (AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aejpol-tables-figures in your project. Claude Code loads it when a task matches its description.
How do I install Aejpol Tables Figures in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aejpol-tables-figures -a codex`. Or copy the skill folder (AEJ-Economic-Policy-Skills/skills/aejpol-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aejpol-tables-figures in your project. Codex loads it when a task matches its description.
Can I use Aejpol Tables Figures 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/Awesome-Journal-Skills --skill aejpol-tables-figures -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aejpol-tables-figures, .gemini/skills/aejpol-tables-figures, .github/skills/aejpol-tables-figures and .opencode/skills/aejpol-tables-figures in your project.
What does Aejpol Tables Figures need to run?
SKILL.md names no scripts, command-line tools or credentials: Aejpol Tables Figures is instructions for the agent only.
Does Aejpol Tables Figures 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 Aejpol Tables Figures 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 Aejpol Tables Figures use?
Aejpol Tables Figures is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Aejpol Tables Figures use?
About 1.5k tokens (SKILL.md is roughly 6.1k 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 Aejpol Tables Figures?
Skills that share tags, products or a category with Aejpol Tables Figures: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aejpol Tables Figures?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.