Google Inc.

Arjun Satyapal

Wenjie Jiang

Jon Vaver

Stefan F Schnabl

John Huang

The present disclosure includes systems and techniques relating to identifying value marketing activities. In some implementations, an apparatus, systems, or methods can include receiving conversion path information including data relating to user interactions with a content item associated with a marketing activity, determining a first attribution credit by applying a first attribution model to the received information, and a second attribution credit by applying a second attribution model to the received information, determining an attribution contrast ratio based on the first and second attribution credit, identifying an opportunity based on the determined attribution contrast ratio, and presenting a recommendation for the marketing activity based on the identified opportunity.

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Sunnyvale, CA, United States of America

Arjun Satyapal