statistical-analysis

statistical-analysis is a Statistical modelling skill for AI agents, published by K-Dense-AI in the scientific-agent-skills repository on GitHub. Skillspace rates statistical-analysis B (87/100) and it passed the safety scan; a judge model has also reviewed it.

Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze experimental or survey data, check statistical assumptions, compute required sample sizes, or write up results - even if they never name a specific test. Covers t-tests, ANOVA, chi-square, correlation, regression, non-parametric and Bayesian methods. For low-level model APIs, see the statsmodels and pymc skills.

Grade
B
Quality
87 / 100
Safety
Passed
GitHub stars
30,973

Placed #1 of 6 in the judged category final for Statistical modelling.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
100 / 100
Maturity
Packaged: licensed, with a version or references
Security scan
No issues found
License
MIT
Adoption
Adopted by 6 other repositories, in 5 collections
Scope
Portable: works in any project. General statistical test selection and APA reporting guidance

Judge review

Placed #1 of 6 in the judged category final for Statistical modelling.

  • Trigger8282
  • Instructions9292
  • Specificity9292
  • Safety8585
  • Disclosure8585
  • Maintenance9292
Dated, version-specific library gotchas (pingouin column renames, ArviZ's default CI change) and explicit anti-p-hacking discipline suggest this was refined against real analyses.

Not checked yet

  • No blind task eval yet
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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