statsmodels - Statistical Modeling and Econometrics
Fit statistical models, perform inference and diagnostics, analyze time series, test assumptions, and generate statistical results with statsmodels.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Fit 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 specifications
- Diagnostic settings
Outputs
- Fitted model results
- Statistical summaries
- Predictions
- Confidence intervals
- Forecasts
- Diagnostic statistics
- Test results
- Statistical tables
- Diagnostic plots
Requirements
- Python environment
- statsmodels library