As data collection and activation leverage machine learning with increased effectiveness, we see more personalized marketing messaging. When paired with increased privacy regulations, personalized marketing efforts will provide greater value to users who have actually elected to receive them. Ideally, this combination will eventually shift the consumer perception of digital marketing to a much more positive light.