Attribution modeling can help compare marketing paths, but it cannot repair missing conversions, inconsistent campaign names, or CRM records that lose their source. Readiness comes before model choice.
1. Your conversions have clear business meaning
Teams should agree on what counts as a lead, a qualified lead, an opportunity, and revenue. Each conversion should have one owner and one documented rule. If platforms optimize toward different definitions, the model will compare unlike outcomes.
2. Customer journeys can be connected
You need reliable identifiers across website sessions, forms, contacts, accounts, and deals. Check how consent, browser restrictions, duplicate contacts, and offline interactions affect that connection. Perfect coverage is unrealistic, but the gaps should be understood.
3. Channel naming is governed
Consistent UTM governance rules, channel groupings, and referral exclusions matter more than a sophisticated algorithm. A campaign should not appear as several channels simply because different teams named it differently.
4. You have enough useful history
The required volume depends on the question and model, but sparse conversions produce unstable conclusions. Review seasonality, major site changes, sales cycle length, and whether older data was collected under the same definitions.
5. The result will change a decision
Name the decision before building the model. It may be budget allocation, channel testing, nurture investment, or sales follow up. If no one knows what action a result would trigger, a simpler report may be more useful.
| Signal | Ready | Needs work |
|---|---|---|
| Conversions | Documented and deduplicated | Different teams use different meanings |
| Identifiers | Journey connects into CRM | Source disappears after the form |
| Campaigns | Shared naming rules | Frequent unknown or misclassified traffic |
| History | Enough stable data for the sales cycle | Recent setup changes or very low volume |
| Action | A clear decision owner | Interest without a decision |
What to do if you are not ready
Start with conversion definitions, campaign governance, and CRM source preservation. Build a trusted baseline report and test one complete customer journey. These improvements are valuable even if you never adopt a complex model.
You can use the Attribution Readiness Check for a quick assessment. If the gaps span several systems, a Marketing Analytics Audit can turn them into a practical repair sequence.