statsmodels

Quick Review

Exceptional statistical modeling skill with comprehensive coverage of statsmodels capabilities. The description clearly articulates when and how to use the skill for statistical inference and econometric analysis. SKILL.md provides extensive task knowledge including complete code examples for OLS, logistic regression, ARIMA, and GLM workflows, along with best practices, common pitfalls, and detailed model selection guidance. The structure is excellent with clear sections, a logical flow from quick start to advanced topics, and well-organized reference files for deep dives into specialized areas (linear models, GLM, discrete choice, time series, diagnostics). The skill demonstrates high novelty by providing complex statistical workflows, diagnostic procedures, and model comparison techniques that would require significant tokens and statistical expertise for a CLI agent to execute correctly from scratch. Minor room for improvement in making the overview section slightly more concise given the comprehensive quick start examples that follow.