demog-data-and-reproducibility
Use when preparing the data-availability statement and reproducibility materials for a Demography (PAA / Duke University Press) manuscript. Demography requires a data availability statement at acceptance with persistent identifiers and encourages reproducible, commented code; it hosts no repository, so authors deposit in a FAIR repository. Covers restricted-data exemptions. Prepares the materials; it does not waive requirements.
Profile →npx skills add brycewang-stanford/Awesome-Journal-Skills --skill demog-data-and-reproducibility --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.
# Data & Reproducibility (demog-data-and-reproducibility) Demography asks every **accepted** manuscript for a **data availability statement** and **encourages reproducible code**. The journal **does not maintain its own repository** — *you* choose a FAIR repository and provide persistent identifiers. Build the materials as you go so acceptance does not stall. ## When to trigger - Building the reproducibility/replication materials and the data availability statement - A manuscript reached acceptance and you must finalize the statement and deposit - Data cannot be fully shared (privacy, confidentiality, proprietary/provider restrictions) and you need the exemption language - Choosing a repository and persistent identifier ## What Demography requires (verify current wording on the ethics/disclosures page) 1. **Data availability statement.** Accepted manuscripts must include a statement confirming **whether and how** the data have been shared. For publicly available data, describe the access method with a **persistent identifier** (DOI or accession number). 2. **Persistent identifiers + FAIR repository.** Because Demography hosts no repository, deposit data and materials in a **FAIR-al
- When to trigger
- What Demography requires (verify current wording on the ethics/disclosures page)
- Build-as-you-go checklist
- Anti-patterns
- What a reproducibility reviewer expects at Demography
- Referee-pushback patterns and the Demography-specific fix
- Output format
- Supplementary resources
What does the demog-data-and-reproducibility skill do?
Use when preparing the data-availability statement and reproducibility materials for a Demography (PAA / Duke University Press) manuscript. Demography requires a data availability statement at acceptance with persistent identifiers and encourages reproducible, commented code; it hosts no repository, so authors deposit in a FAIR repository. Covers restricted-data exemptions. Prepares the materials; it does not waive requirements.
How do I install it?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill demog-data-and-reproducibility --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.