
Why Your Marketing Has Data but No Decisions
If your marketing team keeps presenting ROAS while leadership wants to talk revenue, the problem isn’t your tools. It’s structural — and it has a name: measurement maturity gap.

If your marketing team keeps presenting ROAS while leadership wants to talk revenue, the problem isn’t your tools. It’s structural — and it has a name: measurement maturity gap.

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.

Your default attribution model might be lying to you. Goldilocks explains why — and how to find the model that actually fits your business.