statistical-analysis - Perform hypothesis tests and report research statistics
Conduct hypothesis tests, regression, correlation, Bayesian analyses, diagnostics, power analysis, effect-size calculations, and APA-style reporting.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Select appropriate statistical tests
- Check statistical assumptions
- Run hypothesis tests
- Fit regression models
- Calculate effect sizes
- Conduct power analyses
- Create diagnostic visualizations
- Generate APA reports
Inputs
- Research questions
- Experimental or observational data
- Analysis parameters
- Reporting requirements
Outputs
- Statistical test results
- Regression and correlation results
- Assumption diagnostics
- Effect-size estimates
- Power-analysis results
- Diagnostic visualizations
- Publication-ready figures and tables
- APA-style statistical reports
Requirements
- Python runtime
- scipy.stats
- statsmodels
- pingouin
- pymc
- arviz