Agent skill

Jpam Transparency And Data

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

MITAuto-check passedDatabases

Install Jpam Transparency And Data

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a claude-code

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

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpam-transparency-and-data --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-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data .claude/skills/jpam-transparency-and-data && 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/

Paste into Claude Code

Install the "jpam-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data into .claude/skills/jpam-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpam-transparency-and-data", 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

$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data

Type 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.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpam-transparency-and-data --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data .agents/skills/jpam-transparency-and-data && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "jpam-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data into .agents/skills/jpam-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpam-transparency-and-data", 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.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpam-transparency-and-data --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data .cursor/skills/jpam-transparency-and-data && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "jpam-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data into .cursor/skills/jpam-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpam-transparency-and-data", 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

$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpam-transparency-and-data --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data .gemini/skills/jpam-transparency-and-data && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "jpam-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data into .gemini/skills/jpam-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpam-transparency-and-data", 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.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpam-transparency-and-data

Installs 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).

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ 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-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data .github/skills/jpam-transparency-and-data && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "jpam-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data into .github/skills/jpam-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpam-transparency-and-data", 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.

skills CLI

$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpam-transparency-and-data --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data .opencode/skills/jpam-transparency-and-data && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "jpam-transparency-and-data" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data into .opencode/skills/jpam-transparency-and-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpam-transparency-and-data", 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: jpam-transparency-and-data
GitHub stars: 1.2k
Token cost: ~1.4k tokens
SKILL.md length: 612 words
Files: 1
Skills in repo: 2,387
Repo updated: Sep 27, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Works in 4 steps: Public deposit. Place the replication… → Reproduce every reported number. A… → Documentation. A README covering data… → …
With an honest exemption path for restricted administrative data
SKILL.md covers When to trigger, What to prepare, Restricted administrative data… and Build-as-you-go checklist, plus 5 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jpam Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the replication / transparency materials for a Journal of Policy Analysis and Management (JPAM) manuscript — depositing data and code in a public repository so the reported results can be reproduced, with an honest exemption path for restricted administrative data. Prepares the package; it does not waive requirements.

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. 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

With an honest exemption path for restricted administrative data
Tasks that involve Database administration

Example prompts

“/jpam-transparency-and-data”

Workflow steps

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

Public deposit. Place the replication materials in a recognized repository (e.g., the project's
Reproduce every reported number. A master script regenerates every table and figure from the
Documentation. A README covering data provenance, construction steps, software/package versions,
Data-availability statement. State what is shared, where, and under what license; if data are

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

Jpam Transparency And Data loads about 1.4k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 612 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~91
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). 612 words, ~1,440 tokens.

Download SKILL.mdSave it as .claude/skills/jpam-transparency-and-data/SKILL.md (or your agent's skills folder).

name: jpam-transparency-and-data
description: Use when preparing the replication / transparency materials for a Journal of Policy Analysis and Management (JPAM) manuscript — depositing data and code in a public repository so the reported results can be reproduced, with an honest exemption path for restricted administrative data. Prepares the package; it does not waive requirements.

Transparency & Replication Data (jpam-transparency-and-data)

JPAM publishes program evaluations that often inform real spending decisions, so the evidence must be reproducible. The journal expects authors to archive the data and code behind the reported results in a suitable public repository, with a clear data-availability statement. Build the package as you go so it does not stall acceptance — and plan early for the restricted administrative data common in policy work. Verify the current wording in Wiley Authors / Research Exchange before upload (检索于 2026-06-20；以官网为准).

When to trigger

Building the replication package (data + code + documentation)
A manuscript is heading toward acceptance and materials are requested
Data are restricted (administrative, IRB-protected, provider-licensed) and you need the exemption path
Writing the data-availability statement

What to prepare

Public deposit. Place the replication materials in a recognized repository (e.g., the project's ICPSR/openICPSR archive, Harvard Dataverse, OSF, or a journal-designated repository) with a persistent identifier — not a personal website or transient cloud link. Recent JPAM data-availability statements often use a JPAM/Harvard Dataverse repository, while Research Exchange controls the exact repository prompt.
Reproduce every reported number. A master script regenerates every table and figure from the raw/constructed data. Exhibit numbers in the manuscript match the package output exactly.
Documentation. A README covering data provenance, construction steps, software/package versions, seeds for stochastic steps, and the exact command to reproduce each exhibit.
Data-availability statement. State what is shared, where, and under what license; if data are restricted, state precisely why and how a replicator can obtain access.

Restricted administrative data (the policy-research case)

Policy evaluation often runs on linked administrative or survey microdata that cannot be posted. JPAM's transparency expectation is met honestly by:

Explaining the restriction (legal, IRB, data-provider license) in the data-availability statement.
Providing access instructions — the application process, provider contact, and approximate timeline so an independent replicator could obtain the same data.
Posting all code plus any shareable derived/aggregated files and, where feasible, synthetic or simulated data that let the code run end-to-end.

