Agent skill

Jpube Replication And Data Policy

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

A skill your agent uses when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements…

MITAuto-check passedDatabases

Install Jpube Replication And Data Policy

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpube-replication-and-data-policy -a claude-code

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

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpube-replication-and-data-policy --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-Public-Economics-Skills/skills/jpube-replication-and-data-policy .claude/skills/jpube-replication-and-data-policy && 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
jpube-replication-and-data-policy
GitHub stars
1.2k
Token cost
~1.4k tokens
SKILL.md length
636 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements…

  • Repository deposit/citation/linking
  • SKILL.md covers When to trigger, JPubE / Elsevier requirement, Build the package around… and Checklist, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Restricted administrative data

What it does

Jpube Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements, repository deposit/citation/linking, restricted administrative data, and a reproducible package. It does not run the analysis.

Its SKILL.md is about 1.4k 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 Database administration and Citation management. 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

  • Repository deposit/citation/linking
  • Restricted administrative data
  • A reproducible package

Example prompts

  • “/jpube-replication-and-data-policy”

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

Jpube Replication And Data Policy loads about 1.4k tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 636 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~82
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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). 636 words, ~1,445 tokens.

Download SKILL.mdSave it as .claude/skills/jpube-replication-and-data-policy/SKILL.md (or your agent's skills folder).
name
jpube-replication-and-data-policy
description
Use when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements, repository deposit/citation/linking, restricted administrative data, and a reproducible package. It does not run the analysis.

Replication & Data Policy (jpube-replication-and-data-policy)

When to trigger

  • You are preparing a data-availability statement or research-data declaration
  • Your results rest on restricted tax/health/register data and you must document access
  • You want a reproducible package that pre-empts referee replication requests
  • You need to choose between repository deposit and a restricted-data access statement

JPubE / Elsevier requirement

JPubE's Guide for Authors applies Elsevier Option C research-data instructions: deposit research data in a relevant repository, cite and link the dataset in the article, or provide a statement explaining why research data cannot be shared. For public-economics work using restricted tax, health, or register microdata, the practical route is usually a data statement plus a code package and exact access path rather than public release of protected rows.

Build the package around Option C

Public-economics referees frequently ask to see the elasticity/bunching/RD pipeline, so build a clean package around the data route:

  • Data-availability statement matching reality: open data -> link the repository; restricted tax/health/register data -> state the access path, the agency, and why microdata cannot be shared.
  • Dataset citation/linking. Cite open datasets in the reference list with repository, version, year, persistent identifier, and the [dataset] marker where applicable.
  • Programs even when microdata are proprietary. Supply all cleaning and estimation code so the workflow is auditable even if IRS/SSA/CMS or register microdata cannot leave the enclave.
  • Disclosure compliance. Document cell-size suppression and output-clearance for restricted data; never embed suppressed cells in shared outputs.
  • One master script (run_all) regenerating every table and figure from inputs; pin software/package versions (renv.lock, requirements.txt, recorded ssc versions); set and report seeds for bootstrap / randomization inference.
  • README mapping each exhibit to the script that produces it.

Checklist

  • Data-availability statement drafted and consistent with the data used
  • Open data deposited, cited, and linked; restricted data explained with access path
  • Restricted-data access path, agency, and sharing limits documented
  • All cleaning + estimation programs supplied (even if microdata are restricted)
  • Disclosure / cell-suppression compliance documented for shared outputs
  • run_all master script regenerates all exhibits; versions and seeds pinned
  • README maps exhibits -> scripts
  • Current JPubE/Elsevier data fields checked in Editorial Manager before upload

Anti-patterns

  • Treating Option C as optional boilerplate rather than a repository link or a concrete reason data cannot be shared
  • A data-availability statement that does not match what was actually used
  • Sharing restricted-data outputs without documented disclosure clearance
  • A package with no master script, unpinned versions, or unreported seeds
Show full SKILL.md (244 more words)Show less

Data-availability routing by source

Public-finance papers lean on restricted microdata more than most fields, so the availability statement is rarely "open repository." Route by what you actually used.

