Why CRM data quality decides whether attribution is possible at all
Attribution projects usually fail before reporting starts, because the source data was never captured or required in the first place.
Attribution is often treated as a reporting exercise. It is not. By the time a report is being built, the outcome has already been decided by whether the source data was captured, carried through each handoff and required at the stages that matter.
Three places attribution dies
- At capture: the form stores a name and email but drops campaign and referrer data.
- At the handoff: the CRM record is created by a second system that does not pass the original fields through.
- At the stage: closed-won is recorded without a value, so revenue cannot be attributed to anything.
Required fields are an architecture decision
Most CRMs make almost everything optional by default. That is a reasonable vendor default and a poor operating configuration. If a field is needed for reporting, the stage that depends on it should not be exitable without it. This is unpopular for a week and then simply becomes how the pipeline works.
Agree definitions before dashboards
Marketing and sales frequently define a qualified lead differently. Any dashboard built on top of two definitions will be disputed the first time it produces an inconvenient number. Write the definitions down, get them approved, then instrument them.