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Work out what HubSpot attribution is telling you

An attribution report being used to make budget decisions it may not support.

Interpret the HubSpot attribution data below.

State first which attribution model produced it and what that model structurally over- and under-credits. First touch flatters awareness channels; last touch flatters whatever sits closest to the form.

Then: what the data genuinely supports, what it does not support despite appearing to, how offline and dark-social touches distort it, and whether the sample is large enough to act on.

Finish with the one change you would make and the one you would not make on this evidence.

Data:

Making it yours

  • Paste your own material where the prompt asks for it. Everything above that line is instruction, not content.
  • Delete any rule that does not apply to you. A shorter prompt that fits beats a thorough one that does not.
  • If the answer comes back vague, add a line saying what you do not want. Constraints work better than encouragement.

Reports and forecasting. Turning a question about the business into a report, a query, or a number you can defend.

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