Individual skill
jais-data-analysis
Use when running and reporting the empirical core of a Journal of the Association for Information Systems (JAIS) manuscript — SEM measurement and structural models for behavioral IS, identification and robustness for economics-of-IS, artifact evaluation for design science, or trustworthiness for qualitative work — and assembling the data/matrix materials JAIS requires. Executes and reports the analysis; it does not design the study (jais-methods) or frame the contribution (jais-contribution-framing).
Journal-of-the-Association-for-Information-Systems-Skills/skills/jais-data-analysis/SKILL.md
Source commit 932eb23331721b16e967c59f093781be1928b498
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Network or broad shell
- Last checked
- Nov 9, 2026
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Repository context
- Repository stars (not skill ratings)
- 1,405
- Repository last updated
- Sep 27, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- academic-writing Repository topic
- agent-skills Repository topic
- journal Repository topic
- academic-research Repository topic
- ai-agents Repository topic
- anthropic Repository topic
- awesome-list Repository topic
- claude Repository topic
- claude-code Repository topic
- economics Repository topic
- design Derived category
- data Derived category
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SKILL.mdcore · 9,940 bytes
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# Data Analysis & Evidence (jais-data-analysis)
## When to trigger
- Data are collected (or the artifact built) and it is time to estimate, evaluate, and report
- A reviewer probes measurement validity, identification, artifact utility, or replicability
- You must prepare the **correlation/covariance matrix plus descriptives** JAIS requires for quantitative studies
- Effects are reported as stars with no magnitude or theoretical meaning
## Analyze in the currency of your tradition
JAIS's pluralism means there is no single mandated estimator; the standard is the rigor norm of your tradition, reported transparently enough for a developmental Senior Editor to interrogate. Pick the row.
| Tradition | What to report |