Forests for Differences: Robust Causal Inference Beyond Parametric DiD

Hugo Gobato Souto, Francisco Louzada Neto

This paper introduces the Difference-in-Differences Bayesian Causal Forest (DiD-BCF), a novel non-parametric model addressing key challenges in DiD estimation, such as staggered ad…