Agent skill

Jue Replication Package

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when assembling the data and code deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or…

MITAuto-check passedDatabases

Install Jue Replication Package

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jue-replication-package -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jue-replication-package --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/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Urban-Economics-Skills/skills/jue-replication-package .claude/skills/jue-replication-package && 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
jue-replication-package
GitHub stars
1.2k
Token cost
~1.9k tokens
SKILL.md length
894 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 deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or…

  • Works in 3 steps: The dataset(s) used to generate all… → A description of how intermediate… → The complete set of code from raw data…
  • Proprietary spatial data
  • SKILL.md covers When to trigger, JUE's mandatory replication…, Spatial-data deposits are… and Building the folder, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jue Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or proprietary spatial data. Builds the JUE-compliant replication folder and confidentiality path; it does not run the analysis or write the prose.

Its SKILL.md is about 1.9k 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 Databases, covering Econometrics and empirical research and Database administration. 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

  • Proprietary spatial data
  • Tasks that involve Econometrics and empirical research
  • Tasks that involve Database administration

Example prompts

  • “/jue-replication-package”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. The dataset(s) used to generate all estimates reported in the paper;
  2. A description of how intermediate datasets and programs were used to build the final dataset(s);
  3. The complete set of code from raw data to final results — except where code would reveal confidential information about the data.

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

Jue Replication Package loads about 1.9k tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 894 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~85
When it runs · the whole SKILL.md, loaded when a task matches
~1.9k

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). 894 words, ~1,879 tokens.

Download SKILL.mdSave it as .claude/skills/jue-replication-package/SKILL.md (or your agent's skills folder).
name
jue-replication-package
description
Use when assembling the data and code deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or proprietary spatial data. Builds the JUE-compliant replication folder and confidentiality path; it does not run the analysis or write the prose.

Replication Package (jue-replication-package)

When to trigger

  • The paper contains empirical, simulation, or experimental work — JUE's mandatory replication policy applies
  • The data is geocoded, restricted, or proprietary (addresses, parcels, admin records) and you need a confidentiality path
  • You are at acceptance and must upload the replication folder before publication
  • A spatial pipeline (geocoding, GIS joins, distance/ring construction) is undocumented and not reproducible
  • A coauthor assumes the deposit can wait until after publication — it cannot

JUE's mandatory replication policy (检索于 2026-06;以官网为准)

JUE will publish a paper only if the data and code are clearly documented and readily available for replication. At acceptance, before publication, authors of papers with empirical work, simulations, or experiments must upload a replication folder to a major data repository. The minimum deposit is:

  1. The dataset(s) used to generate all estimates reported in the paper;
  2. A description of how intermediate datasets and programs were used to build the final dataset(s);
  3. The complete set of code from raw data to final results — except where code would reveal confidential information about the data.

Proprietary / confidential data: authors may request an exemption from providing data and/or code. The request must be made in the submission cover letter to the editor. Even with an exemption, document the pipeline and provide whatever code does not reveal confidential information so the path to results is auditable.

Spatial-data deposits are harder than they look

Urban papers carry data hazards that generic replication checklists miss:

  • Geocoding is not reproducible by default. Pin the geocoder, version, and date; deposit the crosswalk from addresses to coordinates (or a de-identified version) so distance/boundary variables can be regenerated.
  • Restricted address/parcel data. Provide a synthetic or aggregated extract plus exact instructions to obtain the restricted file (agency, application, access tier), and deposit all code that runs against it.
  • GIS layers and shapefiles. Deposit or cite the exact boundary/shapefile vintages (tracts, school zones, transit lines); boundaries change across years and silently break replication.
  • Spatial construction code. Ring/donut buffers, distance-to-boundary, market-access, and spatial-weight matrices must be in the code, with the distance cutoffs and projection (CRS) stated.

Building the folder

  1. One-click master script (run_all) raw → cleaned → estimates → exhibits, with a stated software/version environment.
  2. README mapping each table/figure to the script that produces it; list data sources with access tiers and the GIS-layer vintages.
  3. Separate raw, intermediate, and final data so reviewers can re-run from any stage.
  4. Confidential path: if exempt, the README states what is withheld, why, and how a researcher with access can reproduce it; the cover-letter exemption is filed.
  5. Verify on a clean machine before deposit — the most common failure is hard-coded local paths and unstated CRS/geocoder versions.

Restricted-data access paths common in urban work

Urban papers lean on data that cannot simply be posted; document the path, not just the absence:

  • Census/admin microdata in an RDC/FSRDC enclave — state the dataset, the project-approval route, and deposit all code that runs inside the enclave plus disclosure-cleared output; a researcher with clearance must be able to reproduce.
  • Proprietary real-estate / transaction data (CoreLogic, Zillow ZTRAX-type, MLS) — cite the vendor and vintage, deposit construction code, and provide a synthetic or aggregated extract where the license permits.
  • Geocoded individual records — deposit the de-identified crosswalk or the construction code that maps protected addresses to the spatial variables (distance, ring, boundary side), withholding only the raw identifiers.
  • Mobility / GPS / cell-phone data — document the provider, the spatial and temporal resolution, and the aggregation that produces the analysis file.

