Run econometric and time-series models
statsmodelsskillsetup L2★27,559
K-Dense-AI/scientific-agent-skills ↗What it does
Fit and diagnose regression, ARIMA, GLM, and time-series models
Best for
Fitting classical statistical models with full diagnostics and academic-grade reporting.
Inputs
- · data
- · formula or array
- · model type specification
Outputs
- · fitted model
- · diagnostic plots
- · summary statistics
- · residuals
Requires
- · statsmodels
- · scipy
- · pandas
- · matplotlib
Preconditions
Data in tidy format; outcome variable identified; covariates specified
Failure modes
Singular matrix (multicollinearity); convergence issues on imbalanced data; overfitting without validation
Trust signals
- · R-like formula syntax
- · comprehensive diagnostic output
- · time-series coverage