Examples

Panel data methods

ANCOVA

• ANCOVA for pre/post treatment nonequivalent group designs

Synthetic Control

• Synthetic control with scikit-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 scikit-learn models
• Difference in Differences with pymc models
• Banking dataset with a pymc model
• Staggered Difference-in-Differences

Interrupted Time Series

• Interrupted Time Series (ITS) with scikit-learn models
• Bayesian Interrupted Time Series
• Interrupted Time Series for fixed-period interventions
• Excess deaths due to COVID-19
• Lift Testing with Interrupted Time Series: A Marketing Case Study

Comparative Interrupted Time Series

• Comparative Interrupted Time Series: a geo-experimentation example
• Why Flexibility Matters in Causal Inference?

Cross-sectional methods

Regression Discontinuity

• Sharp regression discontinuity with scikit-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
• Variable Selection Priors and Instrumental Variable Designs

Inverse Propensity Score Weighting

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