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Intelligence

Signal over noise: Research, strategy, and what's next in marketing systems.

View Article The Attribution Window Mismatch: How Standard BI Infrastructure Killed a 4.2x ROAS Channel

Why we stopped optimizing media buying and started optimizing our measurement stack. A deep dive into fixing B2B attribution for considered purchases.

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The Attribution Window Mismatch: How Standard BI Infrastructure Killed a 4.2x ROAS Channel

View Article The Retargeting Fallacy: A Case Study in Incrementality vs. Attribution

High ROAS is often a signal of selection bias, not efficiency. In this case study, I break down how a luxury retailer’s "profitable" retargeting campaign was actually a negative-leverage tax on their most loyal customers—and how we proved it with a simple RCT.

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The Retargeting Fallacy: A Case Study in Incrementality vs. Attribution

View Article When Perfect Correlation Breaks Attribution: Why Most MMMs Randomly Assign Credit

When ad channels scale together, standard regression models fail to distinguish cause from effect. This post explores how correlated spend leads to random credit assignment and why you need randomized experiments—not just better models—to untangle the signal

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When Perfect Correlation Breaks Attribution: Why Most MMMs Randomly Assign Credit

View Article Beyond the Algorithm: Marketing Engineering for Serious Businesses

Why I'm writing long-form marketing systems content instead of optimizing for LinkedIn algorithms. Intelligence briefings and technical blueprints.

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Beyond the Algorithm: Marketing Engineering for Serious Businesses