Your MMM Has a Media Quality Blind Spot

Most mix models treat every impression the same.

This guide shows how attention metrics fix that, revealing what’s actually driving outcomes and where to invest next.

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When MMM ignores media quality, cheap reach can look like a smart investment.

Marketing mix models were built for a simpler media landscape. Today, media quality varies dramatically—even within the same channel. When models ignore those differences, they over-credit low-quality impressions and misread what’s influencing performance.

Attention metrics add the missing dimension. Adelaide AU scores each placement on its likelihood of capturing attention and driving outcomes, giving MMM the quality input it needs for sharper forecasts and more actionable recommendations.

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A Google-Nielsen study found that placement-level ROAS can vary by up to 48% within channels that MMMs typically treat as uniform.

Inside the guide:

Why delivery metrics miss what matters most
How AU gives MMM the outcome-backed quality signal it’s been missing
3 ways attention data makes model outputs more reliable and actionable
Real examples of AU-enhanced MMM producing sharper insights and stronger outcomes
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AU-informed MMM, by the numbers:

4.7x
Greater model accuracy than VCR- based approaches
60%
Stronger correlation to outcomes than impressions alone
39%
KPIs lifted by ROI lift for a global brand using AU optimization

Attention data is already in your stack. This guide shows how to use it in MMM.

Advertisers can incorporate attention data and norms into new or existing models without new platforms or data pipelines.

Depending on your objectives, AU can support MMM as a predictor, value multiplier, or verifier.

Use this guide as a practical starting point for adding a media quality layer to MMM and aligning stakeholders around better inputs.

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Who this playbook is for:

Marketing science and analytics leads building models and exploring stronger media inputs
CMOs and brand strategy teams
seeking credible measurement tied to business outcomes
Media investment and agency leads turning MMM insights into smarter planning and buying decisions

Want to learn more about how AU drives better results? Read our free attention guides.