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Reference table

What attribution, MMM, incrementality and research can prove

Table of seven marketing questions and which of attribution, MMM, incrementality testing and customer research can answer each, from budgets to why.
Three of the four columns are arithmetic on outcomes. Only one ever asks a person why.

A table of seven questions marketing teams ask, from which creative to pause today to why a campaign worked or what almost stopped a purchase, and whether multi-touch attribution, marketing mix modeling, incrementality testing or customer research can answer each. The measurement methods size effects. Questions about reasons and objections need interviews, which Koji runs as AI-moderated conversations.

Where this appears

What's in this reference table

Question you're askingMTAMMMIncrementalityCustomer research
Which creative should I pause todayUsableNoToo slowNo
How should I split next year's budgetNoYesPartiallyNo
Did this channel cause salesNoWeaklyYesNo
Does brand and offline media workNoYesYes, with geoNo
Why did the campaign work or failNoNoNoYes
What almost stopped the purchaseNoNoNoYes
What would have persuaded people who didn't convertNoNoNoYes

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<p>Source: <a href="https://www.koji.so/visuals/what-mta-mmm-incrementality-research-can-prove">What attribution, MMM, incrementality and research can prove</a>, Koji</p>