In Google Analytics 4 (GA4), attribution models aim to answer one of marketing’s most persistent questions: which channels drive results? The catch is that different models can give you different ...

These open-source MMM tools solve different measurement problems, from budget optimization to forecasting and preprocessing.

Measuring marketing effectiveness is essential for any business investing in multiple channels. Two popular approaches – multi-touch attribution and marketing mix modeling – help marketers understand ...

Get ready for major changes in Google Ads and Analytics attribution modeling starting in May 2023. Google is removing four attribution models (first click, linear, time decay, and position-based) in ...

Google Analytics today officially removed first click, linear, time decay, and position-based attribution models. This leaves only last click and data-driven, as Google announced would happen in April ...