End-to-end attribution: rule-based (last-touch / first-touch / linear / time-decay / position-based) in SQL, Markov-chain attribution for digital touchpoints, and full Bayesian Marketing Mix Modeling via Google Meridian (NumPyro/JAX) or lightweight_mmm. Output: per-channel ROI, optimal spend allocation, response curves with uncertainty.
