Tag: multi-touch attribution models
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AI-driven marketing attribution: What it is, how it works, and why it matters
Attribution is one of the most critical and often misunderstood components of modern marketing. Traditional models like first-touch or last-touch provide a limited view of how conversions happen, especially in today’s multi-channel, multi-device world. That’s where AI-driven marketing attribution comes in. By applying machine learning, automation, and predictive analytics, AI transforms how marketers measure performance,…
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How multi-touch attribution works: A complete breakdown
Marketing success isn’t about a single moment—it’s about a series of interactions that guide a customer toward a purchase. Yet, many businesses still rely on outdated single-touch attribution models, which credit only the first or last interaction in a customer’s journey. This oversimplifies how buyers engage with brands and leads to misallocated budgets and missed…