Numerous research studies have confirmed that large majorities of marketers believe personalization improves marketing and business performance. For example, in the 2019 Trends in Personalization survey by Researchscape International, 70% of surveyed marketers said personalization has a strong or extremely strong impact on advancing customer relationships.

And in a 2018 survey of more than 600 business executives by Harvard Business Review Analytic Services, more than half of the survey respondents said personalization is an important driver of their revenue and profit

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