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133 Million Combinations, One Solution: Why Manual Rules Can’t Keep Up with Personalization at Scale

133 Million Combinations, One Solution: Why Manual Rules Can’t Keep Up with Personalization at Scale

In an era where digital advertising is expected to deliver hyper-relevance at every touchpoint, marketers face a daunting question: How do you create rules for millions of possible audience combinations? That’s not a theoretical challenge—it’s the reality brands are facing today. Take a recent campaign from Kroger as an example. The brand built 72 creative

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Beyond Identification: How to Operationalize the Movable Middle Across Media and Measurement

Beyond Identification: How to Operationalize the Movable Middle Across Media and Measurement

Rethinking Audience Strategy: The Power of the Movable Middle While most strategies default to the extremes of acquisition or loyalty, a significant growth opportunity lies in between. The Movable Middle represents a high-potential segment of consumers with a 20–80% probability of purchasing a brand. They’re not guaranteed loyalists, but neither are they disengaged. Crucially, they’re

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Every Click Counts: Why Multi-Touch Attribution Deserves the Spotlight

Every Click Counts: Why Multi-Touch Attribution Deserves the Spotlight

As digital channels multiply and consumer behaviors diversify, marketers in Vietnam face increasing pressure to demonstrate clear business outcomes from their campaigns. Traditional reach-based attribution models, which emphasize impressions and broad exposure, are no longer sufficient in capturing the complexity of today’s customer journey. With interactions spread across social media, e-commerce, messaging platforms, and physical

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From Reach-Based to People-Based Attribution: The New Frontier in Vietnam's Marketing Measurement

From Reach-Based to People-Based Attribution: The New Frontier in Vietnam’s Marketing Measurement

As digital channels multiply and consumer behaviors diversify, marketers in Vietnam face increasing pressure to demonstrate clear business outcomes from their campaigns. Traditional reach-based attribution models, which emphasize impressions and broad exposure, are no longer sufficient in capturing the complexity of today’s customer journey. With interactions spread across social media, e-commerce, messaging platforms, and physical

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Unlocking Growth in the Movable Middle: A New Approach to Customer Expansion

Unlocking Growth in the Movable Middle: A New Approach to Customer Expansion

Rethinking Growth: Beyond Acquisition and Loyalty For years, marketing strategies have revolved around two familiar poles: acquire new customers or retain the most loyal. But in between lies a segment with untapped potential—the Movable Middle. These are the customers who are neither brand loyalists nor uninterested but those sitting in the 20–80% range of purchase

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The Rise of Artificial Intelligence: A Powerful Tool for Indonesian Marketers

The Rise of Artificial Intelligence: A Powerful Tool for Indonesian Marketers

The Indonesian market is rapidly evolving, and artificial intelligence (AI) is emerging as a transformative force across industry verticals. For marketers operating within this dynamic landscape, understanding and leveraging AI is no longer a futuristic concept but a present-day necessity. This article outlines the essential ways AI is impacting marketing and offers insights for practitioners

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