Individual skill
sf-data-and-transparency
Use when preparing the data, code, and transparency materials for a Social Forces (SF) manuscript. SF requires a data availability statement on every published paper and encourages deposit in a public repository where ethically feasible. Covers quantitative and qualitative transparency and restricted-data paths; it does not waive requirements.
Social-Forces-Skills/skills/sf-data-and-transparency/SKILL.md
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# Data & Transparency (sf-data-and-transparency)
Social Forces makes one transparency requirement explicit: **"The inclusion of a data availability
statement is a requirement for papers published in the Journal."** Unlike journals that run an
editor-verified pre-publication replication, SF asks for a clear **statement** plus deposit **where
ethically feasible**. Treat the statement as a real deliverable and build the materials as you go so it
is honest and complete.
## When to trigger
- Drafting the **data availability statement** (required for publication)
- Deciding where and how to deposit data and code
- Data cannot be fully shared (privacy, ethics, legal/provider restrictions) and you need the right wording
- Documenting qualitative or restricted sources to support the claims