Marketing attribution analysis showing revenue discrepancies by channel

An Attribution Model That Found a $216,000 Blind Spot in Marketing Investment

attribution marketing analytics data science e-commerce machine learning attribution models

Last-click attribution can distort your entire marketing investment. I analyzed 35,000 e-commerce journeys using Markov Chains, Shapley Values, and XGBoost to prove which channels were stealing credit — and which ones were being ignored.

March 23, 2026 · 13 min · Cairo Cananea
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