statsmodels - Statistical modeling and econometric analysis
Fit statistical and econometric models, perform inference and diagnostics, analyze time series, and generate predictions and statistical tables.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Fit linear regression models
- Fit generalized linear models
- Model discrete outcomes
- Analyze 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 specification
- Model comparison criteria
Outputs
- Fitted model results
- Coefficient tables
- Inference statistics
- Predictions
- Forecasts
- Confidence intervals
- Residual diagnostics
- Model comparison statistics
- Diagnostic plots
Requirements
- Python environment
- statsmodels library
- Numerical computing support