python_data_stack - Statistical Modeling and Econometric Analysis
Applies Statsmodels for regression, generalized linear models, discrete outcomes, time series, hypothesis tests, diagnostics, and forecasting.
Tags
Updated: 2026-10-08Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Fit regression models
- Fit generalized linear models
- Analyze discrete outcomes
- Model and forecast time series
- Run statistical tests
- Diagnose model assumptions
- Detect outliers and influence
- Compare statistical models
- Estimate causal effects
- Produce statistical tables
Inputs
- Dataset
- Outcome variables
- Predictor variables
- Model specification
- Time series
- Forecast horizon
- Test hypotheses
Outputs
- Model estimates
- Predictions
- Forecasts
- Confidence intervals
- Diagnostic statistics
- Statistical summaries
- Publication-ready tables
Requirements
- Python environment
- Statsmodels package