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

Clearcode

Machine learning (ML) and artificial intelligence (AI) have become a cornerstone of modern AdTech, transforming how advertisers run key programmatic advertising processes, such as audience targeting, media planning, and campaign optimization. What Is Machine Learning (ML)?

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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. Patent 2 focuses on integrating AI and machine learning to predict customer behavior, allowing businesses to anticipate needs and personalize interactions in real time.

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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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Leveraging Customer Data Platforms to Build Market Advantage

Martech Series

Once the data is analyzed using artificial intelligence (AI) or machine learning tools, you can suggest better products to your customers and eventually push out the competition, much like a company with significant network effects does. For instance, the GDPR allows non-PII like cookies to be classified as personal data.

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CPM vs eCPM

Monetize More

Real-world examples (CPM vs. eCPM) Example 1 : A publisher has two ad units on their website with the same CPM, but one has a higher eCPM due to higher click-through rates (CTR). As privacy regulations like GDPR and CCPA evolve, ad targeting and relevancy may become more challenging, potentially impacting eCPM calculations.

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Why we care about adtech: The complete guide

Martech

As users see more relevant ads, click-through rates improve, leading to a better ROI. GDPR , CCPA , and other data privacy regulations spell the end of behavioral audience targeting, leaving many marketers searching for alternatives. Click here to download! This is in keeping with GDPR. First-party cookies.

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22 Digital Marketing Trends You Can No Longer Ignore in 2019 & Beyond

Single Grain

million unique emails were sent, which had a 25% higher click-through rate than non-personalized emails. The campaign saw a 65% click-through rate and a 33.6% conversation rate, proving the personal touch works. How Machine Learning Is Transforming Content Marketing. 15) Social Commerce.

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