pymc_experiments#

Quasi-Experiment classes for Bayesian causal inference

Classes

DifferenceInDifferences

A class to analyse data from Difference in Difference settings.

ExperimentalDesign

Base class for other experiment types

InstrumentalVariable

A class to analyse instrumental variable style experiments.

InterruptedTimeSeries

A wrapper around PrePostFit class

InversePropensityWeighting

A class to analyse inverse propensity weighting experiments.

PrePostFit

A class to analyse quasi-experiments where parameter estimation is based on just the pre-intervention data.

PrePostNEGD

A class to analyse data from pretest/posttest designs

RegressionDiscontinuity

A class to analyse sharp regression discontinuity experiments.

RegressionKink

A class to analyse sharp regression kink experiments.

SyntheticControl

A wrapper around the PrePostFit class