statistical-analysis - Statistical analysis with test selection and APA reporting
Guides statistical test selection, assumption checking, power analysis, effect-size interpretation, and APA-formatted reporting for research data.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Select statistical tests
- Check statistical assumptions
- Run hypothesis tests
- Conduct power analyses
- Calculate effect sizes
- Generate APA reports
- Create figures and tables
- Interpret statistical results
Inputs
- Research questions
- Research dataset
- Data characteristics
- Analysis parameters
- Significance level
Outputs
- Test results
- Diagnostic visualizations
- Effect sizes
- Confidence intervals
- APA-formatted reports
- Publication-ready figures and tables
- Analysis recommendations
Requirements
- Python environment
- scipy.stats
- statsmodels
- pingouin
- pymc and arviz
- Access to analysis scripts