jmf-transparency-and-data-policy
Use when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript. JMF asks for replication-level detail and Wiley applies a data-sharing policy with a data availability statement; many family datasets are restricted-use. Covers quantitative and qualitative transparency and the restricted-data path. Prepares the package; it does not waive requirements.
Profile →npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmf-transparency-and-data-policy --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 & Data Policy (jmf-transparency-and-data-policy) JMF expects enough detail on design and procedures to **facilitate replication**, and Wiley applies a **data-sharing policy** requiring a **Data Availability Statement** for research and synthesis articles. Many family datasets (PSID, Add Health, Fragile Families, NSFG) are **restricted-use** and cannot be redistributed — so plan transparency around *access*, not redistribution. Live-check the current JMF/Wiley wording before upload. ## When to trigger - Building the reproducibility/replication and data-availability materials - Writing the **data availability statement** for the manuscript - Your data are **restricted-use** and cannot be posted - A **replication** submission (materials expectations are central) ## What JMF / Wiley expect 1. **Replication-level detail.** The Method and any supplements describe the sample derivation, measures, coding, and analytic approach in enough detail that a competent reader could reproduce the study. Brief reports are explicitly welcomed for **replications** and **important null findings**. 2. **Data availability statement.** Wiley's data-sharing policy requires a statement in rese
- When to trigger
- What JMF / Wiley expect
- Restricted-use family data (the common case)
- Build-as-you-go checklist
- Transparency expectations by data type at JMF
- Worked micro-example (illustrative)
- Referee/editor-facing pitfalls and the fix
- Calibration anchors (hedged where uncertain)
- Anti-patterns
- Output format
- Supplementary resources
What does the jmf-transparency-and-data-policy skill do?
Use when preparing the reproducibility / replication and data-sharing materials for a Journal of Marriage and Family (JMF) manuscript. JMF asks for replication-level detail and Wiley applies a data-sharing policy with a data availability statement; many family datasets are restricted-use. Covers quantitative and qualitative transparency and the restricted-data path. Prepares the package; it does not waive requirements.
How do I install it?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jmf-transparency-and-data-policy --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.