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Attribution Modeling: Tracing Which Touchpoints Actually Drive Sales

Why crediting only the final click before purchase misrepresents channel performance

Maksym Petrenko
Attribution Modeling: Tracing Which Touchpoints Actually Drive Sales

Attribution modeling assigns credit to marketing touchpoints that lead to sales. Students typically use last-click attribution: whoever clicked the final ad before buying gets all the credit. You see that paid search drove 200 conversions and assume it is your best channel.

Marketers with multi-channel experience use models that credit multiple touchpoints. Maksym Petrenko runs campaigns for a home decor brand. He found that 68 percent of customers who converted from paid search had previously visited through organic social posts. Cutting social budget to fund more search ads actually decreased total conversions.

The first interaction often matters as much as the last

Beginners optimize for the channel that gets credit in their dashboard. Experienced marketers look at the sequence. They notice that blog content introduces the brand, email nurtures consideration, and search captures intent when someone is ready to buy.

An electronics retailer switched from last-click to position-based attribution, giving 40 percent credit to first and last touchpoints and splitting the remaining 20 percent among middle interactions. They discovered YouTube videos drove awareness that led to conversions weeks later. Reallocating budget based on this insight increased revenue per marketing dollar by 27 percent over three months.

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