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Developing Machine Learning (ML) & AI Models in AdTech [+Examples]

Clearcode

Machine learning plays a crucial role in this environment by enabling AdTech platforms to: Forecast and predict outcomes, e.g. click-through rates (CTRs) and bid amounts. When developing solutions involving user data, it is essential to adhere to privacy policies and regulations, such as the GDPR and CCPA.

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How advanced customer journey analytics is shaping the future of engagement

Martech

A common pitfall is the overreliance on vanity metrics like click-through rates and page views — figures that don’t necessarily reflect meaningful engagement. Another significant challenge is ensuring data privacy and compliance, particularly with regulations like GDPR and CCPA.

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CDP and customer experience: Best of the MarTechBot

Martech

Metrics to measure success: Email open and click-through rates: Indicates how well our messages resonate with customers. Social media engagement rates: Measures likes, shares, and comments on our posts. This holistic view enables marketers to understand customer behavior and preferences better.

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Balancing Personalization and Privacy

The Ad Tech Blog

This approach can significantly improve engagement and conversion rates. For instance, personalized email campaigns often see higher open and click-through rates compared to generic ones. Marketers must ensure they understand and adhere to data protection regulations like GDPR and CCPA.

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How email marketers everywhere can learn from privacy success in the UK and EU

Martech

and EU, where the effects of GDPR were more concentrated and were enacted prior to California CCPA, suggest a brighter future, according to Guy Hanson, Vice President of Customer Engagement at data and email solutions provider Validity. Open rates in Europe were at 21.75%, which was higher than North America, at 18.13%.

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Ad Analytics for Publishers – Actionable Data to Grow Your Business 

Brid.tv

By analyzing metrics such as impressions and click-through rates, publishers can optimize their ad placements and formats accordingly, boosting their revenue potential. Compliance and Privacy – Ad analytics should comply with privacy regulations like GDPR and CCPA , ensuring data is handled responsibly and ethically.

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Leveraging Customer Data Platforms to Build Market Advantage

Martech Series

Important tip: It should also be noted that the data of customers which you are storing and collecting is an intricate topic which must be done abiding by a certain set of rules and regulations like the GDPR of the country and the organization which operates from and/or of your target audience.

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