These answers come from the year-long archive of my previous chatbot that lived on my previous site iamnicola.ai. I’ve curated the most useful sessions—real questions from operators exploring AI workflows, experimentation, and conversion work—and lightly edited them so you get the original signal without the noise.

analytics

What is attribution modeling and why does it matter?

Attribution modeling determines which marketing channels get credit for conversions. Different models (first-click, last-click, linear, time-decay, data-driven) assign credit differently. It matters because understanding which channels drive conversions helps allocate marketing budget effectively. Last-click attribution gives all credit to the final touchpoint, while first-click gives credit to the first. Most conversions involve multiple touchpoints, so choosing the right model affects how you value different channels. Example: Using last-click attribution, email looked like the best channel, but switching to data-driven attribution revealed that social media was crucial for awareness, changing marketing strategy.

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