statistical-analysis - Statistical Analysis
Analyzes experimental or observational data with hypothesis tests, regression, correlation, Bayesian methods, diagnostics, and effect estimation.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Conduct hypothesis tests
- Compare study groups
- Fit regression models
- Analyze correlations
- Run Bayesian analyses
- Check model assumptions
- Estimate effects and uncertainty
- Report statistical results
Inputs
- Experimental data
- Observational data
- Study design
- Outcome variables
- Predictor variables
- Analysis question
- Reporting format
Outputs
- Analysis results
- Test statistics
- Effect estimates
- Uncertainty intervals
- Diagnostic results
- Statistical model summaries
- Manuscript passages
Requirements
- Python 3.10 or later
- pingouin
- SciPy
- statsmodels
- pandas
- matplotlib
- seaborn
- PyMC for Bayesian modeling
- ArviZ for Bayesian diagnostics