Stata
dylantmoore/stata-skill
Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 20 community packages (reghdfe, estout, did, rdrobust…
Agent skill
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when assembling data, code, and spatial-data documentation for a Journal of Economic Geography (JEG) manuscript.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-replication-package -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-replication-package --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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package .claude/skills/jegeo-replication-package && 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 "jegeo-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package into .claude/skills/jegeo-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-replication-package", 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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-packageType 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 jegeo-replication-package -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-replication-package --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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package .agents/skills/jegeo-replication-package && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jegeo-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package into .agents/skills/jegeo-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-replication-package", 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 jegeo-replication-package -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-replication-package --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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package .cursor/skills/jegeo-replication-package && 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 "jegeo-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package into .cursor/skills/jegeo-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-replication-package", 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 Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package--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 jegeo-replication-package -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jegeo-replication-package --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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package .gemini/skills/jegeo-replication-package && 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 "jegeo-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package into .gemini/skills/jegeo-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-replication-package", 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 jegeo-replication-packageInstalls 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 jegeo-replication-package -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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package .github/skills/jegeo-replication-package && 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 "jegeo-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package into .github/skills/jegeo-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-replication-package", 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 jegeo-replication-package -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 jegeo-replication-package --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/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package .opencode/skills/jegeo-replication-package && 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 "jegeo-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package into .opencode/skills/jegeo-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jegeo-replication-package", 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.
jegeo-replication-packageA skill your agent uses when assembling data, code, and spatial-data documentation for a Journal of Economic Geography (JEG) manuscript.
Jegeo Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling data, code, and spatial-data documentation for a Journal of Economic Geography (JEG) manuscript. Builds a credible, shareable package under JEG's encouragement-based post-acceptance policy; it does not invent data.
Its SKILL.md is about 1.7k 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. 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.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Jegeo Replication Package loads about 1.7k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 851 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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 851 words, ~1,745 tokens.
.claude/skills/jegeo-replication-package/SKILL.md (or your agent's skills folder).JEG's data/code policy is encouragement-based and triggered after acceptance, not a mandatory pre-acceptance replication archive (检索于 2026-06;以官网为准). Authors are asked at acceptance whether associated data exist and whether they wish to publish them as supplementary material; ORCID is required at submission. This is a genuine point of difference from QE, AEJ, and the AEA journals, which run a Data Editor reproducibility check before acceptance.
The practical implication: at JEG you are not forced to deposit, but a credible, well-documented package is a strong signal and pre-empts the reproducibility objection. Build it as if it were required — referees increasingly expect it, and editors may ask — but understand the timing and the discretion the policy gives you.
Replication in economic geography fails most often on the spatial steps, not the regressions. Document them explicitly:
| Spatial element | What to document |
|---|---|
| Boundary/shapefile vintage | which year/version of the administrative units (boundaries change; results shift) |
| Projection / CRS | the coordinate reference system used for distance and area calculations |
| Geocoding | source, match rate, and how unmatched records were handled |
| Spatial joins | the exact join logic (point-in-polygon, nearest, buffer radius) |
| Distance / W construction | how the spatial weight matrix and any distance cutoffs were built |
| Raster/aggregation | resolution, zonal-statistic method, and the aggregation to analysis units |
Spatial pipelines drift silently as upstream boundary files, projection libraries, and geocoding services change. Pin the moving parts:
sf/sp, geopandas, PostGIS) — a PROJ upgrade can shift distance calculations.renv, conda env) is feasible, include it — spatial dependencies are the ones most likely to break on another machine.A distance-decay result depends on a spatial weight matrix built from 2011-vintage NUTS-3 boundaries, but the boundaries were redrawn in 2016 and the README never says which were used. A reviewer rebuilds W with current boundaries and the decay shifts. The fix: freeze and document the boundary vintage and CRS, ship the W-construction script, and include a synthetic point dataset so the geocoding-and-join pipeline runs end to end even though the real firm coordinates are confidential. The package now reproduces the headline gradient and survives the reproducibility objection at JEG without depositing the restricted data.
