modeling

What Marketers Need to Know About Retail Media Measurement

  • ARF ORIGINAL RESEARCH

Retail Media Networks (RMNs) have become a cornerstone of modern advertising, but measurement practices across networks remain inconsistent and difficult to compare. This new ARF study examines 16 major RMNs to uncover how advertising assets, attribution systems, incrementality testing and closed-loop measurement are actually implemented in practice. The findings reveal that while reporting dashboards may appear unified, the underlying measurement systems often rely on disparate sources of retailer data, platform reporting, modeling and privacy-safe integrations. The report offers practical guidance for advertisers evaluating retail media investments and highlights the growing need for industry-wide measurement transparency and standards.

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Learning Across Marketing Experiments: A Bayesian Approach to Improving Targeting

  • ARF, MSI

Companies run many marketing experiments, but most A/B tests are analyzed independently—limiting what firms can learn about how customers respond to interventions over time. This research introduces a hierarchical Bayesian framework that integrates data from many experiments simultaneously to estimate customer-level responsiveness to marketing. Using large-scale field experiments, the model decomposes treatment effects into customer, campaign and timing components and uses these insights to improve targeting decisions. The results show that most variation in marketing effectiveness comes from persistent differences in customer responsiveness, enabling firms to better identify who to target and when.

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Methods for Cross-Platform Reach that are 40% More Accurate than Random Duplication

An endorser’s native origin can trigger brand reactions in consumers due to their cultural predispositions. New research in this area has revisited ethnocentrism and xenocentrism, not as diametrically opposed mindsets but as ones coexisting in dynamic configurations, with each mindset expressed or suppressed as a result of origin cues from brands and endorsers. The resulting models provide blueprints for predicting favorable attitudes, by aligning targeting and messaging strategies with appropriate mindsets and origin cues.  Read the article.

Member Only Access

Methods for Cross-Platform Reach that are 40% More Accurate than Random Duplication

An endorser’s native origin can trigger brand reactions in consumers due to their cultural predispositions. New research in this area has revisited ethnocentrism and xenocentrism, not as diametrically opposed mindsets but as ones coexisting in dynamic configurations, with each mindset expressed or suppressed as a result of origin cues from brands and endorsers. The resulting models provide blueprints for predicting favorable attitudes, by aligning targeting and messaging strategies with appropriate mindsets and origin cues.  Read the article.

Member Only Access

Updating the TelevisaUnivision Household Graph for the Future

An endorser’s native origin can trigger brand reactions in consumers due to their cultural predispositions. New research in this area has revisited ethnocentrism and xenocentrism, not as diametrically opposed mindsets but as ones coexisting in dynamic configurations, with each mindset expressed or suppressed as a result of origin cues from brands and endorsers. The resulting models provide blueprints for predicting favorable attitudes, by aligning targeting and messaging strategies with appropriate mindsets and origin cues.  Read the article.

Member Only Access

Updating the TelevisaUnivision Household Graph for the Future

An endorser’s native origin can trigger brand reactions in consumers due to their cultural predispositions. New research in this area has revisited ethnocentrism and xenocentrism, not as diametrically opposed mindsets but as ones coexisting in dynamic configurations, with each mindset expressed or suppressed as a result of origin cues from brands and endorsers. The resulting models provide blueprints for predicting favorable attitudes, by aligning targeting and messaging strategies with appropriate mindsets and origin cues.  Read the article.

Member Only Access
  • Article

Sequent Accelerator Award

An endorser’s native origin can trigger brand reactions in consumers due to their cultural predispositions. New research in this area has revisited ethnocentrism and xenocentrism, not as diametrically opposed mindsets but as ones coexisting in dynamic configurations, with each mindset expressed or suppressed as a result of origin cues from brands and endorsers. The resulting models provide blueprints for predicting favorable attitudes, by aligning targeting and messaging strategies with appropriate mindsets and origin cues.  Read the article.

Member Only Access
  • Article

Refresh to Impress: Cadence Counts When Refreshing Your Marketing Mix Model

An endorser’s native origin can trigger brand reactions in consumers due to their cultural predispositions. New research in this area has revisited ethnocentrism and xenocentrism, not as diametrically opposed mindsets but as ones coexisting in dynamic configurations, with each mindset expressed or suppressed as a result of origin cues from brands and endorsers. The resulting models provide blueprints for predicting favorable attitudes, by aligning targeting and messaging strategies with appropriate mindsets and origin cues.  Read the article.

Member Only Access