In every case the cover-letter exemption names what is withheld and why, and the README states exactly how an authorized researcher reproduces the results.

Show full SKILL.md (294 more words)Show less

Checklist

  • Replication folder targets a major repository; deposit planned for acceptance (before publication)
  • All datasets behind reported estimates included (or exemption requested in the cover letter)
  • Intermediate-data construction described; raw → final pipeline complete
  • Geocoder/version/date pinned; address↔coordinate crosswalk (or de-identified) deposited
  • GIS layer/shapefile vintages cited; CRS/projection stated
  • Spatial construction code (buffers, distance, weights, market access) included with cutoffs
  • run_all master script verified on a clean machine; README maps exhibits to scripts
  • Confidential-data exemption documented if applicable
  • Restricted-access path (RDC/vendor/enclave) named with the route to reproduce
  • Folder assembled during the R&R as a correctness check, not left to acceptance

Anti-patterns

  • Assuming the deposit waits until after publication (JUE requires it at acceptance, before publication)
  • Geocoding with an unpinned service, so distance/boundary variables cannot be regenerated
  • Depositing code but not the GIS-layer vintages, so boundaries silently differ across years
  • Hard-coded local paths and an unstated CRS that break the spatial pipeline on another machine
  • Claiming proprietary data without filing the cover-letter exemption or documenting the access path
  • A README that lists files but never maps each table/figure to the code that makes it

Why early assembly pays off

Although JUE requires the deposit only at acceptance, assembling the folder during the R&R (or before submission) protects you twice. First, the act of building a one-click run_all from raw geocoded data to final maps routinely surfaces silent errors — a wrong CRS, a stale shapefile vintage, a dropped buffer — that would otherwise survive into the published result. Second, an acceptance deadline is the worst time to discover a restricted-data path cannot be reproduced or that a vendor license forbids posting an extract; the exemption and access instructions take time to negotiate. Treat the replication folder as a correctness check on the spatial pipeline, not a post-acceptance formality.

Output format

text
【Policy trigger】empirical/simulation/experimental? deposit at acceptance planned? [Y/N]
【Datasets】all reported-estimate data included / exemption requested in cover letter
【Pipeline】raw→intermediate→final documented; run_all verified clean? [Y/N]
【Geocoding】geocoder+version pinned; crosswalk deposited? [Y/N]
【GIS layers】shapefile vintages cited; CRS stated? [Y/N]
【Spatial code】buffers/distance/weights/market-access included with cutoffs? [Y/N]
【Confidential path】exemption + access instructions documented? [Y/N/NA]
【Next skill】jue-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

Files

Just SKILL.md in Journal-of-Urban-Economics-Skills/skills/jue-replication-package of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Jue 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.

Jue Replication Package compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jue Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.9kAutomated safety check: PassMIT
Jape Replication And Data Policyfranklee16/academic-research-skills2231 repos~671Automated safety check: PassNone
Jme Replication And Data Policyfranklee16/academic-research-skills2231 repos~898Automated safety check: PassNone
Mw Replicationfranklee16/academic-research-skills2231 repos~1.7kAutomated safety check: PassNone
Rje Replication And Data Policyfranklee16/academic-research-skills2231 repos~945Automated safety check: PassNone
Scholar Replicationjoshzyj/open-scholar-skill168—~19kAutomated safety check: PassCustom licence

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Questions about Jue Replication Package

What does Jue Replication Package do?

A skill your agent uses when assembling the data and code deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or…. Jue Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data and code deposit for a Journal of Urban Economics (JUE) manuscript under its mandatory replication policy — especially geocoded, restricted, or proprietary spatial data.

When should I use Jue Replication Package?

Jue Replication Package fits situations like: proprietary spatial data; tasks that involve Econometrics and empirical research; tasks that involve Database administration.

How do I install Jue Replication Package in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jue-replication-package -a claude-code`. Or copy the skill folder (Journal-of-Urban-Economics-Skills/skills/jue-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jue-replication-package in your project. Claude Code loads it when a task matches its description.

How do I install Jue Replication Package in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jue-replication-package -a codex`. Or copy the skill folder (Journal-of-Urban-Economics-Skills/skills/jue-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jue-replication-package in your project. Codex loads it when a task matches its description.

Can I use Jue 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 jue-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/jue-replication-package, .gemini/skills/jue-replication-package, .github/skills/jue-replication-package and .opencode/skills/jue-replication-package in your project.

What does Jue Replication Package need to run?

SKILL.md names no scripts, command-line tools or credentials: Jue Replication Package is instructions for the agent only.

Does Jue 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 Jue 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 Jue Replication Package use?

Jue 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 Jue Replication Package use?

About 1.9k tokens (SKILL.md is roughly 7.5k 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 Jue Replication Package?

Skills that share tags, products or a category with Jue Replication Package: Jape Replication And Data Policy (franklee16/academic-research-skills, 223 stars), Jme Replication And Data Policy (franklee16/academic-research-skills, 223 stars), Mw Replication (franklee16/academic-research-skills, 223 stars) and Rje Replication And Data Policy (franklee16/academic-research-skills, 223 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jue Replication Package?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 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.