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
Wber Replication Package
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when assembling the data and code replication package for a The World Bank Economic Review (WBER) manuscript to meet WBER's condition-of-publication data/code release, the…
Install Wber Replication Package
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill wber-replication-package -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills wber-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/World-Bank-Economic-Review-Skills/skills/wber-replication-package .claude/skills/wber-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 "wber-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Bank-Economic-Review-Skills/skills/wber-replication-package into .claude/skills/wber-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wber-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/World-Bank-Economic-Review-Skills/skills/wber-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 wber-replication-package -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills wber-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/World-Bank-Economic-Review-Skills/skills/wber-replication-package .agents/skills/wber-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 "wber-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Bank-Economic-Review-Skills/skills/wber-replication-package into .agents/skills/wber-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wber-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 wber-replication-package -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills wber-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/World-Bank-Economic-Review-Skills/skills/wber-replication-package .cursor/skills/wber-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 "wber-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Bank-Economic-Review-Skills/skills/wber-replication-package into .cursor/skills/wber-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wber-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 World-Bank-Economic-Review-Skills/skills/wber-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 wber-replication-package -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills wber-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/World-Bank-Economic-Review-Skills/skills/wber-replication-package .gemini/skills/wber-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 "wber-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Bank-Economic-Review-Skills/skills/wber-replication-package into .gemini/skills/wber-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wber-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 wber-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 wber-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/World-Bank-Economic-Review-Skills/skills/wber-replication-package .github/skills/wber-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 "wber-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Bank-Economic-Review-Skills/skills/wber-replication-package into .github/skills/wber-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wber-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 wber-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 wber-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/World-Bank-Economic-Review-Skills/skills/wber-replication-package .opencode/skills/wber-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 "wber-replication-package" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/World-Bank-Economic-Review-Skills/skills/wber-replication-package into .opencode/skills/wber-replication-package/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "wber-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.
Facts
- Skill name
wber-replication-package- GitHub stars
- 1.2k
- Token cost
- ~1.8k tokens
- SKILL.md length
- 809 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when assembling the data and code replication package for a The World Bank Economic Review (WBER) manuscript to meet WBER's condition-of-publication data/code release, the…
- The data availability statement with a DOI repository link
- SKILL.md covers When to trigger, Why this is a WBER signature, What the package must contain and Handling restricted…, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- The realities of restricted developing-country data
What it does
Wber Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code replication package for a The World Bank Economic Review (WBER) manuscript to meet WBER's condition-of-publication data/code release, the data availability statement with a DOI repository link, and the realities of restricted developing-country data. Builds the deposit and README; it does not run the analysis or write the paper.
Its SKILL.md is about 1.8k 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.
When your agent uses it
- The data availability statement with a DOI repository link
- The realities of restricted developing-country data
Example prompts
- “/wber-replication-package”
Requirements
- Python 3
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
Wber Replication Package loads about 1.8k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 809 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). 809 words, ~1,783 tokens.
Download SKILL.mdSave it as
.claude/skills/wber-replication-package/SKILL.md (or your agent's skills folder).- name
- wber-replication-package
- description
- Use when assembling the data and code replication package for a The World Bank Economic Review (WBER) manuscript to meet WBER's condition-of-publication data/code release, the data availability statement with a DOI repository link, and the realities of restricted developing-country data. Builds the deposit and README; it does not run the analysis or write the paper.
Replication Package & Data Policy (wber-replication-package)
When to trigger
- The paper is empirical and headed toward acceptance (or you are building the package early)
- You need to write the data availability statement and the DOI repository link for the title page
- Some data are restricted, proprietary, or governed by a national statistics office and you must plan the deposit around that
- An R&R asks you to make data and code available
- You want to know what "condition of publication" actually requires here
Why this is a WBER signature
WBER's most distinctive, stable policy is transparency as a condition of publication: authors must, where ethically and legally possible, publicly release all data and the software code underlying a published paper. By repute WBER is the only development field journal that routinely publishes data and code, and this fits the broader World Bank reproducible-research push. The manuscript must carry a data availability statement — on the title page / author-affiliation footnote — with a persistent (preferably DOI) link to the data in a repository (检索于 2026-06；以官网为准; verify exact wording on the OUP author guidelines). Build the package as you analyze; do not treat it as an acceptance-day formality.
What the package must contain
| Component | Requirement |
|---|---|
| Data files | All data used, in open/documented formats; or, for restricted data, a precise documented access path |
| Analysis + transformation code | Every script from raw → cleaned data → each table/figure |
| Master script | One run_all that regenerates every exhibit from raw inputs |
| README | Data sources, access terms, computational requirements, run instructions, and an exhibit-to-code map |
| Data Availability Statement | On the title page; persistent DOI link to the repository deposit |
| Instruments | Survey instruments / enumerator manuals for own-data field studies |
Handling restricted developing-country data
This is the WBER-specific hard part — much development data is governed by national statistics offices, ministries, or data providers (LSMS, DHS, census, tax records):
- You cannot post restricted microdata, but you must still deposit all code and document the exact access procedure: provider, application steps, any cost, approximate wait, and the data version/round used.
- Provide a small synthetic or public extract so the code runs end-to-end and a verifier can check the logic where the real data cannot be shared.
