From demog-skills
Prepares data availability statements and reproducibility materials for Demography (PAA/Duke University Press) manuscripts. Covers FAIR repository deposit, persistent identifiers, and restricted-data exemptions.
How this skill is triggered — by the user, by Claude, or both
Slash command
/demog-skills:demog-data-and-reproducibilityThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Demography asks every **accepted** manuscript for a **data availability statement** and **encourages
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.
renv.lock / requirements.txt / installs)Demography, the Population Association of America flagship published open access by Duke University Press, draws referees who routinely re-derive a denominator or re-run a Kitagawa split by hand. The deposit must let them do so. Calibrate the package against the data class you actually used.
| Data class | Typical source | Deposit obligation |
|---|---|---|
| Fully public | HMD, HFD, IPUMS, WPP, published vital statistics | Extract code + constructed analytic file (where license permits) + persistent ID |
| Public-but-licensed | IPUMS, DHS, redistribution-restricted census | Extract specification + code, not raw microdata; cite the provider's persistent access path |
| Restricted/confidential | Linked administrative records, RDC-only census, linked mortality files | Code + synthetic stand-in file + exact access-conditions note |
【Data statement】public / restricted / on request — drafted with persistent ID? [Y/N]
【Repository】FAIR repo + DOI/accession (not personal URL)? [Y/N]
【Reproducible code】master script + comments + recorded versions + seeds? [Y/N]
【Exhibits match deposit?】[Y/N]
【Restricted data?】access conditions described + synthetic data where feasible?
【Next】demog-review-process
../../resources/external_tools.md — FAIR repositories and reproducibility tooling../../resources/official-source-map.md — Demography data-availability and reproducible-code policynpx claudepluginhub brycewang-stanford/awesome-journal-skills --plugin demog-skillsPrepares data-availability statements and reproducibility materials for Population and Development Review manuscripts, covering FAIR repository deposit, restricted-data exemptions, and ORCID setup.
Prepares data, code, and transparency materials for Social Forces manuscript submission, including data availability statements and deposit guidance.
Generates Data Availability Statements and replication packages for Governance: An International Journal of Policy, Administration, and Institutions manuscripts.