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Google Machine Learning Age Detection For Ads & More

Posted on July 31, 2025
Source: Search Engine Roundtable by barry@rustybrick.com (Barry Schwartz). Read the original article

TL;DR Summary of Google Uses Machine Learning to Estimate User Age for Ad Personalization

Google is implementing machine learning to estimate the age of signed-in U.S. users to better protect young people under 18. This change disables ad personalization and blocks sensitive ads for users flagged as minors. The rollout begins with a small group of users and includes options for age verification if misclassification occurs.

Optimixed’s Overview: How Google’s New Age Estimation Model Enhances Youth Protection in Advertising

Introduction to Google’s Age Estimation Initiative

Google has started deploying a machine learning model designed to estimate the age of signed-in users within the United States to provide safer ad experiences for younger audiences. This initiative focuses on users likely under 18 years old by disabling personalized ads and preventing sensitive ad categories from appearing.

Key Features of the Age Estimation Model

  • Machine Learning Signals: The model analyzes user account signals like search history and YouTube video categories to predict age.
  • Ad Safeguards: When users are flagged as under 18, Google disables ad personalization and restricts sensitive creative content across platforms such as Ad Manager, AdSense, and AdMob.
  • Verification Process: Users misclassified as minors can verify their age by submitting government ID or a selfie to correct their profile.

Impact and Rollout

The update is initially being rolled out to a limited user base in the U.S. to monitor efficacy and accuracy before broader implementation. No immediate action is required from advertisers or publishers, but the change may affect ad targeting strategies and compliance considerations.

Conclusion

By leveraging advanced machine learning for age estimation, Google aims to strengthen protections for younger users and ensure responsible advertising practices. This move aligns with ongoing efforts to enhance user privacy and safety across digital platforms.

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