Individual skill
ajs-data-analysis
Use when planning or auditing the analysis of an American Journal of Sociology (AJS) manuscript so the evidence credibly supports the theoretical claim. Covers analysis norms, uncertainty, robustness, and triangulation across quantitative, comparative-historical, and ethnographic work. Improves the analysis chain; it does not fabricate results.
American-Journal-of-Sociology-Skills/skills/ajs-data-analysis/SKILL.md
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- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
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- Repository stars (not skill ratings)
- 1,400
- Repository last updated
- Sep 27, 2026
- License
- MIT
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# Data Analysis (ajs-data-analysis)
At AJS the analysis exists to make the **theoretical claim credible** — not to display technique. A
generalist, double-blind reviewer will ask whether the evidence actually warrants the claim and whether
candor about uncertainty is present. This skill stress-tests the analysis chain in the idiom of your
work.
## When to trigger
- Planning the analysis, or auditing it before writing up
- A reader doubts robustness, the evidence-to-claim link, or the handling of uncertainty
- Reconciling multiple methods or data sources into one coherent argument
- Deciding which analyses are confirmatory vs. exploratory
