Treatment Effects treatment

statsmodels.treatment contains a model and a results class for the estimation of treatment effects under conditional independence.

Methods for for estimating treatment effects are available in as methods in the TreatmentEffect. Standard Errors are computed using GMM from the moment conditions of the treatment model, outcome model and effects statistics, average treatment effect ATE, potential outcome means POM, and for some methods optionally average treatment effect on the treated ATT.

See also overview notebook in Treatment Effect

TreatmentEffect(model, treatment[, ...])

Estimate average treatment effect under conditional independence

TreatmentEffectResults(teff, results_gmm, ...)

Results class for treatment effect estimation