- For DHS/LSMS-type data, cite the specific survey round and version and the registration step a replicator must complete; do not assume "DHS data" is self-locating.
- Declare any restricted-data or exemption situation at the earliest opportunity, not at the final check — arrangements are at editor discretion.
Reproducibility hygiene (build as you go)
- Pin versions: Stata
version+ recordedssc/netpackage versions;requirements.txt/conda env (Python);renv.lock(R). - Set and report seeds for every simulation, bootstrap, and randomization-inference step.
- No absolute paths — one root macro/variable; relative paths thereafter.
- Exhibit-to-code map in the README: Table 3 →
code/05_main.do, Figure 2 →code/06_event_study.R. - Run it clean on a fresh checkout before depositing.
- Currency/PPP transparency: document deflators, PPP conversion factors, and exchange-rate sources — replicators in development work need these to reproduce real-value results.
Adapt the vendored skeleton in
../../resources/code/(master → clean → descriptive → DiD/IV/RD → mechanism → robustness → tables) as the package backbone.
Show full SKILL.md (310 more words)Show less
Checklist
- One
run_allmaster script regenerates every table and figure from raw data - All data deposited (or restricted-data access path documented + synthetic/public extract provided)
- README has a complete exhibit-to-code map and computational requirements
- Data Availability Statement on the title page with a persistent DOI repository link
- Specific survey rounds/versions (DHS/LSMS/census/admin) cited with the registration step
- Software/package versions pinned; seeds set and reported; no absolute paths
- Deflators / PPP / exchange-rate sources documented
- Restricted-data / exemption situation declared early; field instruments included
Anti-patterns
- Treating data/code release as optional or as an acceptance-day task — it is a condition of publication
- A title page with no data availability statement or no persistent DOI link
- "DHS/LSMS data" cited with no round, version, or registration path (not reproducible)
- Restricted data with no documented access procedure and no synthetic extract
- Absolute paths, unrecorded package versions, or unset seeds that break reproduction
- Undocumented deflators/PPP factors so real-value results cannot be regenerated
Worked vignette (illustrative)
A poverty paper uses LSMS consumption data (restricted, registration-gated) plus a public price index. The team cannot post the LSMS microdata, so the package contains: every cleaning and analysis script; a README naming the specific LSMS country, round, and version and the exact registration steps a replicator must complete; a small synthetic extract with the same variable structure so run_all executes end-to-end; documented deflators and PPP factors; and pinned Stata package versions with seeds set for the bootstrap. The title page carries a data availability statement with a DOI link to the openICPSR-style deposit holding the code and synthetic data. Because the public price index can be shared, it is deposited in full. The package would let a verifier reproduce the logic, and reproduce the numbers entirely once they obtain LSMS access.
Output format
【Master script】run_all regenerates all exhibits from raw? [Y/N]
【Data】all deposited, or restricted path + synthetic extract? [state]
【DAS + DOI】title-page statement with persistent repository link? [Y/N]
【Survey provenance】DHS/LSMS/admin round + version + access step cited? [Y/N]
【Reproducibility】versions pinned + seeds + no absolute paths + clean run? [Y/N]
【Currency】deflators/PPP/FX documented? [Y/N]
【Restricted/exemption】declared early? [Y/N/NA]
【Next step】wber-referee-strategySupplementary resources
../../resources/code/— reproducible Stata + Python skeleton to adapt as the package backbone../../resources/official-source-map.md— official OUP / WBER URLs behind the data policy
© 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 World-Bank-Economic-Review-Skills/skills/wber-replication-package of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Wber 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 |
|---|---|---|---|---|---|---|
| Wber Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.8k | 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 |
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Questions about Wber Replication Package
What does Wber Replication Package do?
A skill your agent uses when assembling the data and code replication package for a The World Bank Economic Review (WBER) manuscript to meet WBER's condition-of-publication data/code release, the…. Wber Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code replication package for a The World Bank Economic Review (WBER) manuscript to meet WBER's condition-of-publication data/code release, the data availability statement with a DOI repository link, and the realities of restricted developing-country data.
When should I use Wber Replication Package?
Wber Replication Package fits situations like: the data availability statement with a DOI repository link; the realities of restricted developing-country data.
How do I install Wber Replication Package in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill wber-replication-package -a claude-code`. Or copy the skill folder (World-Bank-Economic-Review-Skills/skills/wber-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/wber-replication-package in your project. Claude Code loads it when a task matches its description.
How do I install Wber Replication Package in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill wber-replication-package -a codex`. Or copy the skill folder (World-Bank-Economic-Review-Skills/skills/wber-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/wber-replication-package in your project. Codex loads it when a task matches its description.
Can I use Wber Replication Package 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 wber-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/wber-replication-package, .gemini/skills/wber-replication-package, .github/skills/wber-replication-package and .opencode/skills/wber-replication-package in your project.
What does Wber Replication Package need to run?
SKILL.md names no scripts, command-line tools or credentials: Wber Replication Package is instructions for the agent only. Our summary lists: Python 3.
Does Wber Replication Package 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 Wber Replication Package 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 Wber Replication Package use?
Wber 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.
How many tokens does Wber Replication Package use?
About 1.8k tokens (SKILL.md is roughly 7.1k 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 Wber Replication Package?
Skills that share tags, products or a category with Wber 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.
Who maintains Wber Replication Package?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,219 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.