It is tempting to import habits from journals with a mandatory Data Editor (QE, AEJ, the AER family), where a package is checked line-by-line before acceptance. JEG does not run that gate; the ask comes at acceptance and sharing is encouraged, not enforced. Two practical consequences:
The right posture: build a referee-grade package, lead with spatial provenance, and keep the data-availability statement ready for the post-acceptance step.
【Journal】Journal of Economic Geography
【Skill】jegeo-replication-package
【Policy understood】post-acceptance, encouragement-based (not pre-acceptance archive)? [Y/N]
【Spatial provenance】boundary vintage / CRS / geocoding / joins / W documented? [Y/N]
【Pipeline】raw→analysis fully scripted, no manual GIS? [Y/N]
【Confidential data】derived file + synthetic example + access path? [Y/N]
【Reproducibility】runs clean and matches headline numbers? [Y/N]
【Next skill】jegeo-referee-strategy© 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
Just SKILL.md in Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Jegeo Replication Package 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 |
|---|---|---|---|---|---|---|
| Jegeo Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Statadylantmoore/stata-skill | 291 | 1 repos | ~4.2k | Automated safety check: Pass | Custom licence | |
| Stata C Pluginsdylantmoore/stata-skill | 291 | 1 repos | ~5.8k | Automated safety check: Pass | Custom licence | |
| Example Datasetspymc-labs/CausalPy | 1.2k | — | ~587 | Automated safety check: Pass | Apache-2.0 | |
| Stata AuditSepineTam/mcp-for-stata | 264 | — | ~1.2k | Automated safety check: Pass | AGPL-3.0 | |
| Stata Skill Contributordylantmoore/stata-skill | 291 | 1 repos | ~2.4k | Automated safety check: Pass | Custom licence |
dylantmoore/stata-skill
Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 20 community packages (reghdfe, estout, did, rdrobust…
dylantmoore/stata-skill
Develop high-performance C/C++ plugins for Stata using the stplugin.h SDK.
pymc-labs/CausalPy
Load built-in CausalPy example datasets for demos, tutorials, tests, and quick causal-analysis prototypes.
SepineTam/mcp-for-stata
Inspect, validate, summarize, and render local Stata-MCP audit evidence under .statamcp.
dylantmoore/stata-skill
Guide for contributing to the stata-skill project. An agent skill from dylantmoore/stata-skill.
SepineTam/mcp-for-stata
A skill your agent uses when the user needs to inspect, audit, or diagnose the safety of a Stata do-file.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when assembling data, code, and spatial-data documentation for a Journal of Economic Geography (JEG) manuscript. Jegeo Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling data, code, and spatial-data documentation for a Journal of Economic Geography (JEG) manuscript.
Jegeo Replication Package fits situations like: assembling data; spatial-data documentation for a Journal of Economic Geography (JEG) manuscript.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-replication-package -a claude-code`. Or copy the skill folder (Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jegeo-replication-package in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jegeo-replication-package -a codex`. Or copy the skill folder (Journal-of-Economic-Geography-Skills/skills/jegeo-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jegeo-replication-package in your project. Codex loads it when a task matches its description.
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 jegeo-replication-package -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jegeo-replication-package, .gemini/skills/jegeo-replication-package, .github/skills/jegeo-replication-package and .opencode/skills/jegeo-replication-package in your project.
SKILL.md names no scripts, command-line tools or credentials: Jegeo Replication Package is instructions for the agent only. Our summary lists: Docker.
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.
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.
Jegeo Replication Package is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Jegeo Replication Package: Stata (dylantmoore/stata-skill, 291 stars), Stata C Plugins (dylantmoore/stata-skill, 291 stars), Example Datasets (pymc-labs/CausalPy, 1.2k stars) and Stata Audit (SepineTam/mcp-for-stata, 264 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.