AI-driven marketing measurement and attribution

Marketing measurement is shifting away from channel-centric attribution toward holistic, AI-assisted models that capture the interplay between physical and digital touchpoints. Legacy accounting that credits e-commerce for store-driven demand is being challenged.

Who it affects: marketers, retail executives, media buyers

Notable: 10 mentions across RETHINK Retail, Ecommerce Playbook, and Remarkable Retail. Dan Wang (Northbeam CTO) applied AI to identity resolution in his Stanford thesis. Emerging practices include MMM, geo-holdouts, and conversion lift studies. A proposed leading metric, 'Time to Confidence,' measures how quickly associates can sell a new product.

Mentions across sources: 10