Module 01 · Marketing Data Science Made Easy
One ratio. Two inputs. Same calendar window. That is the whole trick.
Definition. Total ROAS = Total Sales ÷ ad spend for a chosen period. It is average portfolio efficiency — not which click “caused” the order.
If sales are MTD and spend is last-30-days, the ratio is fiction. Finance will smell it. So will any AI you paste into. Always write the window on the memo: e.g. 2026-07-01 → 2026-07-31.
Platform ROAS credits that platform’s model. Total ROAS asks: for every dollar that left the bank for ads, how many dollars of Shopify sales landed in the same window? Both can be useful. Only one is the till desk.
You may also track aMER ≈ new-customer sales ÷ spend when you have opaque new/returning counts. Still Level-1: no email CRM required. Do not invent path credit to “explain” new customers.
Without looking: Total ROAS = ? What do you do if sales end-date ≠ spend end-date?
Paid pack has the worksheet: total-roas-retrieval.md (+ worked example).