jpam-transparency-and-data
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.
Profile →npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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 1. **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-av
- 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
What does the jpam-transparency-and-data skill do?
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.
How do I install it?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpam-transparency-and-data --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From brycewang-stanford/Awesome-Journal-Skills, a repository with 909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.