statistical-analysis

SAFE max severity SAFESkillSpector Caution 14 registry K-Dense-AI last scanned 1 scan

No security findings. Scanned 1 time, most recently 2026-10-21.

Second scanner: NVIDIA SkillSpector

Independent static run, no language model, over the same files as the Cisco scan above. How the two scanners compare across the whole corpus: Two scanners, one corpus.

What this skill does

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.

Package
7 files, 118 KB
SKILL.md
2992 words, 12+ sections
Code
Python (1)
License
MIT license
Compatibility
Requires Python 3.12+ and the documented isolated scientific Python environment; network access only for installation and documentation.

SKILL.md covers: Statistical Analysis · Overview · When to Use This Skill · Installation · Optional Bayesian examples: · Analysis Workflow · Test Selection Guide · Quick Reference: Choosing the Right Test · Assumption Checking · Within-group outlier screens, normality and variance diagnostics; with plots · What to Do When Assumptions Are Violated · Running Statistical Tests

Findings

No findings. SAFE

What is in the package

FileKindSize
SKILL.mddoc23 KB
references/assumptions_and_diagnostics.mddoc14 KB
references/bayesian_statistics.mddoc14 KB
references/effect_sizes_and_power.mddoc20 KB
references/reporting_standards.mddoc21 KB
references/test_selection_guide.mddoc6.8 KB
scripts/assumption_checks.pyscript18 KB

External hosts referenced

pingouin-stats.org docs.scipy.org python.arviz.org www.pymc.io www.statsmodels.org arxiv.org apastyle.apa.org bambinos.github.io doi.org export.arxiv.org mc-stan.org osf.io pystan.readthedocs.io www.consort-spirit.org

Hostnames that appear in the skill's files. Referencing a host is not a finding; compare against the findings above and the skill's stated purpose.

Package contents recorded 2026-10-22 at commit 593377bb0487. The scan above ran against the version current at scan time; the two can differ if the skill has since been updated.

What we checked

What we did not check

Sources