Causal Inference

Short answer

Causal inference is a set of statistical methods used to determine whether a marketing activity actually caused an outcome, rather than merely being correlated with it. Approaches include randomized experiments, difference-in-differences, synthetic controls, and regression discontinuity, helping marketers estimate true incremental impact and avoid crediting campaigns for sales that would have happened anyway.