Build-as-you-go checklist

One master script regenerates every table and figure
README: provenance, construction, versions, seeds, per-exhibit reproduction steps
Software/package versions pinned (renv.lock / requirements.txt / recorded installs)
Manuscript exhibit numbers match the package output exactly
Public repository with a persistent identifier chosen (journal-designated where specified)
Data-availability statement drafted
Restricted data: restriction explained + access path + synthetic data where feasible

Show full SKILL.md (228 more words)Show less

Anti-patterns

Treating the package as a post-acceptance afterthought (it can gate publication)
Depositing code that does not actually reproduce the printed tables/figures
A personal URL or expiring cloud link instead of a persistent repository
Claiming data are restricted with no access path or synthetic substitute
Undocumented, un-seeded, unpinned code that only "works on my machine"

Calibration anchors (hedged)

Policy evaluations lean heavily on restricted administrative data; an honest restriction note plus a real access path and runnable code on synthetic/derived data is the expected, accepted route — not a loophole to skip transparency.
The exact deposit requirement, repository prompt, and reproduction-check workflow can change; confirm the current data-policy wording in Wiley Authors / Research Exchange.
Build the package alongside the analysis: retrofitting reproducibility after acceptance is where policy papers stall.

Worked micro-example (illustrative)

A welfare-reform evaluation uses linked state UI and TANF records that cannot be posted. The package still meets the bar: a data-availability statement explains the licensing restriction and names the state agency's data-request process and timeline; all code is deposited with a master script; a synthetic dataset matching the variable structure lets a replicator run the full pipeline; and shareable aggregated tables are included. An independent researcher could obtain the real data and reproduce every number. (Illustrative.)

Output format

【Repository】public archive + persistent ID — chosen? [Y/N]
【Reproduces results?】master script verified locally? [Y/N]
【Documentation】README + provenance + seeds + pinned versions? [Y/N]
【Restricted data?】restriction explained + access path + synthetic data?
【Data-availability statement】drafted? [Y/N]
【Next】jpam-review-process

Supplementary resources

../../resources/official-source-map.md — JPAM data/replication policy evidence and repository guardrails
../../resources/external_tools.md — repositories and reproducibility tooling for restricted-data projects

Files

Just SKILL.md in Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Jpam Transparency And Data 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.

Jpam Transparency And Data compared with similar skills
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Jpam Transparency And Data this skillbrycewang-stanford/Awesome-Journal-Skills	1.2k	—	~1.4k	Automated safety check: Pass	MIT	13 days ago
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Pixel Perfect ReplicationYu-369/VibeCurb	979	—	~8.7k	Automated safety check: Pass	MIT	2 mo ago
Horse Database PoolingHashLoad/horse	1.4k	—	~1.4k	Automated safety check: Pass	MIT	3 days ago

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Questions about Jpam Transparency And Data

What does Jpam Transparency And Data do?

A skill your agent uses when preparing the replication / transparency materials for a Journal of Policy Analysis and Management (JPAM) manuscript — depositing data and code in a public repository so…. Jpam Transparency And Data is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing the replication / transparency materials for a Journal of Policy Analysis and Management (JPAM) manuscript — depositing data and code in a public repository so the reported results can be reproduced, with an honest exemption path for restricted administrative data.

When should I use Jpam Transparency And Data?

Jpam Transparency And Data fits situations like: with an honest exemption path for restricted administrative data; tasks that involve Database administration.

How do I install Jpam Transparency And Data in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a claude-code`. Or copy the skill folder (Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jpam-transparency-and-data in your project. Claude Code loads it when a task matches its description.

How do I install Jpam Transparency And Data in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data -a codex`. Or copy the skill folder (Journal-of-Policy-Analysis-and-Management-Skills/skills/jpam-transparency-and-data in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jpam-transparency-and-data in your project. Codex loads it when a task matches its description.

Can I use Jpam Transparency And Data 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 jpam-transparency-and-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jpam-transparency-and-data, .gemini/skills/jpam-transparency-and-data, .github/skills/jpam-transparency-and-data and .opencode/skills/jpam-transparency-and-data in your project.

What does Jpam Transparency And Data need to run?

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

Does Jpam Transparency And Data 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 Jpam Transparency And Data 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 Jpam Transparency And Data use?

Jpam Transparency And Data 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 Jpam Transparency And Data 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 Jpam Transparency And Data?

Skills that share tags, products or a category with Jpam Transparency And Data: Hybrid Cloud Outboxes (getsentry/sentry, 46k stars), Replicate Video Ad (Jingyi-Wu-Richael/replicate-video-ad, 108 stars), Sea Orm 2 (FlyinPancake/yoink, 112 stars) and Pixel Perfect Replication (Yu-369/VibeCurb, 979 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jpam Transparency And Data?

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.

Install Jpam Transparency And Data

Facts

At a glance

What it does

When your agent uses it

Example prompts

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Transparency & Replication Data (jpam-transparency-and-data)

When to trigger

What to prepare

Restricted administrative data (the policy-research case)

Build-as-you-go checklist

Anti-patterns

Calibration anchors (hedged)

Worked micro-example (illustrative)

Output format

Supplementary resources

Files

Compare with similar skills

Similar skills

More from brycewang-stanford/Awesome-Journal-Skills

Related

Questions about Jpam Transparency And Data