statsmodels - Statistical modeling and econometric analysis
Fit statistical models, perform inference and diagnostics, analyze time series, and generate forecasts and statistical tables with statsmodels.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Fit regression models
- Fit generalized linear models
- Analyze discrete outcomes
- Model time series
- Run statistical tests
- Diagnose model assumptions
- Detect influential observations
- Compare statistical models
- Estimate causal effects
- Generate statistical tables
Inputs
- Outcome data
- Predictor data
- Time series data
- Model specifications
- Model assumptions
Outputs
- Fitted model results
- Statistical summaries
- Parameter estimates
- Predictions
- Forecasts
- Confidence intervals
- Diagnostic statistics
- Statistical tables
Requirements
- Python environment
- statsmodels library
- Required data-analysis dependencies