Data sourceAvailability statement saysWhat you still ship
Public tax/SOI tabulations, survey extractsLink repository (Mendeley/openICPSR/Zenodo) and cite datasetData + all code
IRS/SSA/CMS enclave microdataAccess path + agency + why microdata cannot leaveAll cleaning + estimation code
European whole-population registersApplication route, custodian, approval IDCode + non-disclosive aggregates
Mixed (public + restricted)Split the statement by componentRepository for the open part, access note otherwise

Worked vignette: a register-DID package referees can trust

A social-insurance reform evaluated on a national register cannot share person-level rows. The package still makes the DID pipeline auditable: run_all regenerates every exhibit from cleared aggregates; the README maps Table 3 (the moral-hazard wedge) and Figure 2 (the event study) to their scripts; renv.lock pins versions; the bootstrap seed is fixed so the SEs on the MVPF = 1.4 statistic (illustrative) replicate. The availability statement names the custodian, the approval ID, and the cell-suppression rule (min count 10), so a referee sees the workflow without touching protected microdata.

Calibration anchors

  • The reproducibility bar a JPubE referee imagines: could a second analyst, given the same authorized access, rebuild every elasticity/MVPF/bunching number? Code completeness and exact access documentation are what you control.
  • Option C is about deposit/citation/linking or a sharing explanation; it is not the same as promising a named AEA-style data-editor code run.

Output format

【Data type】open / restricted-administrative / register / mixed
【Availability statement】drafted + consistent? [Y/N]
【Restricted access】path + agency + limits documented? [Y/N]
【Programs supplied】all cleaning + estimation code? [Y/N]
【Reproducibility】run_all + pinned versions + seeds? [Y/N]
【Policy check】Option C route and Editorial Manager data fields checked? [Y/N]
【Next step】jpube-review-process

© 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-Public-Economics-Skills/skills/jpube-replication-and-data-policy of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Jpube Replication And Data Policy 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.

Jpube Replication And Data Policy compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jpube Replication And Data Policy this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Scholar Replicationjoshzyj/open-scholar-skill168—~19kAutomated safety check: PassCustom licence
Ieee Paper ReaderCloudWave818/ieee-skills359—~591Automated safety check: PassMIT
Joe Replication And Data Policyfranklee16/academic-research-skills2231 repos~986Automated safety check: PassNone
Investigating Anomalous ResultsK-Dense-AI/science-superpowers350—~1.9kAutomated safety check: PassCustom licence
Bio Multi Omics Similarity NetworkGPTomics/bioSkills1.2k1 repos~4.3kAutomated safety check: PassMIT

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Questions about Jpube Replication And Data Policy

What does Jpube Replication And Data Policy do?

A skill your agent uses when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements…. Jpube Replication And Data Policy is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling data and code for a Journal of Public Economics (JPubE) manuscript under Elsevier's Option C research-data framework — data-availability statements, repository deposit/citation/linking, restricted administrative data, and a reproducible package.

When should I use Jpube Replication And Data Policy?

Jpube Replication And Data Policy fits situations like: repository deposit/citation/linking; restricted administrative data; A reproducible package.

How do I install Jpube Replication And Data Policy in Claude Code?

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

How do I install Jpube Replication And Data Policy in Codex?

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

Can I use Jpube Replication And Data Policy 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 jpube-replication-and-data-policy -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jpube-replication-and-data-policy, .gemini/skills/jpube-replication-and-data-policy, .github/skills/jpube-replication-and-data-policy and .opencode/skills/jpube-replication-and-data-policy in your project.

What does Jpube Replication And Data Policy need to run?

SKILL.md names no scripts, command-line tools or credentials: Jpube Replication And Data Policy is instructions for the agent only.

Does Jpube Replication And Data Policy 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 Jpube Replication And Data Policy 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 Jpube Replication And Data Policy use?

Jpube Replication And Data Policy 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 Jpube Replication And Data Policy use?

About 1.4k tokens (SKILL.md is roughly 5.8k 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 Jpube Replication And Data Policy?

Skills that share tags, products or a category with Jpube Replication And Data Policy: Scholar Replication (joshzyj/open-scholar-skill, 168 stars), Ieee Paper Reader (CloudWave818/ieee-skills, 359 stars), Joe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Investigating Anomalous Results (K-Dense-AI/science-superpowers, 350 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jpube Replication And Data Policy?

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.