statistical-analysis - Choose, validate, and report statistical analyses
Guides test selection, assumption checks, effect sizes, power analysis, and APA reporting for frequentist and Bayesian methods.
Tags
Updated: 2026-10-05Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Select statistical tests
- Check test assumptions
- Quantify effect sizes
- Assess statistical power
- Fit frequentist models
- Fit Bayesian models
- Format APA results
Inputs
- Research question
- Dataset
- Variable types
- Group structure
- Analysis framework
- Prior distributions
Outputs
- Test recommendations
- Assumption diagnostics
- Effect sizes and confidence intervals
- Power analysis results
- Model results
- APA-formatted reports
Requirements
- statsmodels or pymc-bayesian-modeling