How-to

ANCOVA

• ANCOVA for pre/post treatment nonequivalent group designs

Synthetic Control

• Synthetic control with sci-kit learn models
• Synthetic control with pymc models
• The effects of Brexit

Geographical lift testing

• Bayesian geolift with CausalPy
• Multi-cell geolift analysis

Difference in Differences

• Difference in Differences with sci-kit learn models
• Difference in Differences with pymc models
• Banking dataset with a pymc model

Interrupted Time Series

• Example Interrupted Time Series (ITS) with sci-kit learn models
• Bayesian Interrupted Time Series
• Excess deaths due to COVID-19

Graded Intervention Time Series

• Graded Intervention Time Series (OLS)

Regression Discontinuity

• Sharp regression discontinuity with sci-kit learn models
• Sharp regression discontinuity with pymc models
• Drinking age - Bayesian analysis

Regression Kink Design

• Regression kink design with pymc models

Instrumental Variables Regression

• Instrumental Variable Modelling (IV) with pymc models
• Instrumental Regression and Justifying Instruments with pymc

Inverse Propensity Score Weighting

• Inverse Propensity Score Weighting with pymc
• The Paradox of Propensity Scores in Bayesian Inference