Individual skill
jim-data-analysis
Use when estimating and reporting results for a Journal of International Marketing (JIM) manuscript — measurement-invariance testing (MGCFA/alignment), multilevel models with country-level predictors, multi-group SEM, and multi-country panels. It executes and reports; jim-methods designed the study.
Journal-of-International-Marketing-Skills/skills/jim-data-analysis/SKILL.md
Source commit 932eb23331721b16e967c59f093781be1928b498
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- Last checked
- Nov 9, 2026
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- Repository stars (not skill ratings)
- 1,400
- Repository last updated
- Sep 27, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
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SKILL.mdcore · 6,638 bytes
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# Cross-National Data Analysis (jim-data-analysis)
## When to trigger
- Multi-country data are in and the invariance battery must be run before anything else
- Country-level moderators need estimating (HLM, multi-group SEM, cross-level interactions)
- Latent means or path coefficients are about to be compared across countries
- A reviewer writes "the cross-national comparisons are not interpretable as reported"
## Invariance first — nothing compares until it passes
Run the MGCFA ladder per construct, in order, and report every rung:
| Step | Constraint added | Licenses you to… |